A survey of big data, high performance computing, and machine learning benchmarks

N Ihde, P Marten, A Eleliemy, G Poerwawinata… - … and Benchmarking …, 2022 - Springer
… amount of existing benchmarks/benchmark suites reflects their … Furthermore, BigDataBench
offers 44 BD and AI benchmarks … (online services, offline analytics, graph analytics, AI, data

Tutorial on Benchmarking Big Data Analytics Systems

T Ivanov, R Singhal - Companion of the ACM/SPEC International …, 2020 - dl.acm.org
… BigBench [6, 15] is an end-to-end application-level big data benchmark that represents a
data … We don’t know enough to make a big data benchmark suite-an academia-industry view. …

Babel: a generic benchmarking platform for Big Data architectures

L Sfaxi, MMB Aissa - Big Data Research, 2021 - Elsevier
… We cite in this category BigBench [8], an application-level Big Data analytics benchmarking
suite … processing; BigDataBench [21], an open source benchmarking solution coupled with a …

Dspbench: A suite of benchmark applications for distributed data stream processing systems

MV Bordin, D Griebler, G Mencagli, CFR Geyer… - … Access, 2020 - ieeexplore.ieee.org
… The goal of this paper is to present a new benchmark suite … of the usefulness of our
benchmark suite to compare real DSPSs by … BigDataBench [18] is a more recent suite of big data

Benchmarking apache spark and hadoop mapreduce on big data classification

T Tekdogan, A Cakmak - … Conference on Cloud and Big Data …, 2021 - dl.acm.org
… choosing the right data management framework based on … benchmark for two widely used
Big Data analytics tools, namely Apache Spark and Hadoop MapReduce, on a common data

A survey on data-driven performance tuning for big data analytics platforms

RLC Costa, J Moreira, P Pintor, V dos Santos… - Big Data Research, 2021 - Elsevier
… on the big data systems. We also discuss some related big data benchmarks and studies
on … of standardized big data and workload generators and benchmark suites are out of the …

Smartbench: A benchmark for data management in smart spaces

P Gupta, MJ Carey, S Mehrotra… - Proceedings of the VLDB …, 2020 - dl.acm.org
… HiBench [32] and BigDataBench [47] compare systems performance for analyzing semi-structured
big data, … The hibench benchmark suite: Characterization of the mapreduce-based …

A comprehensive performance analysis of Apache Hadoop and Apache Spark for large scale data sets using HiBench

N Ahmed, ALC Barczak, T Susnjak, MA Rashid - Journal of Big Data, 2020 - Springer
… Sparkbench: a comprehensive benchmarking suite for in memory data analytic platform
spark. In: Proceedings of the 12th ACM international conference on computing frontiers; 2015. p. …

Big Data Benchmarking and Performance Optimization on Cloud Infrastructure

A Ricci, V Cortiana - International Journal of Social Analytics, 2022 - norislab.com
… popular big data benchmark suites like TPCx-BB, YCSB, GridMix, BigBench, and Bigdata
Bench… Its versatility is reflected in the inclusion of micro benchmarks, online service workloads, …

[PDF][PDF] Big Data System Benchmarking: State of the Art, Current Practices, and Open Challenges

C Zhang, J Lu - researchgate.net
… In particular, we introduce five categories of big data benchmarks including (1) Map-Reduce …
about a streaming benchmark [23] and a big data benchmark suite, ie, BigDataBench [22]. …