Over-optimism in benchmark studies and the multiplicity of design and analysis options when interpreting their results.
Christina NießlMoritz HerrmannChiara WiedemannGiuseppe CasalicchioAnne-Laure BoulesteixPublished in: WIREs Data Mining Knowl. Discov. (2022)
Keyphrases
- data analysis
- neural network
- comprehensive analysis
- relational databases
- data collection and analysis
- database
- literature review
- design methodology
- quantitative analysis
- design patterns
- design process
- statistical analysis
- knowledge based systems
- empirical studies
- similarity measure
- case study
- knowledge base
- computer vision
- information retrieval