Big Data Benchmarks, Performance Optimization, and Emerging Hardware: 4th and 5th Workshops, BPOE 2014, Salt Lake City, USA, March 1, 2014 and Hangzhou, China, September 5, 2014, Revised Selected Papers

✍ Scribed by Jianfeng Zhan, Rui Han, Chuliang Weng (eds.)

• Publisher: Springer International Publishing
• Year: 2014
• Tongue: English
• Leaves: 227
• Series: Lecture Notes in Computer Science 8807 Information Systems and Applications, incl. Internet/Web, and HCI
• Edition: 1
• Category: Library

✦ Synopsis

This book constitutes the thoroughly revised selected papers of the 4th and 5th workshops on Big Data Benchmarks, Performance Optimization, and Emerging Hardware, BPOE 4 and BPOE 5, held respectively in Salt Lake City, in March 2014, and in Hangzhou, in September 2014. The 16 papers presented were carefully reviewed and selected from 30 submissions. Both workshops focus on architecture and system support for big data systems, such as benchmarking; workload characterization; performance optimization and evaluation; emerging hardware.

✦ Table of Contents

Front Matter....Pages I-X
Front Matter....Pages 1-1
On Big Data Benchmarking....Pages 3-18
A Micro-benchmark Suite for Evaluating Hadoop MapReduce on High-Performance Networks....Pages 19-33
MemTest: A Novel Benchmark for In-memory Database....Pages 34-46
DSIMBench: A Benchmark for Microarray Data Using R....Pages 47-56
A Benchmark to Evaluate Mobile Video Upload to Cloud Infrastructures....Pages 57-70
Benchmarking Replication and Consistency Strategies in Cloud Serving Databases: HBase and Cassandra....Pages 71-82
Front Matter....Pages 83-83
I/O Characterization of Big Data Workloads in Data Centers....Pages 85-97
Characterizing Workload of Web Applications on Virtualized Servers....Pages 98-108
Front Matter....Pages 109-109
Performance Benefits of DataMPI: A Case Study with BigDataBench....Pages 111-123
InvarNet-X : A Comprehensive Invariant Based Approach for Performance Diagnosis in Big Data Platform....Pages 124-140
Tuning Hadoop Map Slot Value Using CPU Metric....Pages 141-153
A Study of SQL-on-Hadoop Systems....Pages 154-166
Predoop: Preempting Reduce Task for Job Execution Accelerations....Pages 167-180
Record Placement Based on Data Skew Using Solid State Drives....Pages 181-193
Efficient HTTP Based I/O on Very Large Datasets for High Performance Computing with the Libdavix Library....Pages 194-205
Front Matter....Pages 207-207
Exploring Opportunities for Non-volatile Memories in Big Data Applications....Pages 209-220
Back Matter....Pages 221-221

✦ Subjects

Data Mining and Knowledge Discovery; Information Storage and Retrieval