Anton Kozyriev

Robust Clustering on High-Dimensional Data with Stochastic Quantization

2024 · arXiv (Cornell University)

This paper addresses the limitations of conventional vector quantization algorithms, particularly K-Means and its variant K-Means++, and investigates the Stochastic Quantization (SQ) algorithm as a scalable alternative for high-dimensional unsupervised and semi-supervised learning tasks. Traditional …