#baseline-evaluation News & Analysis

Worse than Random: The Importance of a Baseline for Unsupervised Feature Selection

A research paper challenges the credibility of unsupervised feature selection methods by demonstrating that many state-of-the-art approaches perform no better than random selection. The study calls for establishing random feature selection as a mandatory baseline in future research to ensure genuine methodological improvements.