Specifying Big Data Benchmarks

First Workshop, WBDB 2012, San Jose, CA, USA, May 8-9, 2012, and Second Workshop, WBDB 2012, Pune, India, December 17-18, 2012, Revised Selected Papers

  • Tilmann Rabl
  • Meikel Poess
  • Chaitanya Baru
  • Hans-Arno Jacobsen
Conference proceedings

DOI: 10.1007/978-3-642-53974-9

Part of the Lecture Notes in Computer Science book series (LNCS, volume 8163)

Table of contents (14 papers)

  1. Front Matter
  2. Benchmarking, Foundations and Tools

    1. Data Management – A Look Back and a Look Ahead
      Raghunath Nambiar, Ramesh Chitor, Ashok Joshi
      Pages 11-19
    2. Big Data Generation
      Tilmann Rabl, Hans-Arno Jacobsen
      Pages 20-27
    3. From TPC-C to Big Data Benchmarks: A Functional Workload Model
      Yanpei Chen, Francois Raab, Randy Katz
      Pages 28-43
    4. The Implications of Diverse Applications and Scalable Data Sets in Benchmarking Big Data Systems
      Zhen Jia, Runlin Zhou, Chunge Zhu, Lei Wang, Wanling Gao, Yingjie Shi et al.
      Pages 44-59
  3. Domain Specific Benchmarking

    1. Processing Big Events with Showers and Streams
      Christoph Doblander, Tilmann Rabl, Hans-Arno Jacobsen
      Pages 60-71
    2. Benchmarking Spatial Big Data
      Shashi Shekhar, Michael R. Evans, Viswanath Gunturi, KwangSoo Yang, Daniel Cintra Cugler
      Pages 81-93
    3. Towards a Systematic Benchmark for Array Database Systems
      Peter Baumann, Heinrich Stamerjohanns
      Pages 94-102
    4. Unleashing Semantics of Research Data
      Florian Stegmaier, Christin Seifert, Roman Kern, Patrick Höfler, Sebastian Bayerl, Michael Granitzer et al.
      Pages 103-112
  4. Benchmarking Hardware

    1. A Micro-benchmark Suite for Evaluating HDFS Operations on Modern Clusters
      Nusrat Sharmin Islam, Xiaoyi Lu, Md. Wasi-ur-Rahman, Jithin Jose, Dhabaleswar K. (DK) Panda
      Pages 129-147
    2. Assessing the Performance Impact of High-Speed Interconnects on MapReduce
      Yandong Wang, Yizheng Jiao, Cong Xu, Xiaobing Li, Teng Wang, Xinyu Que et al.
      Pages 148-163
  5. End-to-End Big Data Benchmarks

    1. BigBench Specification V0.1
      Tilmann Rabl, Ahmad Ghazal, Minqing Hu, Alain Crolotte, Francois Raab, Meikel Poess et al.
      Pages 164-201
  6. Back Matter

About these proceedings

Introduction

This book constitutes the thoroughly refereed revised selected papers of the First Workshop on Big Data Benchmarks, WBDB 2012, held in San Jose, CA, USA, in May 2012 and the Second Workshop on Big Data Benchmarks, WBDB 2012, held in Pune, India, in December 2012.
The 14 revised papers presented were carefully reviewed and selected from 60 submissions. The papers are organized in topical sections on benchmarking, foundations and tools; domain specific benchmarking; benchmarking hardware; and endo-to-end big data benchmarks.

Keywords

BigBench data management data provenance performance evaluation semantics

Editors and affiliations

  • Tilmann Rabl
    • 1
  • Meikel Poess
    • 2
  • Chaitanya Baru
    • 3
  • Hans-Arno Jacobsen
    • 1
  1. 1.Department of Electric and Computer ScienceUniversity of TorontoTorontoCanada
  2. 2.Server TechnologiesOracle CorporationRedwood ShoresUSA
  3. 3.Supercomputer CenterUniversity of California San DiegoLa JollaUSA

Bibliographic information

  • Copyright Information Springer-Verlag Berlin Heidelberg 2014
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-642-53973-2
  • Online ISBN 978-3-642-53974-9
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349