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.

169,341 papers · 148 categories

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3 results for “Saccharomyces cerevisiae”

Semi-Supervised Prediction of Gene Regulatory Networks Using Machine Learning Algorithmscs.LG

Semi-supervised methods improve GRN prediction from gene expression data.

problem Challenging task of predicting gene regulatory networks from gene expression data.

method Semi-supervised machine learning methods using SVM and RF.

result Transductive learning approach outperformed inductive learning for both organisms.

gene regulatory networks GRNs machine learning Escherichia coli Saccharomyces cerevisiae

2016-08-11abs ↗pdf ↗

Semi-parametric Network Structure Discovery Modelscs.LG

Proposes a flexible model for discovering network structures in continuous data.

problem Discovering network structures in continuous data with uncertainty quantification.

method Integrates Gaussian process prior and random sparsity/weight matrices for network-independent and dependent parameters.

result Model outperforms previous approaches in three applications.

network structure continuous data Gaussian process sparsity variational inference

2017-02-27abs ↗pdf ↗

Enhancing the functional content of protein interaction networksq-bio.MN

Protein interaction networks are a promising type of data for studying complex biological systems. However, despite the rich information embedded in these networks, they face important data quality challenges of noise and incompleteness that adversely affect the results obtained from their analysis. Here, we explore th…

2012-10-25abs ↗pdf ↗