학술논문

Benchmarking Data Science: 12 Ways to Lie With Statistics and Performance on Parallel Computers
Document Type
Periodical
Author
Source
Computer. 55(8):49-56 Aug, 2022
Subject
Computing and Processing
Data science
Benchmark testing
Statistics
Data quality
Performance evaluation
Language
ISSN
0018-9162
1558-0814
Abstract
We humorously discuss 12 fallacies when focusing on compute performance that we have frequently observed in practice. We follow each with a recommendation to mitigate the danger and hope to contribute to good benchmarking etiquette for data science.