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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.

168,657 papers · 148 categories

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0111 · Jun 202019922001200920172026
2 results for “WGCNA”
FREEtree: A Tree-based Approach for High Dimensional Longitudinal Data With Correlated Featuresstat.ML

FREEtree improves tree-based methods for correlated longitudinal data.

problem Poor performance of Random Forests in high dimensional longitudinal data with correlated features.
method FREEtree uses a piecewise random effects model and clustering with WGCNA to select features and maintain interpretability.
result FREEtree outperforms other tree-based methods in prediction and feature selection accuracy.
longitudinal datacorrelated featurestree-based methodrandom effects modelWGCNA
2020-06-17abs ↗pdf ↗
Reliable data clustering with Bayesian community detectionstat.ML

Bayesian methods detect clusters in noisy data more reliably.

problem Noisy data distorts traditional clustering methods, leading to unreliable results.
method Bayesian community detection using Minimum Description Length principle.
result Bayesian methods identify more robust clusters in noisy data.
Bayesian community detectionMinimum Description LengthStochastic Block ModelRegularized Map Equationgene co-expression
2025-10-16abs ↗pdf ↗