Direct estimation of differential networks

The joint graphical lasso for inverse covariance estimation across multiple classes

(2013) Patrick Danaher et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Resistance to platinum-based chemotherapy is associated with epithelial to mesenchymal transition in epithelial ovarian cancer

(2012) Sergio Marchini et al.   EUROPEAN JOURNAL OF CANCER

A Direct Estimation Approach to Sparse Linear Discriminant Analysis

(2012) Tony Cai et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A Small Molecule SMAC Mimic LBW242 Potentiates TRAIL- and Anticancer Drug-Mediated Cell Death of Ovarian Cancer Cells

(2012) Eleonora Petrucci et al.   PLoS One

Joint estimation of multiple graphical models

(2011) J. Guo et al.   BIOMETRIKA

Networks for systems biology: conceptual connection of data and function

(2011) F. Emmert-Streib et al.   IET Systems Biology

A Constrainedℓ1Minimization Approach to Sparse Precision Matrix Estimation

(2011) Tony Cai et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

KEGG for integration and interpretation of large-scale molecular data sets

(2011) M. Kanehisa et al.   NUCLEIC ACIDS RESEARCH

Stable Recovery of Sparse Signals and an Oracle Inequality

(2010) Tony Tony Cai et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Network medicine: a network-based approach to human disease

(2010) Albert-László Barabási et al.   NATURE REVIEWS GENETICS

Inferring multiple graphical structures

(2010) Julien Chiquet et al.   STATISTICS AND COMPUTING

From ‘differential expression’ to ‘differential networking’ – identification of dysfunctional regulatory networks in diseases

(2010) Alberto de la Fuente   TRENDS IN GENETICS

Estimating high-dimensional intervention effects from observational data

(2009) Marloes H. Maathuis et al.   ANNALS OF STATISTICS

A group bridge approach for variable selection

(2009) J. Huang et al.   BIOMETRIKA

Hierarchically penalized Cox regression with grouped variables

(2009) S. Wang et al.   BIOMETRIKA

On Recovery of Sparse Signals Via $\ell _{1}$ Minimization

(2009) T. Tony Cai et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Shifting Inequality and Recovery of Sparse Signals

(2009) T.T. Cai et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

A Differential Wiring Analysis of Expression Data Correctly Identifies the Gene Containing the Causal Mutation

(2009) Nicholas J. Hudson et al.   PLoS Computational Biology

Novel Molecular Subtypes of Serous and Endometrioid Ovarian Cancer Linked to Clinical Outcome

(2008) R. W. Tothill et al.   CLINICAL CANCER RESEARCH

Sup-norm convergence rate and sign concentration property of Lasso and Dantzig estimators

(2008) Karim Lounici   Electronic Journal of Statistics