Trace Norm Regularization: Reformulations, Algorithms, and Multi-Task Learning

A Singular Value Thresholding Algorithm for Matrix Completion

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

A bag-of-words approach for Drosophila gene expression pattern annotation

(2009) Shuiwang Ji et al.   BMC BIOINFORMATICS

Exact Matrix Completion via Convex Optimization

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

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

(2009) Amir Beck et al.   SIAM Journal on Imaging Sciences

Interior-Point Method for Nuclear Norm Approximation with Application to System Identification

(2009) Zhang Liu et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Joint covariate selection and joint subspace selection for multiple classification problems

(2009) Guillaume Obozinski et al.   STATISTICS AND COMPUTING

Image retrieval

(2008) Ritendra Datta et al.   ACM COMPUTING SURVEYS

Automated annotation of Drosophila gene expression patterns using a controlled vocabulary

(2008) Shuiwang Ji et al.   BIOINFORMATICS

Mapping the gene expression universe

(2008) Eric Lécuyer et al.   CURRENT OPINION IN GENETICS & DEVELOPMENT

Block-Coordinate Gradient Descent Method for Linearly Constrained Nonsmooth Separable Optimization

(2008) P. Tseng et al.   JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

Improving maximum margin matrix factorization

(2008) Markus Weimer et al.   MACHINE LEARNING

Convex multi-task feature learning

(2008) Andreas Argyriou et al.   MACHINE LEARNING