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A Multi-Dimensional Assessment Model and Its Application in E-learning Courses of Computer Science 20

A Multi-Dimensional Assessment Model and Its Application in ...

引用

21st Annual Conference of the Special Interest Group in Information Technology Education, SIGITE 2020

作者： Luo, Jiwen Lu, Feng Wang, Tao Key Lab. of Parallel and Distributed Computing College of Computer National University of Defense Technology Changsha China National Engineering Research Center for Big Data Technology and System Services Computing Technology and System Lab Cluster and Grid Computing Lab School of Computer Science and Technology Huazhong University of Science and Technology Wuhan China

ISBN: (纸本)9781450370455

Computer science is a practical discipline. It is always a great challenge to evaluate students' computer practice using computer-aided means for large scale students. We always need to address problems such as suspected plagiarism and deviation of the overall difficulty factor. In this paper, a multi-dimensional assessment model is designed for CS courses based on the detailed practice processing data in an E-learning system. The model comprehensively evaluates the students' learning process and results in three aspects of correctness, originality, and quality detection. Besides, the teacher can easily participate in the assessment according to their needs. The correctness is an essential requirement, and the originality is based on the clustering results of students' behaviors after clone detection to curb homework plagiarism. SonarQube is used to detect code quality and put forward higher requirements for codes. Manual participation intelligence has improved the flexibility and applicability of the model to a certain extent. We applied this model on the EduCoder online education platform and carried out a comprehensive analysis of 485 students in the parallel Programming Principles and Practice Class of Huazhong University of Science and Technology. Experiment results confirm the distinction, rationality, and fairness of the model in assessing student performance. It not only gives students a credible, comprehensive score in large-scale online practical programming courses but also gives teachers and students corresponding suggestions based on the evaluation results. Furthermore, the model can be extended to other online education platforms. © 2020 ACM.

关键词： Students

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An integrated graphical user interface for high performance distributed computing

An integrated graphical user interface for high performance ...

引用

International Symposium on Database Engineering and Applications (IDEAS)

作者： X. Shen W.-K. Liao A. Choudhary Center for Parallel and Distributed Computing Department of Electrical and Computer Engineering Northwestern University Evanston IL USA

ISBN: (纸本)0769511406

It is very common that modern large-scale scientific applications employ multiple compute and storage resources in a heterogeneously distributed environment. Working effectively and efficiently in such an environment is one of the major concerns for designing meta-data management systems. The authors present an integrated graphical user interface (GUI) that makes the entire environment virtually an easy-to-use control platform for managing complex programs and their large datasets. To hide the I/O latency when the the user carries out interactive visualization, aggressive prefetching and caching techniques are employed in our GUI. The performance numbers show that the design of our Java GUI has achieved the goals of both high performance and ease-of-use.

关键词： Graphical user interfaces distributed computing Analytical models Delay Data visualization Prefetching Visual databases Large-scale systems Environmental management Java

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On reducing false sharing while improving locality on shared memory multiprocessors

On reducing false sharing while improving locality on shared...

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International Conference on parallel Architecture and Compilation Techniques (PACT)

作者： M. Kandemir A. Choudhary J. Ramaujam P. Banerjee Center for Parallel and Distributed Computing Department of Electrical and Computer Engineering Northwestern University Evanston IL USA

The performance of applications on large shared-memory multiprocessors with coherent caches depends on the interaction between the granularity of data sharing, the size of the coherence unit and the spatial locality exhibited by the applications, in addition to the amount of parallelism in the applications. Large coherence units are helpful in exploiting spatial locality, but worsen the effects of false sharing. We present a mathematical framework that allows a clean description of the relationship between spatial locality and false sharing. We first show how to identify a severe form of multiple-writer false sharing and then demonstrate the importance of the interaction between optimization techniques aimed at enhancing locality and the techniques oriented toward reducing false sharing. Given the conflicting requirements, a compiler based approach to this problem holds promise. We investigate the use of data transformations in addressing spatial locality and false sharing, and derive an approach that balances the impact of the two. Experimental results demonstrate that such a balanced approach outperforms those approaches that consider only one of these two issues. On an eight-processor SGI Origin 2000 system, our approach brings an additional 9% improvement over a powerful locality optimization technique that uses both loop and data transformations. Also, our approach obtains an additional 19% improvement over an optimization technique that is oriented specifically toward reducing false sharing.

关键词： parallel machines Random access memory Cost function parallel processing Concurrent computing

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A low-power logic optimization methodology based on a fast power-driven mapping

A low-power logic optimization methodology based on a fast p...

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IEEE International Conference on Computer Design: VLSI in Computers and Processors, (ICCD)

作者： S. Roy H. Arts P. Banerjee Ambit Design Systems Santa Clara USA Center for Parallel & Distributed Computing Northwestern University USA

This paper describes a novel technique of integrating a fast power-driven mapper with structural optimizations that target low power consumption. The power-driven mapping technique is based on the decomposed factored form representation of Boolean expressions. The power cost function based on this mapped netlist is more accurate than the previous cost functions. It is used to guide the structural transformations in our low-power driven logic synthesis tool. Circuits synthesized by the area optimization tool, SIS, consume on an average 54.5% more power and require 21.9% more area than those obtained by our tool. Finally, results obtained from the power optimization tool, POSE, are on the average 10.4% and 5.6% inferior in power consumption and area respectively to those obtained by our tool.

关键词： Optimization methods Energy consumption Space technology Design optimization Circuit synthesis Logic circuits Contracts Cost function Clustering algorithms Iterative algorithms

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Interprocedural array redistribution data-flow analysis 9th

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9th International Workshop on Languages and Compilers for parallel computing, LCPC 1996

作者： Palermo, Daniel J. Hodges Iv, Eugene W. Banerjee, Prithviraj Hewlett-Packard Company Convex Division RichardsonTX75083 United States SAS Institute Inc CaryNC27513 United States Northwestern University Center for Parallel and Distributed Computing EvanstonIL60208 United States

ISBN: (纸本)3540630910

In High Performance Fortran (HPF), array redistribution can be described explicitly using directives (REDISTRIBUTE or REALIGN) which specify where new distributions become active or implicitly by calling functions which require different data distributions than the calling function. In order to actually compile an HPF program into an efficient form, however, both the redistribution operations as well as the possible distributions for the individual blocks of code must be known at compile-time. In this paper, we present an interprocedural dataflow framework which takes into account both explicit and implicit redistribution to automatically: (1) determine which distributions hold over specific sections of a program, (2) optimize both the inter- and intraprocedural transitions between dynamic distributions while still maintaining the original semantics of the HPF program, (3) determine when the distribution pattern specified by an HPF program causes a given array to be assigned multiple distributions due to different redistribution operations on multiple paths within a function or as a result of parameter aliasing (resulting in a non-conforming HPF program), as well as (4) convert (well behaved) dynamic HPF programs into equivalent static forms through a process we refer to as static distribution assignment (SDA) which can be used to extend the capabilities of existing subset HPF compilers that support static data distributions. As the approach presented in this paper has already been implemented as part of the PARADIGM (parallelizing compiler for distributed-memory General-purpose Multicomputers) project at the University of Illinois, examples will also be presented to demonstrate several applications of this framework. © Springer-Verlag Berlin Heidelberg 1997.

关键词： Data flow analysis

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parallel algorithms for power estimation

Parallel algorithms for power estimation

引用

Design Automation Conference

作者： V. Kim P. Banerjee Center for Parallel and Distributed Computing Department of Electrical and Computer Engineering Northwestern University Evanston IL USA

Several techniques currently exist for estimating the power dissipation of combinational and sequential circuits using exhaustive simulation, Monte Carlo sampling, and probabilistic estimation. Exhaustive simulation and Monte Carlo sampling techniques can be highly reliable but often require long runtimes. This paper presents a comprehensive study of pattern-partitioning and circuit-partitioning parallelization schemes for those two methodologies in the context of distributed-memory multiprocessing systems. Issues in pipelined event-driven simulation and dynamic load balancing are addressed. Experimental results are presented for an IBM SP-2 system and a network of HP-9000 workstations. For instance, runtimes have been reduced from over 3 hours to under 20 minutes in one case.

关键词： parallel algorithms Circuit simulation Monte Carlo methods Runtime Power dissipation Sequential circuits Power system reliability Multiprocessing systems Discrete event simulation Load management

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Dynamic load balancing strategies for conservative parallel simulations 97

Dynamic load balancing strategies for conservative parallel ...

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Proceedings of the eleventh workshop on parallel and distributed simulation

作者： Azzedine Boukerche Sajal K. Das Center for Research in Parallel and Distributed Computing Department of Computer Sciences University of North of Texas Denton TX

ISBN: (纸本)9780818679650

This paper studies the problem of load balancing for conservative parallel simulations for execution on a multicomputer. The synchronization protocol makes use of Chandy-Misra null-messages. We propose a dynamic load balancing algorithm which assumes no compile time knowledge about the workload parameters. It is based upon a process migration mechanism, and the notion of CPU-queue length, which indicates the workload at each *** examine two variations for the algorithm which we refer to as centralized and multi-level hierarchical methods, in the context of queueing network simulation of a torus. The torus was chosen because it of its many cycles aid in the formation of deadlock making it a stress test for any conservative synchronization protocols. Our experiments indicate that our dynamic load balancing schemes significantly reduce the run time of an optimized version of Chandy-Misra null message approach, and decreases by 30-40\% the synchronization overhead when compared to the use of a static partitioning algorithm. Significantly, the results obtained also indicate that the multi-level scheme always outperforms both the centralized load balancing approach and the static partitioning algorithm.

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MS-I/O: A distributed Multi-Storage I/O System 02

MS-I/O: A Distributed Multi-Storage I/O System

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IEEE/ACM International Symposium on Cluster computing and the Grid (CCGRID)

作者： Xiaohui Shen A. Choudhary Department of Electrical and Computer Engineering Center for Parallel and Distributed Computing Northwestern University Evanston IL USA

ISBN: (纸本)9780769515823

More and more parallel applications are running in a distributed environment to take advantage of easily available and inexpensive commodity resources. For data intensive applications, employing multiple distributed storage resources has many advantages. In this paper, we present a Multi-Storage I/O System (MS-I/O) that can not only effectively manage various distributed storage resources in the system, but also provide novel high performance storage access schemes. MS-I/O employs many state-of-the-art I/O optimizations such as collective I/O, asynchronous I/O etc. and a number of new techniques such as data location, data replication, subfile, superfile and data access history. In addition, many MS-I/O optimization schemes can work simultaneously within a single data access session, greatly improving the performance. Although I/O optimization techniques can help improve performance, it also complicates I/O system. In addition, most optimization techniques have their limitations. Therefore, selecting accurate optimization policies requires ex-pert knowledge which is not suitable for end users who may have little knowledge of I/O techniques. So the task of I/O optimization decision should be left to the I/O system itself, that is, automatic from user's point of view. We present a User Access Pattern data structure which is associated With each dataset that can help MS-I/O easily make accurate I/O optimization decisions.

关键词： distributed computing Application software Resource management Prefetching History Data structures Communications technology parallel processing Computer networks Concurrent computing

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Decision tree construction for data mining on grid computing environments

Decision tree construction for data mining on grid computing...

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19th International Conference on Advanced Information Networking and Applications, AINA 2005

作者： Yang, Chao-Tung Tsai, Shu-Tzu Li, Kuan-Ching High-Performance Computing Laboratory Department of Computer Science and Information Engineering Tunghai University Taichung City 40704 Taiwan Parallel and Distributed Processing Center Department of Computer Science and Information Management Providence University Taichung County 43301 Taiwan

ISBN: (纸本)0769522491

In this paper, we present our Grid-based decision tree architecture, with the intention of applying it to both parallel and sequential algorithms. Also, we show that, based on the scope and model of data mining applied in the Grid environment as well as user equivalent perspective, Grid roles can be categorized into three types. It is our goal, through these definitions, to help software developers define clear system processes and differentiate the application scope for software applications. To, fulfill our architecture, we first apply an existing parallel decision tree algorithm (the SPRINT algorithm) to the Grid environment. The performance and differences in many other areas are compared using datasets of different sizes. The experimental results will be used for future reference and further development. © 2005 IEEE.

关键词： Data mining

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A structured channel borrowing scheme for dynamic load balancing in cellular networks

A structured channel borrowing scheme for dynamic load balan...

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International Conference on distributed computing Systems

作者： S.K. Das S.K. Sen R. Jayaram Center for Research in Parallel and Distributed Computing Department of Computer Sciences University of North Texas Denton TX USA

We propose an efficient dynamic load balancing scheme in cellular networks for managing a teletraffic hot spot in which channel demand exceeds a certain threshold. A hot spot, depicted as a stack of hexagonal 'ring' of cells, is classified as complete if all cells within it are hot. The rings containing only cold cells outside the hot spot are called 'peripheral rings'. Our load balancing scheme migrates channels through a structured borrowing mechanism from the cold cells within the 'rings' or 'peripheral rings' to the hot cells in the hot spot. For the more general case of an incomplete hot spot, a cold cell is further classified as cold safe, cold semi-safe or cold unsafe, and a demand graph is constructed from the channel demand of each hot cell from its adjacent cells in the next outer ring. The channel borrowing algorithm works on the demand graph in a bottom up fashion, satisfying the demands of the cells in each subsequent inner ring. Markov chain models are developed for a hot cell and detailed simulation experiments are conducted to evaluate the performance of our load balancing scheme. Comparison with an existing load balancing strategy under moderate and heavy teletraffic conditions, shows a performance improvement of 12% in terms of call blockade by our load balancing scheme.

关键词： Load management Intelligent networks Land mobile radio cellular systems Frequency distributed computing Base stations Computer networks Concurrent computing Electronic mail Computer network management

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