JOURNAL ARTICLE

Structured regularization for conditional Gaussian graphical models

Julien ChiquetTristan Mary‐HuardStéphane Robin

Year: 2016 Journal:   Statistics and Computing Vol: 27 (3)Pages: 789-804   Publisher: Springer Science+Business Media
Keywords:
Interpretability Graphical model Regularization (linguistics) Multivariate statistics Computer science Gaussian Covariance Artificial intelligence Partial least squares regression Machine learning Mathematics Algorithm Mathematical optimization Statistics

Metrics

25
Cited By
0.69
FWCI (Field Weighted Citation Impact)
54
Refs
0.76
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Metabolomics and Mass Spectrometry Studies
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Gene expression and cancer classification
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Spectroscopy and Chemometric Analyses
Physical Sciences →  Chemistry →  Analytical Chemistry

Related Documents

JOURNAL ARTICLE

Learning Dynamic Conditional Gaussian Graphical Models

Feihu HuangSongcan Chen

Journal:   IEEE Transactions on Knowledge and Data Engineering Year: 2017 Vol: 30 (4)Pages: 703-716
JOURNAL ARTICLE

Bayesian model-averaged regularization for Gaussian graphical models

Zhe Liu

Journal:   Communications in Statistics - Simulation and Computation Year: 2015 Vol: 46 (4)Pages: 3213-3223
JOURNAL ARTICLE

Joint Estimation of Multiple Conditional Gaussian Graphical Models

Feihu HuangSongcan ChenSheng-Jun Huang

Journal:   IEEE Transactions on Neural Networks and Learning Systems Year: 2017 Vol: 29 (7)Pages: 1-13
BOOK-CHAPTER

Block Structured Graph Priors in Gaussian Graphical Models

Alessandro Colombi

Springer proceedings in mathematics & statistics Year: 2022 Pages: 57-67
JOURNAL ARTICLE

Learning Block Structured Graphs in Gaussian Graphical Models

Alessandro ColombiRaffaele ArgientoLucia PaciAlessia Pini

Journal:   Journal of Computational and Graphical Statistics Year: 2023 Vol: 33 (1)Pages: 152-165
© 2026 ScienceGate Book Chapters — All rights reserved.