Big Data Benchmarks Performance Optimization and Emerging Hardware 6th edition by Jianfeng Zhan,Rui Han 3319290053 9783319290058

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ISBN 10:3319290053
ISBN 13:9783319290058
Author:Jianfeng Zhan,Rui Han 
This book constitutes the thoroughly revised selected papers of the 6th workshop on Big Data Benchmarks, Performance Optimization, and Emerging Hardware, BPOE 2015, held in Kohala Coast, HI, USA, in August/September 2015 as satellite event of VLDB 2015, the 41st International Conference on Very Large Data Bases. The 8 papers presented were carefully reviewed and selected from 10 submissions. The workshop focuses on architecture and system support for big data systems, aiming at bringing researchers and practitioners from data management, architecture, and systems research communities together to discuss the research issues at the intersection of these areas. This book also invites three papers from several industrial partners, including two papers describing tools used in system benchmarking and monitoring and one paper discussing principles and methodologies in existing big data benchmarks.

Big Data Benchmarks Performance Optimization and Emerging Hardware 6th Table of contents:

1. Benchmarking

Revisiting Benchmarking Principles and Methodologies for Big Data Benchmarking

BigDataBench-MT: A Benchmark Tool for Generating Realistic Mixed Data Center Workloads

2. Benchmarking and Workload Characterization

Towards a Big Data Benchmarking and Demonstration Suite for the Online Social Network Era with Realistic Workloads and Live Data

On Statistical Characteristics of Real-Life Knowledge Graphs

Mbench: Benchmarking a Multicore Operating System Using Mixed Workloads

3. Performance Optimization and Evaluation

Evolution from Shark to Spark SQL: Preliminary Analysis and Qualitative Evaluation

How Data Volume Affects Spark Based Data Analytics on a Scale-up Server

An Optimal Reduce Placement Algorithm for Data Skew Based on Sampling

AAA: A Massive Data Acquisition Approach in Large-Scale System Monitoring

4. Emerging Hardware

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Jianfeng Zhan,Rui Han,Benchmarks,Performance,Emerging