AntTech

Jun 14, 2018 · Artificial Intelligence

A Local Online Learning Approach for Non-linear Data (SCW-LOL)

This paper introduces the SCW-LOL algorithm, a local online learning method based on Soft Confidence Weighted that extends a global model with multiple local classifiers, uses online K‑Means for sample assignment, provides theoretical error bounds, and demonstrates superior performance on ten benchmark datasets, especially for multi‑class classification.