Structured Matrix Completion with Applications to Genomic Data Integration

Cancer statistics, 2013

(2013) Rebecca Siegel et al.   CA-A CANCER JOURNAL FOR CLINICIANS

Von Neumann entropy penalization and low-rank matrix estimation

(2012) Vladimir Koltchinskii   ANNALS OF STATISTICS

Genotype imputation via matrix completion

(2012) E. C. Chi et al.   GENOME RESEARCH

Estimation of high-dimensional low-rank matrices

(2011) Angelika Rohde et al.   ANNALS OF STATISTICS

Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion

(2011) Vladimir Koltchinskii et al.   ANNALS OF STATISTICS

Tight Oracle Inequalities for Low-Rank Matrix Recovery From a Minimal Number of Noisy Random Measurements

(2011) Emmanuel J Candès et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Recovering Low-Rank Matrices From Few Coefficients in Any Basis

(2011) David Gross   IEEE TRANSACTIONS ON INFORMATION THEORY

Integrated genomic analyses of ovarian carcinoma

(2011) D. Bell et al.   NATURE

The Power of Convex Relaxation: Near-Optimal Matrix Completion

(2010) Emmanuel J. Candes et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Spectral norm of products of random and deterministic matrices

(2010) Roman Vershynin   PROBABILITY THEORY AND RELATED FIELDS

Uniqueness of Low-Rank Matrix Completion by Rigidity Theory

(2010) Amit Singer et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

A Singular Value Thresholding Algorithm for Matrix Completion

(2010) Jian-Feng Cai et al.   SIAM JOURNAL ON OPTIMIZATION

A Unified Approach to Genotype Imputation and Haplotype-Phase Inference for Large Data Sets of Trios and Unrelated Individuals

(2009) Brian L. Browning et al.   AMERICAN JOURNAL OF HUMAN GENETICS

Matrix Factorization Techniques for Recommender Systems

(2009) Yehuda Koren et al.   COMPUTER

Exact Matrix Completion via Convex Optimization

(2009) Emmanuel J. Candès et al.   FOUNDATIONS OF COMPUTATIONAL MATHEMATICS

A prognostic gene expression index in ovarian cancer-validation across different independent data sets

(2009) Carsten Denkert et al.   JOURNAL OF PATHOLOGY

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

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

Convex multi-task feature learning

(2008) Andreas Argyriou et al.   MACHINE LEARNING