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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.

168,786 papers · 148 categories

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0111 · Jul 201919922001200920172026
3 results for “Path-Ranking”
Guiding Graph Embeddings using Path-Ranking Methods for Error Detection innoisy Knowledge Graphscs.LG

This work proposes a hybrid method for error detection in noisy Knowledge Graphs.

problem Error detection in noisy Knowledge Graphs.
method Hybrid and modular approach combining path ranking and representation learning.
result Hybrid method outperforms individual methods on benchmarks and real-world dataset.
Knowledge GraphsError DetectionPath-RankingRepresentation LearningNoisy Data
2020-02-19abs ↗pdf ↗
Infinite Feature Selection: A Graph-based Feature Filtering Approachcs.CV

Inf-FS selects features by graph paths, ranking them for infinite feature sets.

problem Feature selection in large datasets with relevance and redundancy.
method Graph-based feature selection with infinite paths, evaluating feature subsets using matrix power series and Markov chains.
result Inf-FS outperforms other methods in various feature selection scenarios.
feature selectiongraph-basedinfinite pathsrelevanceredundancy
2020-06-15abs ↗pdf ↗