Bigdatabench: A big data benchmark suite from internet services

L Wang, J Zhan, C Luo, Y Zhu, Q Yang… - 2014 IEEE 20th …, 2014 - ieeexplore.ieee.org
As architecture, systems, and data management communities pay greater attention to
innovative big data systems and architecture, the pressure of benchmarking and evaluating …

Characterizing and subsetting big data workloads

Z Jia, J Zhan, L Wang, R Han, SA McKee… - 2014 IEEE …, 2014 - ieeexplore.ieee.org
Big data benchmark suites must include a diversity of data and workloads to be useful in
fairly evaluating big data systems and architectures. However, using truly comprehensive …

On big data benchmarking

R Han, X Lu, J Xu - Big Data Benchmarks, Performance Optimization, and …, 2014 - Springer
Big data systems address the challenges of capturing, storing, managing, analyzing, and
visualizing big data. Within this context, developing benchmarks to evaluate and compare …

Trust and big data: a roadmap for research

J Sänger, C Richthammer, S Hassan… - … workshop on database …, 2014 - ieeexplore.ieee.org
We are currently living in the age of Big Data coming along with the challenge to grasp the
golden opportunities at hand. This mixed blessing also dominates the relation between Big …

Bigop: Generating comprehensive big data workloads as a benchmarking framework

Y Zhu, J Zhan, C Weng, R Nambiar, J Zhang… - Database Systems for …, 2014 - Springer
Big Data is considered proprietary asset of companies, organizations, and even nations.
Turning big data into real treasure requires the support of big data systems. A variety of …

Bijoux: Data generator for evaluating etl process quality

E Nakucçi, V Theodorou, P Jovanovic… - Proceedings of the 17th …, 2014 - dl.acm.org
Obtaining the right set of data for evaluating the fulfillment of different quality standards in the
extract-transform-load (ETL) process design is rather challenging. First, the real data might …

Towards realistic benchmarking for cloud file systems: Early experiences

Z Ren, W Shi, J Wan - 2014 IEEE International Symposium on …, 2014 - ieeexplore.ieee.org
Over the past few years, cloud file systems such as Google File System (GFS) and Hadoop
Distributed File System (HDFS) have received a lot of research efforts to optimize their …

Towards a set of metrics to guide the generation of fake computer file systems

B Whitham - 2014 - ro.ecu.edu.au
Fake file systems are used in the field of cyber deception to bait intruders and fool forensic
investigators. File system researchers also frequently generate their own synthetic document …

[PDF][PDF] Handbook of BigDataBench (Version 3.1)—A Big Data Benchmark Suite

C Luo, W Gao, Z Jia, R Han, J Li, X Lin… - Institute of computing … - ucilnica.fri.uni-lj.si
This document presents the handbook of BigDataBench (Version 3.1). BigDataBench is an
open-source big data benchmark suite, publicly available from http://prof. ict. ac …

PowerTracer: Tracing Requests in Multi-Tier Services to Reduce Energy Inefficiency

G Lu, J Zhan, H Wang, L Yuan, Y Gao… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
As energy has become one of the key operating costs in running a data center and power
waste commonly exists, it is essential to reduce energy inefficiency inside data centers. In …