Efficient regularized isotonic regression with application to gene-gene interaction search

DOI10.1214/11-AOAS504zbMath1235.62046arXiv1102.5496OpenAlexW2065822237MaRDI QIDQ2428745

Moni Shahar, Saharon Rosset, Ronny Luss

Publication date: 20 April 2012

Published in: The Annals of Applied Statistics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1102.5496

zbMATH Keywords

partitioningnonparametric regressionmultivariate isotonic regressionregularization path

Mathematics Subject Classification ID

Computational methods for problems pertaining to statistics (62-08) Nonparametric regression and quantile regression (62G08) Applications of statistics to biology and medical sciences; meta analysis (62P10) Nonparametric estimation (62G05) Biochemistry, molecular biology (92C40)

Related Items

Active-set algorithm-based statistical inference for shape-restricted generalized additive Cox regression models ⋮ Berry-Esseen bounds for Chernoff-type nonstandard asymptotics in isotonic regression ⋮ Combining predictive distributions ⋮ Isotonic regression for metallic microstructure data: estimation and testing under order restrictions ⋮ Editorial: Special issue on ``Nonparametric inference under shape constraints ⋮ Nonparametric shape-restricted regression ⋮ On Degrees of Freedom of Projection Estimators With Applications to Multivariate Nonparametric Regression ⋮ Additive monotone regression in high and lower dimensions ⋮ Online Linear Optimization for Job Scheduling Under Precedence Constraints ⋮ Semiparametric mixture of regression models under unimodal error distribution ⋮ Isotonic regression in general dimensions ⋮ Correction: Efficient regularized isotonic regression with application to gene-gene interaction search

Uses Software

• UCI-ml
• ElemStatLearn
• isotone

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