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.

169,181 papers · 148 categories

Trend · papers per month

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3 results for “Mclust”

Vertex nomination: The canonical sampling and the extended spectral nomination schemesstat.ML

New schemes improve vertex nomination in stochastic block models.

problem Ordering vertices with unknown labels in a network.

method Canonical sampling and extended spectral nomination schemes.

result Improved precision and scalability of vertex nomination schemes.

vertex nomination Markov chain Monte Carlo spectral partitioning Mclust stochastic block model

2018-02-14abs ↗pdf ↗

AutoGMM: Automatic Gaussian Mixture Modeling in Pythoncs.LG

AutoGMM automates Gaussian mixture modeling in Python.

problem Automatic clustering of complex data with uncertainty-aware grouping.

method Strategic initialization using an agglomerative Mahalanobis heuristic, parallelized model selection by information criteria.

result Strong out-of-the-box performance on classic benchmarks and real datasets.

Gaussian mixture models automatic clustering Python Bayesian Information Criterion Mahalanobis heuristic

2019-09-06abs ↗pdf ↗

latrend: A Framework for Clustering Longitudinal Datacs.LG

latrend simplifies longitudinal clustering for numeric measurements.

problem Clustering of longitudinal data to identify common trends over time.

method Unified framework for applying various clustering methods.

result Facilitates comparison and rapid prototyping of new methods.

longitudinal data clustering numeric measurements therapy adherence sleep apnea

2024-02-22abs ↗pdf ↗