Now showing items 1-20 of 1030

    • BenchPrime: Accurate Benchmark Subsetting with Optimized Clustering Algorithm Selection 

      Liu, Qingrui; Wu, Xiaolong; Kittinger, Larry; Levy, Markus; Jung, Changhee (Department of Computer Science, Virginia Polytechnic Institute & State University, 2018-08-24), TR-18-06
      This paper presents BenchPrime, an automated benchmark analysis toolset that is systematic and extensible to analyze the similarity and diversity of benchmark suites. BenchPrime takes multiple benchmark suites and their ...
    • A Composable Workflow for Productive FPGA Computing via Whole-Program Analysis and Transformation (with Code Excerpts) 

      Sathre, Paul; Helal, Ahmed; Feng, Wu (Department of Computer Science, Virginia Polytechnic Institute & State University, 2018-07-24), TR-18-05
      We present a composable workflow to enable highly-productive heterogeneous computing on FPGAs. The workflow consists of a trio of static analysis and transformation tools: (1) a whole-program, source-to-source translator ...
    • MOANA: Modeling and Analyzing I/O Variability in Parallel System Experimental Design 

      Cameron, Kirk W.; Anwar, Ali; Cheng, Yue; Xu, Li; Li, Bo; Ananth, Uday; Lux, Thomas; Hong, Yili; Watson, Layne T.; Butt, Ali R. (Department of Computer Science, Virginia Polytechnic Institute & State University, 2018-04-19), TR-18-04
      Exponential increases in complexity and scale make variability a growing threat to sustaining HPC performance at exascale. Performance variability in HPC I/O is common, acute, and formidable. We take the first step towards ...
    • Modeling Influence using Weak Supervision: A joint Link and Post-level Analysis 

      Chen, Liangzhe; Prakash, B. Aditya (Department of Computer Science, Virginia Polytechnic Institute & State University, 2018-04-09), TR-18-03
      Microblogging websites, like Twitter and Weibo, are used by billions of people to create and spread information. This activity depends on various factors such as the friendship links between users, their topic interests ...
    • Segmentations with Explanations for Outage Analysis 

      Chen, Liangzhe; Muralidhar, Nikhil; Chinthavali, Supriya; Ramakrishnan, Naren; Prakash, B. Aditya (Department of Computer Science, Virginia Polytechnic Institute & State University, 2018-04-09), TR-18-02
      Recent hurricane events have caused unprecedented amounts of damage and severely threatened our public safety and economy. The most observable (and severe) impact of these hurricanes is the loss of electric power in many ...
    • GPU Power Prediction via Ensemble Machine Learning for DVFS Space Exploration 

      Dutta, Bishwajit; Adhinarayanan, Vignesh; Feng, Wu-chun (Department of Computer Science, Virginia Polytechnic Institute & State University, 2018-02-02), TR-18-01
      A software-based approach to achieve high performance within a power budget often involves dynamic voltage and frequency scaling (DVFS). Consequently, accurately predicting the power consumption of an application at different ...
    • ETH: A Framework for the Design-Space Exploration of Extreme-Scale Visualization 

      Abrams, Gregory; Adhinarayanan, Vignesh; Feng, Wu-chun; Rogers, David; Ahrens, Jams; Wilson, Luke (Department of Computer Science, Virginia Polytechnic Institute & State University, 2017-09-29), TR-17-05
      As high-performance computing (HPC) moves towards the exascale era, large-scale scientific simulations are generating enormous datasets. A variety of techniques (e.g., in-situ methods, data sampling, and compression) have ...
    • CommAnalyzer: Automated Estimation of Communication Cost on HPC Clusters Using Sequential Code 

      Helal, Ahmed E.; Jung, Changhee; Feng, Wu-chun; Hanafy, Yasser Y. (Department of Computer Science, Virginia Polytechnic Institute & State University, 2017-08-14), TR-17-04
      MPI+X is the de facto standard for programming applications on HPC clusters. The performance and scalability on such systems is limited by the communication cost on different number of processes and compute nodes. Therefore, ...
    • Personal Reflections on 50 Years of Scientific Computing: 1967–2017 

      Watson, Layne T. (Department of Computer Science, Virginia Polytechnic Institute & State University, 2017-08-10), TR-17-03
      Computer hardware, software, numerical algorithms, and science and engineering applications are traced for a half century from the author's perspective.
    • Understanding Recurring Software Quality Problems of Novice Programmers 

      Techapalokul, Peeratham; Tilevich, Eli (Department of Computer Science, Virginia Polytechnic Institute & State University, 2017-07-12), TR-17-02
      It remains unclear when is the right time to introduce software quality into the computing curriculum. Introductory students often cannot afford to also worry about software quality, while advanced students may have been ...
    • DroidCat: Unified Dynamic Detection of Android Malware 

      Cai, Haipeng; Meng, Na; Ryder, Barbara; Yao, Daphne (Department of Computer Science, Virginia Polytechnic Institute & State University, 2016), TR-17-01
      Various dynamic approaches have been developed to detect or categorize Android malware. These approaches execute software, collect call traces, and then detect abnormal system calls or sensitive API usage. Consequently, ...
    • AutoMatch: Automated Matching of Compute Kernels to Heterogeneous HPC Architectures 

      Helal, Ahmed E.; Feng, Wu-chun; Jung, Changhee; Hanafy, Yasser Y. (Department of Computer Science, Virginia Polytechnic Institute & State University, 2016-12-13), TR-16-06
      Abstract—HPC systems contain a wide variety of heterogeneous computing resources, ranging from general-purpose CPUs to specialized accelerators. Porting sequential applications to such systems for achieving high performance ...
    • Understanding Application Behaviours for Android Security: A Systematic Characterization 

      Cai, Haipeng; Ryder, Barbara (Department of Computer Science, Virginia Polytechnic Institute & State University, 2016), TR-16-05
      In contrast to most existing research on Android focusing on specific security issues, there is little broad understanding of Android application run-time characteristics and their security implications. To mitigate this ...
    • Accelerating Workloads on FPGAs via OpenCL: A Case Study with OpenDwarfs 

      Verma, Anshuman; Helal, Ahmed E.; Krommydas, Konstantinos; Feng, Wu-chun (Department of Computer Science, Virginia Polytechnic Institute & State University, 2016-05-13), TR-16-04
      For decades, the streaming architecture of FPGAs has delivered accelerated performance across many application domains, such as option pricing solvers in finance, computational fluid dynamics in oil and gas, and packet ...
    • Bridging the Performance-Programmability Gap for FPGAs via OpenCL: A Case Study with OpenDwarfs 

      Krommydas, Konstantinos; Helal, Ahmed E.; Verma, Anshuman; Feng, Wu-chun (Department of Computer Science, Virginia Polytechnic Institute & State University, 2016-05-13), TR-16-03
      For decades, the streaming architecture of FPGAs has delivered accelerated performance across many application domains, such as option pricing solvers in finance, computational fluid dynamics in oil and gas, and packet ...
    • Telescoping Architectures: A Methodology for Evaluating Next-Generation Heterogeneous Computing 

      Krommydas, Konstantinos; Feng, Wu-chun (Department of Computer Science, Virginia Polytechnic Institute & State University, 2016-05-13), TR-16-02
      Architectural innovation has telescoped the HPC community from the commodity (Beowulf) cluster in a machine room, i.e., a multi-node system with Ethernet interconnect, to a commodity cluster on a chip, i.e., multicore CPU ...
    • Identifying Product Defects from User Complaints: A Probabilistic Defect Model 

      Zhang, Xuan; Qiao, Zhilei; Tang, Lijie; Fan, Patrick (Weiguo); Fox, Edward A.; Wang, Alan (Gang) (Department of Computer Science, Virginia Polytechnic Institute & State University, 2016-03-02), TR-16-01
      The recent surge in using social media has created a massive amount of unstructured textual complaints about products and services. However, discovering and quantifying potential product defects from large amounts of ...
    • An Automated Framework for Characterizing and Subsetting GPGPU Workloads 

      Adhinarayanan, Vignesh; Feng, Wu-chun (Department of Computer Science, Virginia Polytechnic Institute & State University, 2015-12-18), TR-15-06
      Graphics processing units (GPUs) are becoming increasingly common in today’s computing systems due to their superior performance and energy efficiency relative to their cost. To further improve these desired characteristics, ...
    • CAN-zip – Centroid Based Delta Compression of Next Generation Sequencing Data 

      Steere, Edward; An, Lin; Zhang, Liqing (Department of Computer Science, Virginia Polytechnic Institute & State University, 2015-11-09), TR-15-05
      We present CANzip, a novel algorithm for compressing short read DNA sequencing data in FastQ format. CANzip is based on delta compression, a process in which only the differences of a specific data stream relative to a ...
    • DISCRN: A Distributed Storytelling Framework for Intelligence Analysis 

      Shukla, Manu; Dos Santos, Ray; Chen, Feng; Lu, Chang-Tien (Department of Computer Science, Virginia Polytechnic Institute & State University, 2015), TR-15-05
      Storytelling connects entities (people, locations, organizations) using their observed relationships to establish meaningful stories among them. Extending that, spatio-temporal storytelling incorporates spatial and graph ...