On-device research index

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.

168,932 papers · 148 categories

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2 results for “TSVM”

An enhanced KNN-based twin support vector machine with stable learning rulescs.LG

Enhanced KNN-TSVM reduces noise and overfitting with stable learning rules.

problem High computational cost and overfitting in KNN-based TSVM classifiers.

method Weighted KNN with stabilizer term and LDMDBA for efficient computation.

result Effective in both classification accuracy and computational time, with up to 14x speedup.

KNN TSVM Support Vector Machine Stable Learning Classification Accuracy

2019-06-22abs ↗pdf ↗

LIBTwinSVM: A Library for Twin Support Vector Machinescs.LG

LIBTwinSVM offers a free library for efficient Twin Support Vector Machines.

problem Large-scale classification problems.

method Efficient implementation of Twin Support Vector Machines.

result Effectiveness demonstrated through benchmarks.

Twin Support Vector Machines LIBTwinSVM Large-scale classification Efficiency Open source

2020-01-27abs ↗pdf ↗