Big Data Benchmarking
Description
This book constitutes the thoroughly refereed post-workshop proceedings of the 6th International Workshop on Big Data Benchmarking, WBDB 2015, held in Toronto, ON, Canada, in June 2015 and the 7th International Workshop, WBDB 2015, held in New Delhi, India, in December 2015.
The 8 full papers presented in this book were carefully reviewed and selected from 22 submissions. They deal with recent trends in big data and HPC convergence, new proposals for big data benchmarking, as well as tooling and performance results.
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Content
Big Data, Simulations and HPC Convergence.- Benchmarking Fast-Data Platforms for the Aadhaar Biometric Database.- Towards a General Array Database Benchmark: Measuring Storage Access.- ALOJA: a Benchmarking and Predictive Platform for Big Data Performance Analysis.- A Set of Metrics to Evaluate HDFS and S3 Performance on Amazon EMR with Avro and Parquet Formats.- Benchmarking the Availability and Fault Tolerance of Cassandra.- Performance Evaluation of Spark SQL using BigBench.- Accelerating Big Bench on Hadoop.