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cs.LG2025
Sublinear Sketches for Approximate Nearest Neighbor and Kernel Density Estimation
Ved Danait, Srijan Das, Sujoy Bhore
Approximate Nearest Neighbor (ANN) search and Approximate Kernel Density Estimation (A-KDE) are fundamental problems at the core of modern machine learning, with broad applications…
cs.LG2024
Online Epsilon Net and Piercing Set for Geometric Concepts
Sujoy Bhore, Devdan Dey, Satyam Singh
VC-dimension and -nets are key concepts in Statistical Learning Theory. Intuitively, VC-dimension is a measure of the size of a class of sets. The famous …