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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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2 results for “GLVQ”

Activation Functions for Generalized Learning Vector Quantization - A Performance Comparisoncs.LG

This paper compares different activation functions in GLVQ models.

problem Improving performance of GLVQ models using different activation functions.

method Investigates and compares ReLU, sigmoid, and swish activation functions in GLVQ models.

result Different activation functions have varying impacts on GLVQ model performance.

activation functions GLVQ learning vector quantization deep learning prototype-based classification

2019-01-17abs ↗pdf ↗

Asymmetric Learning Vector Quantization for Efficient Nearest Neighbor Classification in Dynamic Time Warping Spacescs.LG

The nearest neighbor method together with the dynamic time warping (DTW) distance is one of the most popular approaches in time series classification. This method suffers from high storage and computation requirements for large training sets. As a solution to both drawbacks, this article extends learning vector quantiz…

2017-03-24abs ↗pdf ↗