Statistics is by its nature concerned with analysis of data. Concepts like development of sufficient statistics for hypothesis tests and identifying estimators for critical model parameters that make efficient use of collected data remain among the most powerful in the modern arsenal.
Computational Mathematics has been primarily responsible for algorithmic speedups that have rivaled Moore's law advances in processing technology in enabling meaningful processing of data. It also provides a bridge between ``exact'' solutions and heuristic algorithms by providing rigorous approximate solutions with certificates of fidelity and complexity.
Harmonic Analysis has underpinned most of the advances in data compression over the past thirty years, providing mechanisms for dimensionality reduction through parsimonious representation of high-dimensional data in judiciously chosen bases or frames. More recently, this area of mathematics has been instrumental in advancing ways to identify and exploit compressibility, not just in through low-dimensional subspaces of linear spaces but also by capitalizing on other kinds of low-dimensional structure.
All ASU undergraduate students, graduate students, and postdoctoral fellows are welcome to participate in the RTG seminar, which will include both research and professional development components.
Undergraduate students, graduate students, and postdoctoral fellows participating in the RTG program will have the opportunity to complete some research activity at an off-site location, typically during the summer at a national research laboratory or medical center. This will give participants a chance to collaborate with research from diverse backgrounds and other scientific disciplines on real data-data oriented problems.
Those interested in participating should contact Rodrigo Platte.
Funding is provided by the National Science Foundation and the School of Mathematical and Statistical Sciences.
Description: This seminar series is part of the NSF-RTG Data-Oriented Mathematical and Statistical Sciences. Seminar speakers will include ASU faculty and post-docs, outside visitors, and students. The RTG seminar will focus on both research and professional development. Topics of interest include mathematical and statistical challenges related to data problems that have emerged in recent years.
The seminar is open to all ASU students and faculty. In addition, students may register for 1 credit hour (pass/fail) or 3 credit hours (standard grading). Students registering for 1 credit must attend all talks. Students registering for 3 credits must attend all talks and present two regular length seminar talks on pre-approved topics (or two parts of the same topic). Under special circumstances, the course instructor may propose a different set of requirements. RTG fellows are required to register for three credit hours.
Prerequisite: Degree- or nondegree-seeking graduate student. Registration for three credit hours requires instructor approval.
The RTG seminar is open to everyone. ASU students may register for 1 or 3 credits. Further information is available here.
The seminars are at 1:30pm in Wexler 021.
Information theory approach to Machine learning, Neural Computing, and Artificial Intelligence: a new perspective for Statistical inference and optimal design?
Distributed decision problems, Part I.
Distributed decision problems, Part II.
Models of hormone treatment for prostate cancer: can mathematical models predict the outcomes?
Abigael Nachtsheim, Augmenting Definitive Screening Designs for Estimating Second-Order Models, Joint Research Conference , Santa Fe, NM, June 2018.
Lauren Crow, Inferring Multimotor Dynamics Through Cargo Tracking (poster), Joint Statistical Meetings, Vancouver, Canada, July 2018.
Adeline Kornelus, Higher Order Total Variation for Regularizing Partial Differential Equations, 13th World Congress in Computational Mechanics, New York, NY, June 2018.
Theresa Scarnati, Reducing the Effects of Bad Data Using Variance Based Joint Sparsity Recovery, SIAM Conference on Imaging Science (IS18), Bologna, Italy, June 2018.
Alyssa E. Burgueno (undergrad), Magnetic Resonance Recovery from Single-Shot Time Dependent Data, Joint Mathematics Meetings, San Diego, CA, January 2018.
Toby Sanders, Higher Order Total Variation, Multiscale Generalizations, and Applications to Inverse Problems (poster), Foundations of Computational Mathematics, Barcelona, Spain, July 2017.
Theresa Scarnati, C.R. Paulson, E.G. Zelnio, Exploiting the sparsity of edge information in SAR image formation, SPIE Commercial + Scientific Sensing and Imaging, Anaheim, CA, Apr 2017.
Toby Sanders, Theresa Scarnati, Combination of correlated phase error correction and sparsity models for SAR, SPIE Commercial + Scientific Sensing and Imaging, Anaheim, CA, Apr 2017.
Toby Sanders, Multiscale Higher Order TV Operators for l1 Regularization, ASU Computational and Applied Math Seminar, Feb 2017.
Toby Sanders, Imaging Techniques for Synthetic Aperture Radar, ASU Postdoc Seminar Series, Sep 2016.
Theresa Scarnati, Exploiting Sparsity in PDEs with Discontinuous Solutions, SIAM Conf. on Imaging Science, Albuquerque, NM, May 2016.
Toby Sanders, Special Regularization Techniques for Synthetic Aperture Radar, SIAM Conf. on Imaging Science, Albuquerque, NM, May 2016.
T. Sanders. Phase-Based Alignment and Improved Projection Matching of Parallel Beam Tomography Data. IEEE Transactions on Computational Imaging (2018) vol. 4, no. 3, pp. 395-405.
T. Scarnati, A. Gelb, R.B. Platte. Using l1 Regularization to Improve Numerical Partial Differential Equation Solvers. Journal of Scientific Computing (submitted).
T. Sanders, C. Dwyer. Subsampling and Inpainting Strategies for Electron Tomography. Ultramicroscopy 182 (2017): 292-302.
T. Sanders. Parameter Selection for HOTV Regularization. Applied Numerical Mathematics (accepted for publication).
B. Adcock, R.B. Platte, A. Shadrin. Optimal sampling rates for approximating analytic functions from pointwise samples. IMA Journal of Numerical Analysis (submitted).
T. Sanders, R.B. Platte. Multiscale Higher Order TV Operators for l1 Regularization and Their Relationship to Daubechies Wavelets. Jour. on Inv. Prob. (submitted).
T. Sanders, A. Gelb, R.B. Platte. Composite SAR Imaging Using Sequential Joint Sparsity. J. Comput. Phys., 338 (2017) 357-370.
T. Sanders, A. Gelb, R.B. Platte, I. Arslan, K. Landskron. Recovering Fine Details from Under-Resolved Electron Tomography Data using Higher Order Total Variation l1 Regularization. Ultramicroscopy, 174 (2017) 97-105.
T. Sanders, T. Scarnati. Combination of correlated phase error correction and sparsity models for SAR, Proc. SPIE, 10222 (2017) Computational Imaging II, 102220E (2017) doi: 10.1117/12.2262861.
T. Scarnati, E. Zelino, C. Paulson. Exploiting the sparsity of edge information in synthetic aperture radar imagery for speckle reduction. Proc. SPIE, 10201, Algorithms for Synthetic Aperture Radar Imagery XXIV, 102010C (2017) doi: 10.1117/12.2267790.
Abigael Nachtsheim, PhD student, Statistical Sciences Group at Los Alamos National Laboratory, Los Alamos, NM.
Genesis Islas, PhD student, Wright-Patterson Air Force Research Laboratory, Dayton, OH.
Lauren Crow, PhD student, Oak Ridge National Laboratory, Oak Ridge, TN.
Joe Sadow, PhD student, MIT Lincoln Laboratory, Boston, MA.
Megan Sopa, undergradaute student, State Farm Insurance Company, Atlanta, GA.
Theresa Scarnati, PhD student, Wright-Patterson Air Force Research Laboratory, Dayton, OH.
Alexander Reynolds, undergraduate student, Wright-Patterson Air Force Research Laboratory, Dayton, OH.
The African Easterly Waves (AEWs) activity during the most recent decade (2008-2015) is reported and analyzed, and the same methodology is applied to predictions for a decade at the end of the century (2090-2099) . The data utilized are obtained from assimilated analyses of the National Center for Environmental Prediction (NCEP) and climate projections from the Community Earth System Model (CESM). The power spectral density computed by the multi-taper spectral analysis method and averaged over West Africa and over both decades shows the dominance of waves with periods in the 3-5 day window. The spectrum of AEWs in the future climate shows a shift towards low frequencies. The role of the intensity of the jet on the wave activity is supported by idealized simulations.
Superparamagnetic Relaxometry (SPMR) is a novel technique which uses antigen-bound nanoparticles to assist in early cancer detection. A challenge of translating this technique to mainstream clinical applications is the reconstruction of the bound particle signal. The primary focus of this semester's work was to determine if a multi-resolution approach could be used to accurately reconstruct the signal, including the position and magnitude of a source. By reducing the search space we hoped for a method which would be less computationally intensive. From our results it appears that the multi-resolution approach is promising for accurately localizing the bound particles.
Numerous research have found an impact of gender, race, socioeconomic status (SES), school achievement, school engagement, and academic ability on academic achievement. Few have looked at more than one factor together. However, no research have combined all these factors together and their impact on academic achievement. In this paper, first, we looked at gathered data at multiple time points using ordered multinomial logistic regression(OMLR) to identify the main factors of academic achievement. Secondly, we built a discrete time Markov chain (DTMC) model using the finding from the OMLR.
It is well-known that polynomial interpolation using equispaced points in one dimension is unstable. On the other hand, using Chebyshev nodes in one dimension provides both stable and highly accurate points for polynomial interpolation. In higher dimensional complex regions, optimal interpolation points are not well understood. The goals of this project are to find nearly optimal sampling points in one- and two-dimensional domains for interpolation, least-squares fitting, and finite difference approximations. The optimality of sampling points is investigated using the Lebesgue constant.
The desire to build predictive models based on datasets with tens of millions of observations is not uncommon today. However, with large datasets, standard statistical methods for analysis and model building can become infeasible due to computational limitations. One approach is to take a subsample from the full dataset. Standard statistical methods can then be applied to build predictive models using only the subdata. Existing approaches to data reduction often rely on the assumption that the full data follow a specified model (Wang et al., 2017). However, such assumptions are not always applicable, particularly in the big data context. We explore two new methods of subdata selection that do not require model assumptions. These proposed approaches use k-means clustering and space-filling designs in an attempt to spread the subdata uniformly throughout the region of the full data. We perform a simulation study and an analysis of real data to investigate the efficacy of the predictive models that result from these methods.
Movement of proteins is a biophysical process involving transient binding of particles to a microtubule. Specifically, different types of motors aid in the transport of cargo, such as vesicles and organelles. The movement is modeled as a series of switches, based on a Poisson process, between two possible states: random diffusion or Brownian directed movement. Using observed data that is obscured by assumed Gaussian error, the true movement of the cargo and regime switches are predicted. The predictions are based on the stochastic Expectation-Maximization (EM) algorithm, implementing a particle filter and maximum likelihood estimation. The results are first tested through a simulation study and then applied to real data.
Motivated by a comparison between classifiers built using balanced and imbalanced datasets, this project aimed to address issues with imbalance in training data when using the soft margin Support Vector Machine. Oversampling and Synthetic Minority Oversampling were used to balance the training dataset to illustrate how these resampling techniques could be used to alleviate problems arising from imbalance. This allowed us to conclude that both of these re-sampling based approaches could increase the specificity of a classifier.
While genetic modification in soy beans has allowed farmers to increase their yield over the years, models for predicting which genetic strain could be the most successful in particular regions have fallen behind. This project uses three different methods to construct viable prediction models for newly created varieties of soy beans: clustering methods, Kalman filtering, and parenclitic networks.
Jones and Nachtsheim (2011) introduced a class of three-level screening designs called definitive screening designs (DSDs). The structure of these designs results in the statistical independence of main effects and two-factor interactions; the absence of complete confounding among two-factor interactions; and the ability to estimate all quadratic effects. In this paper we explore the construction of series of augmented designs, moving from the starting DSD to designs comparable in sample size to central composite designs. We perform a simulation study to calculate the predictive mean square error for each design to determine the number of augmented runs necessary to effectively fit the correct second-order model.
In this paper we consider inverse problems in the presence of Poisson noise. A probabilistic treatment of the noisy regularization problem allows for a more comprehensive quantification of uncertainty in the problem. The Bayesian framework for optimization is explored by adding data-oriented terms to the image reconstruction problem and comparing with the classic function space optimization techniques. The reconstruction effort is described and implemented for image data containing Poisson noise, a situation relevant to many particle-counting imaging problems.
Energy dispersive X-ray (EDX) spectroscopy is a technique used to determine the chemical composition. The sample is exposed to an excitation energy, triggering atomic reactions that result in X-ray emission. The number of emitted X-rays are recorded at each energy level, and the result is a spectrum indicating peaks for different elements at particular energy levels. From the series of spectrum data, an image representation of the density for each element in the sample may be recovered. While EDX spectroscopy offers the power resolve the densities of each element in the sample, the process of generating images for each element is nontrivial. In this paper we explore various image processing tools such as low-pass filters and principal component analysis that can be used to produce improved images from EDX spectroscopy data. Once we understand how these tools effect the resulting images, we hope to implement more advanced image reconstruction tools to improve the image formation.
This project investigates a gridding technique for function approximation on a spherical domain. This work is motivated by problems that arise in atmospheric research. The goal is to study the discretization based on the cubed sphere domain decomposition. This method decomposes the sphere into six identical regions where uniformly distributed nodes map onto nearly uniformly distributed nodes on the cube. We contrast this to the latitude and longitude discretization where the uniformity of the node distributions is completely lost by the change of coordinates and results in oversampling near the poles. The effect of using different sampling distributions for function approximation is explored.
The purpose of this project is to motivate and develop the general tomographic imaging problem. The Radon transform and its intimacy with the classic Fourier transform will be established. The inverse problem, will be defined along with an exploration of related iterative reconstruction schemes. The optimal use of sampling patterns is also explored.
With the increasing need to analyze data sets with potentially billions of entries and thousands of predictor variables, many methods have been proposed to computationally efficiently study these so-called "big data" sets; in particular, a recently proposed method called the Information-Based Optimal Subdata Selection (IBOSS) method. Preliminary studies have concluded the effectiveness of the method over previously introduced methods such as the Uniform Sampling Method and Leverage-based Sampling Methods in regards to the linear regression equation constructed from the given subdata by each given method, using a variety of simulated data sets and some real data sets. In the Fall of 2016, I conducted preliminary studies regarding the distribution of simulated data sets, and concluded the success of the process when the distribution used to generate the covariates is generally symmetric, though in all cases, the responses with each data set have been constructed using a linear model, and a linear model was fit for the subdata. Naturally, this raises some questions regarding how successful the IBOSS algorithm would be perform in basic model selection. In this project, I study how model selection performs when using IBOSS across two-factor interaction terms. Additionally, I explore the effects of skewed predictor data has on subdata selection methods.
Big data analysis has been on the rise and with it, a need for new research methods. One area of focus is subdata selection. In this project, there are several types of subdata selection methods that are discussed and compared, including basic leverage sampling (BLEV), shrinkage leverage sampling (SLEV), unweighted leverage sampling (LEVUNW), and uniform sampling (UNIF). After an in-depth comparison using mean squared error on simulated data as the criteria, it has been determined that the unweighted leverage sampling method resulted in the most accurate estimation of the true parameters among these four methods, making leverage-based subsampling a valuable solution to modeling big data. However, this was only determined under the assumption that an ordinary linear model with one response was being used and that the errors were independent and followed a normal distribution. To see if the results still held in other circumstances, three new models were proposed that both involved multivariate-multinormally-distributed data. The three models had ten parameters and two responses, although they could be generalized to even more responses or a different number of parameters. In the first, the errors were independent and identically distributed. In the second, the errors remained independent but had different levels of variance for each response. Finally, the third model had different levels of dependence among the errors, causing correlation among both the errors and the responses. Leverage sampling proved to perform well in multivariate data with and without the assumption of independence and identical distributions, with unweighted leverage sampling consistently performing the best. That is, the previous results can be extended into these new types of models. Although the methods were implemented using manageable-sized data, these methods can be applied in multivariate systems of a much larger size and on real data instead of simulated data.
The Fast Fourier Transform (FFT) allows for the efficient computation of the Discrete Fourier Transform (DFT) of a set of values into its frequency components. The FFT, along with its inverse, are widely used in many applications in science, engineering, mathematics, and medicine. The FFT reduces the computational workload of the DFT from O(n^2) down to O(n log n); however, in order to implement the FFT, a uniformly spaced set of data is required in both the time or frequency domain. In many applications, samples are nonuniform and multiple iterations of Fourier transforms are required. In order to overcome computational limitations, Nonuniform FFTs (NUFFTs) are often used. In the recent years, a number of algorithms have been developed to solve this type of problem. These NUFFTs are derived by combining interpolation and the use of the traditional FFT on an oversampled uniform space. This project addresses the basics of the Fourier transform as well as the DFT, the derivation of the FFT, motivation for NUFFTs, and the derivation of one NUFFT algorithm.
This project compares the l1 and l2 norms for signal reconstruction from noisy measurements. Suppose f is our unknown (nx1 vector). We would like to recover f from a given data vector b where f and b are related such that Af+e=b. Here, A is m×n and e is an unknown vector of errors. Then f can be approximated by solving the minimization problem min_f ||Af − b||. A popular method of solving this problem is least squares, which minimizes the l2 norm. However, the least squares method can perform poorly when the errors on the signal have large magnitude even if they are few. This provides the motivation for solving the minimization problem with the l1 norm. It has been shown that if certain conditions are met on both A and e, solving the minimization problem with the l1 norm is equivalent to solving it with l0. In this project, we explore some numerical examples to illustrate the effectiveness of recovering a signal using the l1 norm.
This project extended traditional 2D convolutional neural network into 3D. Fourier convolution is investigated to deal with increasing computational cost brought by the extra dimension. Numerical results show that our model is able to achieve nine percent testing error on ModelNet10 dataset, which is comparable to the best result reported in 2015.
Bootstrap provides a simple, but powerful way of assessing the quality of estimators, "assessors". However, when working with big/massive data sets, most computers cannot keep up with the computationally demanding process required for bootstrap. Branches of bootstrap have been developed to deal with computational costs. This project explores Bag of Little Bootstraps, a proposed bootstrap technique for big and massive data.
Undergraduate students are welcome to join the RTG. The most common ways to engage in research under the supervision of one of the RTG faculty are honors theses and research assistantships. The latter is most likely to take place during the summer. Limited NSF funding is available for qualifying US citizens and permanent residents. If you are interested, email one of the faculty members.
Possible projects are listed below.
General contact information for the School of Mathematical and Statistical Sciences, including mallig address, can be found here.


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KOLOBAEV faced 2 batters in the 2nd.
HUDAK faced 4 batters in the 8th.
RUSSIA 1st - KOCHNOV V walked (3-1 BKBBB). KOCHNOV V failed pickoff attempt. BULTE flied out to lf (1-1 BK). KOCHNOV V failed pickoff attempt. KOCHNOV V stole second. KOCHNOV V advanced to third on a wild pitch. VOROBYEV struck out swinging (2-2 KSBBFFS). MAKARKIN singled down the rf line, RBI (0-1 K); KOCHNOV V scored. MAKARKIN advanced to second on a wild pitch. RODRIGES singled to center field, RBI (1-0 B); MAKARKIN scored. LAYKOV lined out to 2b (0-1 F). 2 runs, 2 hits, 0 errors, 1 LOB.
SERBIA 1st - NAKIC singled to third base, advanced to second on a throwing error by 3b (0-2 KK). NINIC lined into double play cf to 2b (3-2 BBFFBFFF); NAKIC out on the play. CVIJOVIC struck out swinging (1-2 KFBS). 0 runs, 1 hit, 1 error, 0 LOB.
RUSSIA 2nd - SHMORGILO walked (3-1 BBKBB). SHMORGILO failed pickoff attempt. SHMORGILO advanced to second on a wild pitch. BOBKIN struck out swinging (2-2 BBKFS). SHMORGILO advanced to third on a wild pitch. LOGVINOV walked (3-1 BFBBB). ::: Coaching visit to mound :::. LOGVINOV failed pickoff attempt. KOCHNOV V flied into double play rf to 1b (3-2 KFBBB); LOGVINOV out on the play. 0 runs, 0 hits, 0 errors, 1 LOB.
SERBIA 2nd - JOVANOVIC walked (3-2 KBBBFFFB). VUCKOVIC hit by pitch (3-0 BB); JOVANOVIC advanced to second. DUDIKIN to p for KOLOBAEV. ZIVIC struck out swinging (2-2 BBSFFS). VUCKOVIC advanced to second on a fielder's choice; JOVANOVIC out at second p to ss, caught stealing. TODOROVIC D struck out swinging (0-2 KSS). 0 runs, 0 hits, 0 errors, 1 LOB.
RUSSIA 3rd - BULTE flied out to rf (2-1 KBB). VOROBYEV flied out to lf (0-2 KF). MAKARKIN singled up the middle (1-1 KB). RODRIGES flied out to lf (0-0). 0 runs, 1 hit, 0 errors, 1 LOB.
SERBIA 3rd - STEFANOVIC grounded out to 3b (2-2 KBBF). HATALA walked (3-2 KBFBBB). HATALA failed pickoff attempt. NAKIC lined into double play lf to 2b to 1b (0-1 K); HATALA out on the play. 0 runs, 0 hits, 0 errors, 0 LOB.
RUSSIA 4th - LAYKOV grounded out to ss (2-1 BFB). SHMORGILO grounded out to 2b (0-1 S). BOBKIN doubled to right center (1-1 BK). LOGVINOV walked (3-2 BBKFBB). KOCHNOV V grounded out to 1b unassisted (2-2 KFBB). 0 runs, 1 hit, 0 errors, 2 LOB.
SERBIA 4th - NINIC grounded out to 2b (3-2 BKKBB). CVIJOVIC flied out to rf (0-1 K). JOVANOVIC lined out to lf (3-2 BBKKFB). 0 runs, 0 hits, 0 errors, 0 LOB.
RUSSIA 5th - BULTE walked (3-2 BKKBBB). VOROBYEV flied out to 2b (2-0 BB). MAKARKIN struck out looking (3-2 BBKFBK); BULTE stole second. RODRIGES tripled to right field, RBI (1-2 BKF); BULTE scored. LAYKOV struck out swinging (3-2 BFKBBS). 1 run, 1 hit, 0 errors, 1 LOB.
SERBIA 5th - VUCKOVIC grounded out to ss (1-2 SBSF). ZIVIC walked (3-1 BBSBB). TODOROVIC D grounded out to 2b (0-1 K); ZIVIC advanced to second. STEFANOVIC struck out swinging, out at first c to 1b (1-2 FBSS). 0 runs, 0 hits, 0 errors, 1 LOB.
RUSSIA 6th - SHMORGILO singled through the left side (0-0). SHMORGILO stole second. BOBKIN grounded out to c, SAC (2-0 BB); SHMORGILO advanced to third. ::: Coaching visit to mound :::. LOGVINOV grounded out to ss, RBI (3-2 BBBKF); SHMORGILO scored. KOCHNOV V walked (3-0 BBBB). KOCHNOV V failed pickoff attempt. KOCHNOV V stole second. BULTE flied out to rf (2-1 BBK). 1 run, 1 hit, 0 errors, 1 LOB.
SERBIA 6th - HATALA flied out to 2b (1-0 B). NAKIC walked (3-2 KBBFBB). NINIC grounded out to p (0-2 KKF); NAKIC advanced to second. CVIJOVIC walked (3-0 BBBB). NAKIC stole third. CVIJOVIC advanced to second on a wild pitch. JOVANOVIC grounded out to ss (3-2 BKFBBF). 0 runs, 0 hits, 0 errors, 2 LOB.
RUSSIA 7th - HUDAK to p for MARJANOVIC. VOROBYEV grounded out to 3b (1-1 SB). MAKARKIN walked (3-2 KBKBBB). MAKARKIN advanced to second on a wild pitch. RODRIGES walked (3-2 BKBKBFB). ::: Coaching visit to mound :::. LAYKOV singled through the left side (0-0); RODRIGES advanced to second; MAKARKIN advanced to third. SHMORGILO lined into double play 2b to 1b (2-0 BB); LAYKOV out on the play. 0 runs, 1 hit, 0 errors, 2 LOB.
SERBIA 7th - PEREDELSKIY to p for DUDIKIN. VUCKOVIC flied out to rf (0-1 K). ZIVIC struck out swinging (1-2 KBFS). TODOROVIC D walked (3-2 KFBBBB). TODOROVIC D stole second. STEFANOVIC struck out swinging (2-2 KBFBS). 0 runs, 0 hits, 0 errors, 1 LOB.
RUSSIA 8th - BOBKIN singled up the middle (3-2 KBKBFB). LOGVINOV singled through the right side (0-0); BOBKIN advanced to third. LOGVINOV stole second, advanced to third on a throwing error by c; BOBKIN scored on the error. KOCHNOV V walked (3-1 BBBKB). KOCHNOV V advanced to second on a fielder's choice. BULTE doubled to left field, 2 RBI (3-2 BKKBB); KOCHNOV V scored; LOGVINOV scored. NINIC to p. ZIVIC to 2b. / for HUDAK. VOROBYEV tripled to right center, RBI (2-2 BKSFB); BULTE scored. MAKARKIN singled through the left side, RBI (0-0); VOROBYEV scored. RODRIGES flied out to rf (0-1 K). LAYKOV fouled out to 1b (2-1 BBK). SHMORGILO struck out looking (3-2 FKBBBK). 5 runs, 5 hits, 1 error, 1 LOB.
SERBIA 8th - ZOLOTAREV to p for PEREDELSKIY. HATALA hit by pitch (2-0 B). NAKIC struck out swinging (1-2 KSFBS). NINIC walked (3-0 BBBB); HATALA advanced to second. CVIJOVIC grounded out to 1b unassisted (1-0 B); NINIC advanced to second; HATALA advanced to third. JOVANOVIC grounded out to p (1-1 KB). 0 runs, 0 hits, 0 errors, 2 LOB.
RUSSIA 9th - NINIC to 2b. BESEDES to lf for ZIVIC. TODOROVIC D to p. BOBKIN walked (3-2 BBKFBB). LOGVINOV grounded out to p (0-1 F); BOBKIN advanced to second. KOCHNOV V walked (3-0 BBBB). KOCHNOV V advanced to second on a passed ball; BOBKIN advanced to third on a passed ball. BULTE doubled down the lf line, advanced to third on a throwing error by lf, 2 RBI (3-2 BBKKB); KOCHNOV V scored; BOBKIN scored. VOROBYEV struck out swinging (2-2 KBKFBS). MAKARKIN grounded out to 3b (2-1 BFB). 2 runs, 1 hit, 1 error, 1 LOB.
SERBIA 9th - GOVORADLO to p for ZOLOTAREV. VUCKOVIC flied out to cf (3-2 KFBBB). BESEDES struck out looking (1-2 BKKK). TOMIC pinch hit for TODOROVIC D. TOMIC struck out looking (1-2 BKKK). 0 runs, 0 hits, 0 errors, 0 LOB.
NINIC Bojan(8); TODOROVIC Dusan(9) and JOVANOVIC Vladan.


What is it about the coastline of Norway which makes it a desirable place to go? Here are ten reasons why you should think about cruising the Norwegian fjords in 2017.
To whet your appetite for this fantastic new ship, here are the five things we are most excited about seeing on board.
Having mapped every port that will be visited by every ship from the top cruise lines in 2017, we can now reveal the most popular destinations in each region of the world.
From seldom-visited ports to some of the cruising world's most-loved destinations, here are five Fred. Olsen cruises to consider this year.


The XXI Commonwealth Games is being held in Australia from 4-15,April, 2018 in Gold Coast.
Alongside the event, the first of its kind TRADE 2018 is also going to be held in Sydney and Queensland for the 71 member-countries of Commonwealth between 11-15, April 2018 led by the Premier of Queensland,Ms.Annastacia Palaszczuk and many High Level Business Delegations are participating in the event.
The Federation of Indian Chambers of Commerce & Industry (FICCI), is also taking a High Level Indian Business Delegation to the event including Agri-Business Sector to explore possibilities of Joint Ventures, Marketing Associations, FDI Opportunities, etc., through its India Ascent Networking Sessions and Business Matching Sessions.
The Indian Business Delegation is meeting the Queensland Premier along with Union Sports Minister, Col.Rajyavardhan Rathore to explore business possibilities in the growth and transformation between India and other Commonwealth Countries.
Mr.Sivan, a Small Farmer from Peria Hubbathalai Village of the Nilgiris is also invited to the event to introduce the products of Organic Speciality Nilgiris Teas( White Tea, Green Tea and Orthodox Black Tea, having various health benefits to the tea drinking consumers) produced by the Nilgiris Small Farmers' Consortium brand of OOTYFRESH. This event is going to take the Quality and Speciality Nilgiris Teas to many Commonwealth Countries and set to bring in new market opportunities, investments, etc. to the Nilgiris into Plantation and rural-based Eco-Tourism projects.
There is no doubt that through these initiatives, the livelihood conditions, sustainable developments and inclusive growth of the Nilgiris Small Farmers will be improved if they produce quality speciality teas on their own in the Nilgiris by establishing mini tea factories in their villages.
Wishing Siva all the very best.
Sivan is hardworking and an optimist. No wonder he is going places. Good Luck .
Thanks for uploading my Australia programme in your website.
I would share my visit outcomes after my return.


The bill of exchange is the financial document most commonly used in collections and letters of credit.
Promissory notes are sometimes used in collections.
A contract for the sale or purchase of a given amount of foreign currency at a future time at a rate of exchange that is fixed when the contract is made.
Currency is bought or sold at a given future date.
Currency must be bought or sold within a given period of time.
Buyer bears all costs thereafter.
Seller delivers goods to carrier at named place, usually prior to main carriage.
Risk transfers to buyer when goods are taken in charge by carrier.
Seller pays for loading goods onto vessel, but not for costs thereafter.
Risk transfers to buyer when goods have been loaded on board.
Transport document issued by Freight Forwarder. Not a document of title.


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คนพาลที่ยังไม่ถูกผูกมัด แต่พอพูดในเรื่องใด ก็ถูกผูกมัดตัวในเรื่องนั้น

<blockquote>
	<p>คนพาลที่ยังไม่ถูกผูกมัด แต่พอพูดในเรื่องใด ก็ถูกผูกมัดตัวในเรื่องนั้น</p>
</blockquote>

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อพทฺธา ตตฺถ พชฺฌนฺต

คนพาลที่ยังไม่ถูกผูกมัด แต่พอพูดในเรื่องใด ก็ถูกผูกมัดตัวในเรื่องนั้น

พุทธศาสสุภาษิต

<div class="banner banner-quote">
	<blockquote>
		<p class="banner-quote-header">อพทฺธา ตตฺถ พชฺฌนฺต</p>
		<p class="banner-quote-content">คนพาลที่ยังไม่ถูกผูกมัด แต่พอพูดในเรื่องใด ก็ถูกผูกมัดตัวในเรื่องนั้น</p>
		<p class="banner-quote-footer">พุทธศาสสุภาษิต</p>
	</blockquote>
</div>

redpajama_set_name: RedPajamaGithub


Today, I am going to take a break off from other software and take a review on one of the .NET component; I would call it Spire.xls. The product title says it all, the main purpose of having this software is to enable developers/programmers to fast generate, read, write and modify Excel document for .NET and Silverlight.
These are the features of Spire.xls, if you happen to browse through their official site.
Well, let's not get over the list of features given by the official site. That is not the reason why you are here. You are here because you want a user review on this software. I will split now and we will head to the conclusion after that.
Direct operation means Microsoft Excel is not necessary on your system, it achieved that. Users can use Spire.XLS for .NET to create new workbook, edit exist worksheet, save to stream/web response, set up properties, worksheet print set up, cells merge, copy, etc. Amazingly, Spire.XLS for .NET also enables users to lock or unlock worksheet.
Honestly, that is not my main focus point. Like their official site says, importing data from datatable to spreadsheet and exporting data from spreadsheet to datatable is quite easy and quick.
That really makes me satisfied. Spire.Xls shows powerful functions on cells formatting. It allows you to Format number, Text Alignment, Font, Cell Border, Cell Fill, Cell Protection, Interior, etc. And it is much better than Microsoft Word Automation in terms of stability, security, scalability, speed, features.
Adding content to Excel document always happens. The question is which kind of content it supports. Spire.xls allows you to insert Formula (all 531 entries supported), Chart (all 74 types supported), insert Image, Insert Pivot Table, insert RichText, insert Hyperlink, insert Comments, and insert VBA. That helps a lot.
On the aspect of conversion, the more supported, the better it is. The following is what Spire.XLS for .NET supports: Excel to PDF, Excel to HTML, Excel to CSV, Excel to Text, Excel to Image and Excel to XML. Pretty good , most of popular files can be transferred to Excel, like XML to Excel, CSV to Excel and insert images into Excel.
The last thing I tested is their support services. I wish their demos a bit more details provided, more guiding screenshot are available.
Listview Item Background / HELP !
VB.NET 2010 Constant Errors - Bugs?


They have given up 131 home runs this year and they give up 1 home runs per nine innings as a staff. Washington has an overall record of 1. They played a bitter rival on Tuesday, hosting San Antonio, now they have to go on the road and this just isn't a good spot for them. Their kickers have a field goal percentage http://www.jaguarsofficialshop.com/authentic-calais-campbell-jersey.html of 86%. No other pass-catcher for either team had more than NFL Jerseys Outlet 53 yards. He's still a few years away from developing into an NHL player, but down the road, he's going to provide the http://www.ramsshopsnfl.com/tyrunn-walker-jersey_c-438.html Flames that top-line right winger they've been in search of. No Obligation. We understand there's a lot NHL Hockey Jerseys of work to do, captain Joe Pavelski said. Arizona Diamondbacks Betting Trends The Arizona Diamondbacks are against the over under so far this season The Arizona Diamondbacks are against the run line so far this season Toronto Blue Jays Betting Trends The Toronto Blue Jays are against the over under so MLB Jerseys Usa far this season The Toronto Blue Jays are against the run line so far this season Injuries to Watch Arizona Diamondbacks 06 16 RF David Peralta Back ?
On the offensive side of things, Chicago needs to carry its momentum over from the last three weeks. But here's the thing. As I pointed out in my initial offering, the first month of the season is by the most difficult for our profit-power rankings because it is impossible to real know what you're going to get out of teams – and subsequently what people expect out of them – until you see them play Tyrunn Walker Jersey a couple games. The Bulls swept this series last season and covered Read More Read Less One E-mail A Week Is All You Need! The over Ian Williams Jersey under has gone under in six of Jets' past eight vs. As previously mentioned, the Canadiens in past years were constructed defensively and the D-men have also stepped up in terms of point production – most notably Shea Weber last season, who fired home an impressive 17 goals and finished fifth in points for the Habs. Collectively the Pirates have NHL Jerseys China hit just 33 for 183 against the right-hander with Andrew McCutchen having 10 of the hits . Aside from competing for the sake of competition, why shouldn't players conserve their bodies for next year?
Wilson Knee out indefinitely 02 15 F Mark Donnal Respiratory ? The Grizzlies have been a horrible bet in the second half of back-to-backs, going 2 ATS in Calais Campbell Jersey these situations in their last 12 tries. Southern Illinois: Picked to finish third in the Missouri Valley Conference after a second-place finish last season, the Salukis have held their own against two NFL Jerseys Outlet teams that won NCAA Tournament games last March. Understanding that's the first step, finding ways to connect with them on common ground is the second step and the third step for me is to let the players know you care NHL Jerseys China about them first. Louis Cardinals is 1 Injuries to Watch Philadelphia Phillies 04 15 P Sean O'Sullivan Knee 15-day DL 04 MLB Jerseys Usa 15 P Chad Billingsley Elbow 15-day DL 04 15 P Jonathan Pettibone Shoulder 15-day DL 04 15 P Mario Hollands Arch NHL Hockey Jerseys 60-day DL 04 15 P Cliff Lee Arm 60-day DL 04 15 LF Domonic Brown Achilles 15-day DL St. Minnesota lost by 10 at home to Milwaukee on Jan. They had torched the Warriors for 40 points in the third quarter, taking a three-point lead into the fourth. The same drivetrain in a Ridgeline Black Edition, heavier by nearly 200 pounds, feels sportier. He has 48 strikeouts over his 53 innings pitched and he has given up 58 hits so far this season.
The Grizzlies have a long injury list heading into the http://www.49ersauthenticofficials.com/ian-williams-jersey_c-393.html Spurs matchup and it could be even worse on Wednesday. With no silver bullet of a system hidden in some secret basketball labyrinth, that notion — of finding subtle ways to improve each individual — is what the Magic need to focus on if they are to improve not just their dreadful offense, but their underachieving team as a whole. The Predators have 5 total points this season.


Has any one seen this? It's for a boat but It should work on a baja or rail.
cant the wives find us then?
you can get them up to and over 200mph.
dont they sell brackets to hold the gps ? i know you want something mounted in the dash, your going for looks, but there are other options...by the way , do you like your handheld gps?, and how fast will it record ?
VW Volkswagen & Baja Bug General Discussion speedo for sale? 11 nube_w_1970baja 4144 Re: speedo for sale?


WalmartWalmart is rolling out meal kits.
Walmart is launching its own line of meal kits.
Shoppers can choose between three kinds of kits, depending on how much cooking they want to do.
The meal-kit industry has been expanding rapidly in recent years and is on track to grow to between $US3 billion and $US5 billion over the next 10 years.
Walmart is rolling out its own line of meal kits to as many as 2,000 stores this year, the company said Monday.
One kit is ready-made and only needs to be heated. Another, which requires a little more work, is meant to be paired with Walmart's rotisserie chicken.
WalmartWalmart's basil garlic chicken kit.
A third version is similar to popular meal kits like HelloFresh and Blue Apron and contains pre-chopped and pre-measured ingredients.
"Customers are busier than ever and we know getting a delicious dinner on the table can be a chore. We're here to help," said Tyler Lehr, senior vice president and general merchandise manager of deli services for Walmart.
"These delicious meals give the best or worst of cooks a fresh, easy option for dinner tonight, or later this week," he added.
The kits include recipes and ingredients for steak Dijon, basil garlic chicken, pork Florentine, thai curry chicken, chicken fried rice, and other selections.
Walmart is launching meal kits and making a number of other investments in its grocery business as it looks to defend its position as the top grocer in the US by sales, following Amazon's purchase of Whole Foods last year.
The meal-kit industry has been expanding rapidly in recent years and is on track to grow to between $US3 billion and $US5 billion over the next 10 years, according to Technomic, a food-industry consulting firm.
Walmart has also been rapidly expanding its online grocery pickup services across the country and is developing a new system for tracking the freshness of its produce.


I owe much of my journey into Art and Crafts to my wife and work stress.
Starting with the stress, I suffered what was close to a nervous breakdown when I became very stressed by my work. Luckily, I decided to give up just before it broke me but believe me when I say I was cracking and needed to stop.
The doctors signed me off for three months and told me to go forget work. Not something I took to easily, so I started to get to know the town, the countryside around the town and the people I live amongst. I went from being an anonymous dad to being the dad who took his kids to school and walked the dog everyday.
Part of that process required me to fill my time and I remembered painting at school so went looking for an art group and found BAG (Belper Art Group). In a flash I was lost in another world, two hours went and I did not know where. People stopped, talked and helped me make less of a fist of it! So in my wisdom I decreed, "I will try something else when I have mastered Watercolours" little did I know..... More than ten years latter I still have not mastered watercolours. However, I am still in love with trying and that is all that matters.
Once I was back at work my wife decided I need other interests and started feeding me odd days and weekends doing "Arty and Crafty" things. Over the years this means I have added "Fused and Slumped Glass", "Wood Turning" and "Pottery" to the list of things I love to do!
Sadly they are not all cheap or compatible; the wood turning in particular is problematic as wood dust can be explosive and any dust in combination with kilns is bad news. Clay is also very messy and produces lots of dust so I will have to edit the list. However, I have not yet decided what will go!
I first tried wood turning at school were I produced a table lamp and a checkered bowl which were in the family home for many years. Sadly, the bowl got dropped and broken and somewhere along the way the lamp disappeared. However, they left enough of an impression on me to realise that I love the appearance of wood.
The lamp which was similar to the picture left was made from two pieces of wood one for the upright and one for the base. The two parts were turned separately and held together by simple friction. The finish was the classic beeswax and lots of elbow grease. The bowl was made by gluing together many sheets of wood finished to the same size. The resulting block was then cut again into many sheets and finished. Finally, the sheets were glues together again after being rearranged to form an interesting pattern, simple but effective.
Sadly, I failed to grasp working with hand tools and was not allowed to do any more wood-turning!
My father-in-law has joined the growing list of people we have lost and part of his legacy was to leave behind a lathe, chisels etc. I have for my sins decided to add to the list of things I want to do, wood turning. To this end I was bought a days wood turning with Gerry Marlow a lovely guy and an excellent wood turner. If you want to try wood turning I highly recommend Gerry he lives up by Sheffield and does demonstrations at clubs around the country.
Gerry started by showing me how to make a Dibble. This involved turning a chunk of inch and half square wood into a cylinder and then shaping it into the classic Dibble. Before any finish could be applied to it he showed me how to add a depth gauge by using friction burning to mark the wood, simple but very effective. I don't think it will ever get used as a tool but it will sit on the shelf as a decoration gathering dust!
Later in the day I went on to turn a bowl and the pleasure of seeing a compound curved surface appear as if by magic from the end of the chisel was magic. I do enjoy making things and particularly when the process is one of hand crafting, even if a machine is involved.
If you are going to do wood turning in any form it is necessary to remove the shavings and dust produced from the work area or wear a breathing mask all the time. I don't like wearing a mask for all sorts of reasons and I don't enjoy cleaning up afterwards. At school I don't think we wore masks and cleaning up was just left to the cleaner and caretaker but that was before health and safety. So you need a large specialist vacuum cleaner and a lot of hoses and you have to get the nozzle in the right place or it does not work or you catch it all the time or both. So in the corner is a very large noisy and complicated arrangement of bit with a small lathe in front of it.
On the wall is a rack of chisels and other tools. Alongside is a grindstone to sharpen the chisels and a pile of other small bits and pieces, waxes, oils, sandpaper, etc.
Way back at school we played with clay made wound pots and lumps of clay.
On the fireplace in my mothers house sat an Owl made from a lump of clay. Not much more than two big eyes and the surrounding feathers but it was definitely an Owl. It's gone now thrown away at some stage in a clear out. On my desk sits a very clumsy cut slab pot with a shiny green glaze and on the front room window ledge is a model house and deg kennel again made with cut slab clay. All are primitive with the exception of the house which is quite effective.
Over the years I have played with clay but I have always wanted to have a go at throwing a pot. Tracey said she would like to have a go so I set out to find somewhere where we could try our hand. I finally, came up with ClayWirks a collective based in Wirksworth which is a few miles up the road and suited the purpose to the ground.
Seven weeks of two hours a week and we had a handful of pots of varying success. I loved it, the feel of the clay in my fingers as I pulled it up to form a pot. The beautiful shape that forms before your eyes, magic! Then the pot collapses before your eyes, you made the wall too thin or pulled it up too quick or whatever. But for one ethereal moment it was perfect beautiful.
As the weeks went on and we got to know the material marginally better the pots became more reliable, more repeatable but still not perfect. Instead of the one of four looking OK, three out of four looked OK. That first pot the one I loved so much at the end of the first night looks like a Saturday night fight. Like all arts and crafts it takes a long time to become proficient let alone good. However, if you stand a chance of getting there the first few steps are normally relatively easy!
Art at school was mostly about Poster Paint and coloured paper montages. However, I did learn that I could draw reasonable well and I enjoyed art in general. My only claim to fame was that I painted a large mural, with the help of two or three others, and that we won a prize. It was my painting but I can't paint people or animals, so being a crafty little so'n'so I laid it out, painted most of the buildings, trees, etc and imported others to do the bits I was bad at. I got the credit and I still don't know why!
An afternoon was dedicated to art every week and we would draw, paint or collage in luxury of the largest classroom in the school. The stairs were at one end and two cupboards at the other. The two long side walls were glass from ceiling to bench level and a great view was had over the town or up over the playing field and the countryside beyond, it was idyllic. The only bigger space in the town was the school hall and that was not a lot bigger. There were two rooms on the second floor the cooker room and the art room, so it was the double pleasure of art and more girls and in a part of the school that was generally considered to be pretty much off limits!
After school art pretty much stopped, I would draw but mostly architectural or engineering type sketches. Houses layouts, car ideas but also other things my mind always had ways of getting off on it's own direction and some of that ended up on paper.
Much later I became involved in a club magazine and found I could still draw simple stylised flowers, views and the like. I also discovered I could lay out pages and that I got a lot of enjoyment from both.
My return to art came as a result of work stress and need to relax. I found water colours the joy and the hate of the subtleties, the control and the lack thereof!
Like everybody that I know that paints I have to be in the mood to paint and occasionally I just can't do it. However, mostly I find I can just sit and paint the biggest problem is what? Some people paint the same thing over and over until they get it right. I can't do that I would simply stop painting. Occasionally I have returned to an inspiration but generally I don't. I'm told I'm not bad at flowers and food, that's not surprising when you consider to paint something you have to look at it very closely and I love both with a Passion. Just sitting here writing this I can smell fresh bread and taste sliced tomato with Extra Virgin Olive Oil but I can also see many flowers; as my wife says you can see them but you can't name them, never could, never will!
Sadly, as most of us who paint know the cheap picture frames from the major stores and the throwaway culture has resulted in it being very difficult to sell paintings. The very good can just about cover there costs and the brilliant, if lucky, can make money but for the rest of us getting a contribution to our materials is all we can expect. What do you do when a nice picture frame costs more than the sale price of the framed picture?
I now openly admit to painting only because I get a great deal of pleasure from the activity. I know I am getting better; will I ever be good enough? Who knows or cares!
As I have said elsewhere I found BAG and returned to Art out of necessity and I shall forever be glad I did. This does not mean it has always been plain sailing. For a long time I found it hard to sit still and do one thing, I guess a symptom of the stress I had suffered. Mow I can generally sit still and relax into whatever I am doing.
This is particularly true when I am painting and most Thursday evenings are spent at BAG doing just that. I have now tried most of the basic form Acrylics, Pastas, Water-colours, Oils and a number of the sub-forms and I think water colours are for me. However I have to say I like the ability to over paint in Acrylics and Acrylic Inks.
Pastels are I have to say are just uncomfortable for me I just end up with a grey smudge. I don't know if it is because I rest my hands on the paper or I go in with my fingers or what, but! Other produce beautiful pictures with lovely vibrant colours, not me.
At this time I am exploring Acrylic Inks and I do find the strong colours interesting. This combined with the ability to freely over-paint is very appealing. The other thing I am playing with at this time is water and the combination of saturated paper and the Acrylic Ink is very interesting if somewhat unpredictable.
My first camera was a little boxy Brownie with a blue grey body a fixed lens and I think a fixed shutter. It took rolls of 128 film and took eight or sixteen pictures to a roll. The thrill of collecting the pictures from the chemist and opening the packet to see what had worked and more often what had not was incredible.
I would not take a picture because it might not work and cost money. As a result of this training it was a long time before I would just click regardless. Even now I find it hard to throw an image away and I think that results form the cost of those early images. However I was hooked and can still remember many of the pictures including those taken on the last day at school.
I've had three Pentax bodies over the years and still own two of them. Four if you count the one my wife bought as a birthday present and returned because I had bought one the same a few days earlier. The K1000 was my love and taught me how to take pictures in a way that no digital camera has ever been able to emulate.
The first digital camera I had was and probably still is the best. It only took pictures at 1.8MBit but it produced pictures with great colour, tolerated all sorts of lighting conditions and was fast enough. Only now with phone cameras do I find the same simple picture quality and flexibility. It's not that I want to be able to take snaps, it's that I want to take pictures up close but without the fuss! Even my fantastic Cannon does not give me the shot I want without the fuss and don't get me wrong it takes brilliant pictures, it's just a faff!
I guess I work in two ways: one when I just want the picture and want it to be right and one where I want the best possible picture with everything perfect. The former may just be a snap but it probably isn't I'm just being artistic, playful. That means the picture will get looked at with a critical eye and probably discarded because it is not perfect!


We are a Istanbul / Turkey based printed paper bag company who has ISO 9001, ISO 14001 certificates and SEDEX Audit reports and specialise in producing laminated paper carrier bags with rope handles.
We proud to be one of the Turkey's leading printed paper bags supplier and luxury laminated paper bag manufacturer.
Our luxury bespoke printed paper carrier bags are made from high quality coated board with a high quality hand made service.
We know how to give the appearance of a premium or luxury brand to your paper bags.
The devil is in the details and details are in your service.
Handles can change whole view. PP handles are standard but cotton handles, satin or cotton ribbons, grossgrain are also available.


text:
MEF University: Admissions, Rankings
Turkey » Istanbul » MEF University
MEF University is a private university in Istanbul, Turkey. It was established in 2012 by the Ibrahim Arikan Education and Research Foundation. It is the first university to use a flipped educational model, in which students can learn in both digital and face-to-face settings. The university's goal is to produce innovative and entrepreneurial graduates while also assisting research-oriented scholars in professional fields.
MEF University Overview
MEF University Website
MEF University Admissions
In this section, we will go over the admissions at MEF University. To apply to MEF University, it is essential that you follow the application procedure found in these pages:
Domestic and International Master's Admissions Page
Students studying at MEF University in English medium should meet one of these English language requirements:
Minimum TOEFL Score for Bachelors: 80
Minimum TOEFL Score for Masters: 66
Language Requirements Pages
If you are interested, take a look at these language requirements pages for more information on language requirements at MEF University:
Bachelor's English Language Requirements Page
Master's English Language Requirements Page
The master's tuition fee at MEF University is from 56,550 TRY to 69,500 TRY per year for domestic students and from 56,550 TRY to 69,500 TRY per year for international students.
Here are the official tuition fee pages where we got the information from. Check out these pages for more information on tuition fee of MEF University:
Domestic and International Master's Tuition Fee Page
Here are the world rankings of MEF University from reputable ranking sources:
Here are some of the bachelor's courses at MEF University that are being offered:
Political Science and International Relations
You can take a look at complete list of bachelor's courses at MEF University in the Bachelor's Courses Page
Here are some of the Master's courses at MEF University that are being offered:
Alternative Architectural Practices
Mechatronics and Robotics Engineering
You can take a look at complete list of master's courses at MEF University in the Master's Courses Page

redpajama_set_name: RedPajamaCommonCrawl


For years businesses have used BCL easyPDF SDK to manage their CRM portfolios effectively. Our toolkit has helped businesses grow the breadth and depth of their services.
PDF has become the de facto standard to store and forward business documents. PDF is a tamper-proof medium for documents which can be read on any hardware or operating system. That is why companies are integrating PDF creation functionality in their solutions.
One of our clients – a software developer who delivers fully integrated registration, reservations, membership, ticketing and admissions software for nonprofits, was trying to make the software more user-friendly by adding some useful features to the app. The software is a cloud-based application that allows non-profit organizations to take reservations, donations, and more. That application was created to manage the entire organization by dealing with nonprofits' unique business challenges. The software enables its users to create Word documents using templates and mail merge.
The company wanted to improve user experience and the user retention rate, and was exploring additional features for their solution. After some research, they found that the users wanted the end result to be in PDF instead of Word. Since PDF format is very popular, this could distinguish them from their competitors.
To generate PDF files programmatically, the company searched the web and found BCL Technologies among other vendors. They evaluated these products by reading product documentation and also talking to their technical people. They procured evaluation copies of the software and created prototypes. BCL turned out to be the only vendor that could generate a PDF no matter how complex the Word document was, and they went with BCL easyPDF SDK.
Their new features which allowed generating reports and other business documents in PDF were appreciated by user community. Their users became evangelists for their products. This helped the company increase their customer retention rate. The company serendipitously noticed that going to PDF brought in other advantages of data privacy and security. This also helped increase the demand for their product without increasing the marketing budget. Over the next year, the company grew their customer base by more than fifty percent. Finally, a higher customer retention rate and a growing user base reflected in more revenues.
This case demonstrates how a small improvement in a software product can significantly influence the performance of the whole company and support the growth of the business.
If your company provides a software service and generates documents on demand, PDF functionality will improve your performance significantly.
Want to know more about how PDF converter add-on can improve the performance of your product and the organization as well? Contact our team at +1 (408) 557 2080 today to accelerate the growth of your business tomorrow!


Description Z Force Motorsports was designed to bring the best services and parts to the motorsports industry. We specialize in all types of motorsports and have an impressive resume filled with wins from World Champions to Pro Open contenders. We have a significant background in personal watercraft, ATV, snowmobile, dirtbike, also both 2 or 4 stroke motors. At Z Force we have over 25 years of experience in repairs and in the racing world. Whatever you need we will get it done.


This example restores a site collection from the backup file C:\Backup\site_name.bak to the site collection URL http://server_name/sites/site_name.
This example restores a site collection backup from the backup file C:\Backup\site_name.bak, but overwrites the existing site collection at http://server_name/sites/site_name while specifying that the site collection must be stored in a specific content database.
This example restores a site collection backup from the backup file \\file_server\share\site_name.bak to the host-named site collection http://www.example.com on the Web application http://server_name.
The type must be a valid database name, in the form SQLDB1.
Specifies the name of the SQL Server containing the content database specified by the DatabaseName parameter.
The type must be a valid database server name, in the form SQLBE1 and needs to be used in conjunction with the DatabaseName parameter.
Specifies that the existing site collection at the URL location is to be overwritten by this restoration.
Specifies that the site collection being overwritten with the Force parameter should be gradually deleted over time by a timer job instead of all at once, which reduces its impact on SharePoint Products and SQL Server performance. This option is recommended for large site collections.
Restores a site collection as a host-named site collection instead of a path-based site collection. When the HostHeaderWebApplication parameter is present, the value of the Identity parameter is the URL of the host-named site collection and the value of the HostHeaderWebApplication parameter is the URL of the Web application that will hold the host-named site collection.
Specifies the URL location to which the site collection is restored.
A site collection does not have to already exist at the URL location to perform a restore. However, you must specify a valid URL location that a site collection can be created. If a site collection already exists at the specified URL location, you must specify the Force parameter to overwrite it.
The type must be a valid URL, in the form http://server_name/sites/site_name.
Specifies a valid path to the location of the backup. For example, C:\Backup\site_name.bak.
Preserves the original Site ID instead of creating a new one.


text:
Police Identify London Attacker As 52-Year-Old Khalid Masood
Islamic State Says Suspect One Of Its 'Soldiers' March 23, 2017 at 5:25 pm
Filed Under:Alice Gainer, London, London attack, Mark Rowley, Parliament, Theresa May
LONDON (CBSNewYork/AP) — British police have identified the person responsible for the terror attack near Parliament in London, while thousands gathered in Trafalgar Square for a memorial for the victims Thursday night.
Meanwhile, another victim of the attack died Thursday.
Police said in a statement Thursday that the assailant – Khalid Masood, 52 – was born in southeastern England and was most recently living in the West Midlands, in central England.
PHOTOS: Attack Outside Parliament
According to police, Masood, who had a number of aliases, wasn't the subject of any current investigation and that "there was no prior intelligence about his intent to mount a terrorist attack."
But as CBS2's Alice Gainer reported, Prime Minster Theresa May said Masood was once investigated for religious extremism.
Khalid Masood has been formally identifed by police as the man responsible for the #WestminsterAttack in #London
— Metropolitan Police (@metpoliceuk) March 23, 2017
He had been arrested previously for assault, possession of offensive weapons and public order offenses. His first conviction was in November 1983 for criminal damage and his last was in December 2003 for possession of a knife.
Metropolitan Police counterterrorism Chief Mark Rowley said earlier Thursday that police raided six addresses and arrested seven people in connection with Wednesday's attack.
He said investigators believed the suspect "was inspired by international terrorism."
Five people, including the attacker, were killed in the attack.
Rowley earlier revised the initial death toll down to four — including the attacker, a police officer guarding Parliament and two civilians. But a 75-year-old man also succumbed to injuries when he was taken off life support Thursday, bringing the total back to five.
He said that 29 people required hospitalization and seven of them are in critical condition.
"Greater clarity is now developing regarding the casualty figures as we have now collated information from the public and five hospitals," Rowley said.
One of the men injured in the attack spoke from his hospital bed Thursday, saying, "I had literately no time to get out of the way… I was scared for my life."
The ISIS-linked Aamaq news agency said Thursday that the person who carried out the attack "was a soldier of the Islamic State." It added that the person "carried out the operation in response to calls for targeting citizens of the coalition."
May said police believe the suspect acted alone and there is no reason to believe "imminent further attacks" are planned.
She also delivered a defiant message Thursday to lawmakers in the House of Commons, saying, "we are not afraid."
"Yesterday an act of terrorism tried to silence our democracy, but today we meet as normal," she said.
Forensic investigators continued to examine the crime scene throughout the day Thursday — steps away from Britain's Parliament where the deadly rampage was carried out.
"The location of this attack was no accident," May said. "The terrorist chose to strike at the heart of our capital city."
A video captured by a tourist shows some of the injured lying along the popular Westminster Bridge after authorities said the suspect intentionally ran them over with a car.
Police said he then slammed the vehicle into the gates of Parliament before getting out of the car and fatally stabbing 48-year-old police officer Keith Palmer. The chaos finally ended when another police officer shot and killed the suspect.
One of the victims who was killed has been identified as Kurt W. Cochran, a Utah man who was in London celebrating his anniversary with his wife. She's still in the hospital.
Also killed was a 43-year-old teacher.
May said among the injured are 12 Britons, three French, two Romanians, four South Koreans, one German, one Pole, one Irish, one Chinese, one Italian, one American and two Greeks. Seven of the injured victims were in critical condition.
"You may know today there are victims in London from 11 nations, which goes to show that an attack on London, is an attack on the world," said British Foreign Secretary Boris Johnson.
Car rental company Enterprise said in a statement Thursday that the car "used in the tragic attack in London yesterday afternoon was one of ours" and was rented in Birmingham.
The company said an employee identified the vehicle after seeing the license plate in an online image. The company checked and immediately contacted authorities. It said it is cooperating fully.
"Our thoughts are very much with the victims of this terrible tragedy," the company said.
Meanwhile, after being on lockdown Wednesday, Parliament was back in session on Thursday.
"We are not afraid, and our resolve will never waver in the face of terrorism," May said.
The incident is the latest in a series of recent terror attacks in Europe where lone wolves have used vehicles as their weapon of choice.
As officials investigate, May said citizens must not give in to fear.
"We will all move forward together, never giving in to terror and never allowing the voices of hate and evil to drive us apart," she said.
Travelers are being advised to avoid the Parliament area as the investigation unfolds.
(© Copyright 2017 CBS Broadcasting Inc. All Rights Reserved. The Associated Press contributed to this report.)


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Q: Symfony2,Doctrine Extensions Tree : Generating a "tree"-like dropdown Select list I have a Categories table, built with Tree architecture, using Doctrine Tree Extension
and it looks something like this
id  parent_id   title   lft lvl rgt root
864 (NULL)  Movies  1   0   18  864
865 864 Packs   2   1   3   864
866 864 Dubbed  4   1   5   864

and visually like this:
Movies
|
|
|->Packs
|->Dubbed

now i want to generated form for adding reviews , and loading categories as dropdown list for each movie, so i have in my movie-review form-type-class
public function buildForm(FormBuilder $builder, array $options)
{

    $builder->add('name');
    $builder->add('file');
    $builder->add('cover');
    $builder->add('category','entity',           array('class'=>'Tracker\MembersBundle\Entity\Category', 'property'=>'title', ));
}

which generates a normal dropdown menu like this:

how can i configure my menu settings, so it generates a Tree-Like-dropdown select like this?

A: I'm not sure this is a good idea : users won't be able to type in their choice.
Haven't tested this solution, but it should work :
First, you can sort the three by root and lft value to display it properly, so add a query builder:
'query_builder' => function($er) {
    return $er->createQueryBuilder('c')
        ->orderBy('c.root', 'ASC')
        ->addOrderBy('c.lft', 'ASC');
},

Then, you need to add a getIndentedTitle method to your entity:
public function getIndentedTitle() {
    return str_repeat("--", $this->lvl).$this->title;
}

Finally, add a property option to your options when you build the form, to display the virtual property indentedTitle instead of title :
'property' => 'indentedTitle'

See : http://symfony.com/doc/current/reference/forms/types/entity.html

redpajama_set_name: RedPajamaStackExchange


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text:
Vulnerabilities / Threats
Brian Prince
Hackers Cash In On ATMs
Malware uses text messages and other techniques to infect ATMs and ultimately allow criminals to steal cash.
A text message is sent, and cash starts spitting out of an ATM infected with malware.
That is one of the capabilities of a sophisticated variant of malware known as Ploutus that has been linked to attacks in Mexico and the Ukraine. In the process, it has become another example of how hackers are turning their attention to ATM machines as another avenue to a bank's coffers.
"I've heard some people saying, 'Well, you know you need physical access to the machine and that makes it more difficult,' " says Symantec researcher Liam O Murchu. "And that is true, but the reason we are reporting on this is because this is something we've seen being used… So even though it may seem like, "Well, you need physical access to the machine so it's not really going to happen,' it is happening, and we're seeing people arrested in Mexico, and we're seeing it being used elsewhere."
Symantec's recent report on the capabilities of the Ploutus malware served to underscore the issue, but also drew some critics who highlighted the difficulties of getting away with opening up a machine and inserting a mobile phone, USB stick, or anything else. Yet that is precisely what researchers at the Chaos Communications Conference in December said they uncovered in the wild: attackers uploading malware onto ATMs by vandalizing machines and inserting USB sticks. They then covered up the hole so they could remain undetected.
"When I hear about a successful malware attack on any ATM, I am not particularly interested in the features which the malware implements, such as its user interface, what data it captures, how it manages the 'casher' mules, and so on," says Henry Schwarz, software projects director at ATM manufacturer Triton. "The central issue is how the malware made its way onto the ATM in the first place -- that is the attack vector which must be addressed. Once malware is running on an ATM, the damage is done."
According to Schwarz, Triton takes various precautions to prevent malware infections. For example, Triton's ATMs now verify software has been digitally signed by Triton using its private key. If the digital signature is incorrect, the ATM does not accept the software.
"The most common vulnerabilities are those that arise almost directly from making maintaining ATMs easy for technicians in the field," explains Mike Park, managing consultant at Trustwave. "These include easy-to-pick locks, the ability to bypass locks, ATM operating systems running as 'administrator' without a password, and USB ports both enabled and in the boot order before the hard drive. Many lack hard drive encryption or any form of endpoint security. Anti-virus, for instance, can bog a machine down such that transactions take far too long to complete.
"By far our most successful and easiest attacks are to gain access to the ATM network and manipulate ATM requests and responses, allowing us to gain access to the cash in the ATM without having to actually touch the machine, except to initiate a legitimate transaction."
Some of the company's most successful attacks during penetration tests do not require physical access to the device and are agnostic to the operating system, Park tells us. Network-based attacks have proven repeatedly to be both easy to exploit and lucrative, and at times testers have been able to hide the fact that the ATM was compromised from a central management application.
Based on the company's penetration tests, ATM manufacturers and banks should take measures such as adding a BIOS password, encrypting the hard drive, and installing host intrusion detection systems, Park says. In addition, armoring application binaries against reverse engineering and using endpoint security solutions can help as well.
"The biggest issue however is that implementing many of these security measures make ATM technical maintenance much more difficult, time consuming, and expensive," says Park. "Technicians will need a large ring of keys -- will need to know BIOS password and admin passwords when doing routine or emergency maintenance."
Telling ATM owners to pay more attention to physical device security in the form of cameras and other methods as opposed to upgrading devices is a losing proposition, opines Craig Young, security researcher at Tripwire.
"ATMs are networked devices which can potentially be attacked without direct physical access to the system," he says. "Migrating from [Windows] XP embedded is really the ideal solution as newer operating systems will not only benefit from ongoing security updates but also from security enhancements integrated into newer operating systems."
Support for the Windows XP embedded products varies depending on the version of the product, according to a timeline set out by Microsoft.
"From a technical standpoint, organizations not in a position to upgrade ATMs from Windows XP do have some options for system hardening," notes Young. "As a starting point, USB ports should be locked down as much as possible. This could be a physical solution such as an additional locking mechanism over the USB port or a technical solution such as disabling USB ports within software."
Attacks against ATMs are on everyone's radar, says Troy Leach, chief technology officer at PCI Security Standards Council.
"According to findings from the ATM Industry Association's 2012 ATM Global fraud survey, skimming remains the top global threat to ATMs, with different kinds of brute force attacks continuing unabated," he tells Dark Reading. "PIN and account data present in ATMs has become a growing target for criminals who use this stolen information to produce counterfeit cards for fraudulent transactions, primarily ATM cash withdrawals."
Brian Prince is a freelance writer for a number of IT security-focused publications. Prior to becoming a freelance reporter, he worked at eWEEK for five years covering not only security, but also a variety of other subjects in the tech industry. Before that, he worked as a ... View Full Bio
RyanSepe,
Re: Root Default of ATM
You bring up a good point. How come ATM's aren't secured Linux shops? I would imagine that it would be more secure and cost effective. Not to say that Linux is a cure all, just I know it has a large percentage of effective security tools and safeguards. Is it the level of support? I don't know how thorough that component would be. If someone could, please clue me in on why this hasn't come to pass?
Randy Naramore,
3/31/2014 | 11:47:11 AM
You would think that a more robust and updated OS would be used instead for ATMs of XP. XP was a great desktop system but with support being phased out and other options being available such as a locked down version of linux (take your pick) the ATMs would be less susceptable to some of the attacks than windows would be. Just a thought..
securityaffairs,
Ryan raises an interesting issues, the security level for many ATM is not acceptable.
Banks cannot think to continue to use phase out OSs like XP while cyber threats are even more sophisticated.
Physical protection is another serious problem, why are we surprised if the computers behind ATM is easily accessible? I'm not surprised by news regarding similar hacks ... the problem is elsewhere.
Why Does BIOS of the ATM machines allow booting from external and unauthorized media (e.g. CD ROMs , USB sticks)?
What's about disk encryption to prevent disk tampering?
This hack is the result of many errors!
This is not security
Root Default of ATM
I have read a few reports about Ploutus and yes it poses a very large risk, but I think the risk lies in the machines architecture and not too much in the "malware" being transferred via the device, USB, phone, etc.
Correct me if I am mistaken but it seems that these machines are in an administrative state for routine/emergency maintenance and its only the physical barrier that truly denies access to the kingdom. But as knights circumvent a moat, people have gotten past this safeguard and are tasking the machine with minimal intrusion.
One comment I saw on a forum regarding Ploutus, though cynical, carried some truth. You can't leave a machine in root status and expect it not to perform root tasks.
As delineated in your article, banks are now undergoing expensive counter procedures to smooth out this issue. But that is more of a reactive approach and therefore a huge security flaw. It needs to be realized that security is most effective when handled pre-emptively. For whatever reason, these machines were left in a vulnerable state with only a thin physical layer to keep people out. What are other peoples thoughts regarding the ATM "hacks"?
Cloud Connectivity -- Your Guide to the Network


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text:
Q: Unable to get Libre Office to load on redhat 6. Get stuck at the splash screen This recently starting happening. I had been happily using libre office previously. I have tried rebooting and re-installing libre office with no effect. Using version 5.3.3.2-2.x86_64 of libre office. Using Redhat 6 version 2.6.32-642.15.1.el6.x86_64.
Process status shows
 jgaer@ljgaer1_/tmp/RPMS: ps -eafl | grep libre
 0 S jgaer     5860     1  0  80   0 - 75116 futex_ 04:33 ?          00:00:00 /opt/libreoffice5.3/program/oosplash --calc
 0 S jgaer     5878  5860  0  80   0 - 202475 futex_ 04:33 ?       00:00:00 /opt/libreoffice5.3/program/soffice.bin --calc --splash-pipe=5
 0 S jgaer     6078  5056  0  80   0 - 25830 pipe_w 04:46 pts/0    00:00:00 grep libre

A: removing the directory $HOME/.config/libreoffice corrected the problem.


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