Benchmarking big data systems: A review

R Han, LK John, J Zhan - IEEE Transactions on Services …, 2017 - ieeexplore.ieee.org
With the fast development of big data systems in recent years, a variety of open-source
benchmarks have been built to evaluate and compare the workloads on these systems, and …

Big data benchmark compendium

T Ivanov, T Rabl, M Poess, A Queralt… - … to Big Data to Internet of …, 2016 - Springer
Abstract The field of Big Data and related technologies is rapidly evolving. Consequently,
many benchmarks are emerging, driven by academia and industry alike. As these …

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 …

Benchmarking big data systems: A survey

F Bajaber, S Sakr, O Batarfi, A Altalhi… - Computer …, 2020 - Elsevier
With the enormous growth on the availability and usage of Big Data storage and processing
systems, it has become essential to assess the various performance aspects of these …

Benchmarking big data systems and the bigdata top100 list

C Baru, M Bhandarkar, R Nambiar, M Poess, T Rabl - Big Data, 2013 - liebertpub.com
Abstract “Big data” has become a major force of innovation across enterprises of all sizes.
New platforms with increasingly more features for managing big datasets are being …

Discussion of BigBench: a proposed industry standard performance benchmark for big data

C Baru, M Bhandarkar, C Curino, M Danisch… - … . Traditional to Big Data …, 2015 - Springer
Enterprises perceive a huge opportunity in mining information that can be found in big data.
New storage systems and processing paradigms are allowing for ever larger data sets to be …

Setting the direction for big data benchmark standards

C Baru, M Bhandarkar, R Nambiar, M Poess… - Selected Topics in …, 2013 - Springer
Abstract The Workshop on Big Data Benchmarking (WBDB2012), held on May 8-9, 2012 in
San Jose, CA, served as an incubator for several promising approaches to define a big data …

Bdgs: A scalable big data generator suite in big data benchmarking

Z Ming, C Luo, W Gao, R Han, Q Yang, L Wang… - Advancing Big Data …, 2014 - Springer
Data generation is a key issue in big data benchmarking that aims to generate application-
specific data sets to meet the 4 V requirements of big data. Specifically, big data generators …

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 …

Big data 2.0 processing systems: Taxonomy and open challenges

F Bajaber, R Elshawi, O Batarfi, A Altalhi… - Journal of Grid …, 2016 - Springer
Data is key resource in the modern world. Big data has become a popular term which is
used to describe the exponential growth and availability of data. In practice, the growing …