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Nov 29, 2021 · Artificial Intelligence

Dimensionality Reduction Algorithms: Why Too Many Features Hurt Machine Learning

The article explains how high‑dimensional data causes the curse of dimensionality, reduces model performance, and surveys feature‑selection, matrix‑decomposition, manifold‑learning, and auto‑encoder techniques while advising systematic experiments and proper data scaling.