Matrix Factorization and Clustering

• SVD and LSI

• pLSI

• NMF paper1, paper2, paper3

• Spectral clustering

• Graph clustering

• Probabilistic co-clustering

• Graph NMF

• Group NMF

• Group NMF

• Bregman NMF

Structured Sparsity Learning

• Survey book

• Lasso and group Lasso

• Fused Lasso

• CAP

• Tree lasso

• Sparse group lasso

• Graphical Lasso: paper1, paper2

• Lasso and Glasso

• Stability selection, CPSS

• Group Lasso for multi-task learning

• Tree Lasso for multi-task learning

Functional Neuroanatomy

• The Brain: An Introduction to Functional Neuroanatomy