Research
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.

169,051 papers · 148 categories

Trend · papers per month

count% of corpus
0.3%0.5%0.8%0.1% · Mar 201719922001200920172026
4 results for “multi-classifier”
Multi-classifier prediction of knee osteoarthritis progression from incomplete imbalanced longitudinal datacs.LG

New model selects more promising patients for knee osteoarthritis trials.

problem Selecting patients likely to benefit from osteoarthritis treatments.
method Multi-classifier prediction from longitudinal data, cost-sensitive learning, feature selection.
result Model reduces by 20-25% the number of patients showing no progression.
osteoarthritisclinical trialsmachine learningselection criterialongitudinal data
2019-09-30abs ↗pdf ↗
ED2: Two-stage Active Learning for Error Detection -- Technical Reportcs.LG

ED2 uses active learning to detect errors with minimal labeled data.

problem Error detection requires user-defined parameters and rules, limiting user expertise.
method ED2 employs a two-stage active learning approach with multi-classifier sampling and multi-column features.
result ED2 achieves high detection accuracy with less than 1% labeled data.
active learningerror detectionsemi-supervisedclassificationmulti-classifier
2019-08-17abs ↗pdf ↗