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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.

168,742 papers · 148 categories

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0111 · May 201019922001200920172026
4 results for Rank-SVM

We propose a novel non-parametric adaptive anomaly detection algorithm for high dimensional data based on rank-SVM. Data points are first ranked based on scores derived from nearest neighbor graphs on n-point nominal data. We then train a rank-SVM using this ranked data. A test-point is declared as an anomaly at alpha-…

2014-05-02abs ↗pdf ↗

A new multi-label classification model combining SVM and BR with low-rank learning.

problem Class imbalance and label correlation issues in multi-label classification.
method Joint Ranking SVM and Binary Relevance with robust Low-rank learning (RBRL).
result RBRL outperforms state-of-the-art methods in multi-label classification.

We introduce an efficient method for training the linear ranking support vector machine. The method combines cutting plane optimization with red-black tree based approach to subgradient calculations, and has O(m*s+m*log(m)) time complexity, where m is the number of training examples, and s the average number of non-zer…

2010-05-06abs ↗pdf ↗