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.

169,341 papers · 148 categories

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2 results for “one-against-all”

A novel multiclassSVM based framework to classify lithology from well logs: a real-world applicationcs.LG

Novel multiclass SVM framework classifies lithology from well logs.

problem Classifying lithology types from well logs.

method Multiclass SVM approach using one-against-all strategy.

result Multiclass SVM outperforms other classifiers in classification accuracy.

multiclass SVM lithology classification well logs one-against-all classification accuracy

2016-12-02abs ↗pdf ↗

Logarithmic Time One-Against-Somestat.ML

New binary approach for multiclass classification scales logarithmically with classes.

problem Efficient multiclass classification for large number of classes.

method Proves a boosting theorem and translates it into an algorithm.

result Exponential speed improvements for large number of classes.

multiclass classification binary classification logarithmic time boosting theorem exponential speed

2016-06-15abs ↗pdf ↗