Dataset meta-level and statistical features affect machine learning performance

Abstract What dataset features affect machine learning (ML) performance has primarily been unknown in the current literature. This study examines the impact of tabular datasets' different meta-level and statistical features on the performance of various ML algorithms. The three meta-level featu...

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Bibliographic Details
Main Authors: Shahadat Uddin, Haohui Lu
Format: Article
Language:English
Published: Nature Portfolio 2024-01-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-51825-x