ADABench-towards an industry standard benchmark for advanced analytics

T Rabl, C Brücke, P Härtling, S Stars… - … and Benchmarking for …, 2020 - Springer
BigDataBench [16] is a benchmark with 13 representative real-world data sets and more than
… , ML for ad targeting, and other big data analytics tasks. In addition, AdBench introduces a …

[HTML][HTML] SDCBench: A Benchmark Suite for Workload Colocation and Evaluation in Datacenters

Y Yang, X Kong, L Zhao, Y Li, H Zhang, J Li… - Intelligent …, 2022 - spj.science.org
… To address this problem, we present SDCBench, a new benchmark suite that is specifically
… Dwarf-sort [18] is a big data sort application in the BigDataBench benchmark suite, which is …

Approaches of enhancing interoperations among high performance computing and big data analytics via augmentation

AR Pathak, M Pandey, SS Rautaray - Cluster Computing, 2020 - Springer
benchmark suites and workloads, and future directions in the domain of integrating HPC with
big data … ’s Urika-XC suite of big data analytics, artificial intelligence and graphics tools [10]. …

DLBench+: A benchmark for quantitative and qualitative data lake assessment

PN Sawadogo, J Darmont - Data & Knowledge Engineering, 2023 - Elsevier
… -AI [21], which is still in development, includes more analysis tasks relevant to big data systems,
… In this category, we consider big data benchmarks with a consequent part of text on one …

Research Article SDCBench: A Benchmark Suite for Workload Colocation and Evaluation in Datacenters

Y Yang, X Kong, L Zhao, Y Li, H Zhang, J Li, H Qi, K Li - 2022 - spj.science.org
… CloudSuite and BigDataBench [18] provide both latency-critical and throughputoriented
applications to … Dwarf-sort [18] is a big data sort application in the BigDataBench benchmark

[PDF][PDF] Simulating Network Traffic of Data Intensive Applications: An Extension to NetworkCloudSim

S Sadegh, P Kasprzak - researchgate.net
… The first selected application is from the BIGDATABENCH … Tang, “BigDataBench: A
Dwarf-based Big Data and AI Benchmark Suite,” ArXiv e-prints, feb 2018. [19] Y. Chen, A. …

A two-phase virtual machine placement policy for data-intensive applications in cloud

S Sadegh, K Zamanifar, P Kasprzak… - Journal of Network and …, 2021 - Elsevier
… west traffic flow within a data center, we only consider big data processing batch jobs where
… To achieve a realistic outcome, we run the big data benchmarks described below on the …

A survey of on-device machine learning: An algorithms and learning theory perspective

S Dhar, J Guo, J Liu, S Tripathi, U Kurup… - ACM Transactions on …, 2021 - dl.acm.org
… to a large number of related topics in AI and machine … -scale on edge devices yet, we present
training benchmarks … of dynamic sensing rates and large data volume. Another approach …