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

✍ Scribed by Meikel Poess (auth.), Tilmann Rabl, Meikel Poess, Chaitanya Baru, Hans-Arno Jacobsen (eds.)

• Publisher: Springer-Verlag Berlin Heidelberg
• Year: 2014
• Tongue: English
• Leaves: 214
• Series: Lecture Notes in Computer Science 8163 Information Systems and Applications, incl. Internet/Web, and HCI
• Edition: 1
• Category: Library

✦ Synopsis

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 end-to-end big data benchmarks.

✦ Table of Contents

Front Matter....Pages -
TPC’s Benchmark Development Model: Making the First Industry Standard Benchmark on Big Data a Success....Pages 1-10
Data Management – A Look Back and a Look Ahead....Pages 11-19
Big Data Generation....Pages 20-27
From TPC-C to Big Data Benchmarks: A Functional Workload Model....Pages 28-43
The Implications of Diverse Applications and Scalable Data Sets in Benchmarking Big Data Systems....Pages 44-59
Processing Big Events with Showers and Streams....Pages 60-71
Big Data Provenance: Challenges and Implications for Benchmarking....Pages 72-80
Benchmarking Spatial Big Data....Pages 81-93
Towards a Systematic Benchmark for Array Database Systems....Pages 94-102
Unleashing Semantics of Research Data....Pages 103-112
Generating Large-Scale Heterogeneous Graphs for Benchmarking....Pages 113-128
A Micro-benchmark Suite for Evaluating HDFS Operations on Modern Clusters....Pages 129-147
Assessing the Performance Impact of High-Speed Interconnects on MapReduce....Pages 148-163
BigBench Specification V0.1....Pages 164-201
Back Matter....Pages -

✦ Subjects

Database Management; Data Mining and Knowledge Discovery; Information Storage and Retrieval