Contents
1 Introduction
2 Installation
3 Dictionary Learning and Matrix Factorization Toolbox
3.1 Function spams.trainDL
3.2 Function spams.trainDL_Memory
3.3 Function spams.structTrainDL
3.4 Function nmf
3.5 Function nnsc
3.6 Function spams.archetypalAnalysis
4 Sparse Decomposition Toolbox
4.1 Function spams.omp
4.2 Function spams.ompMask
4.3 Function mexRidgeRegression
4.4 Function spams.lasso
4.5 Function spams.lassoWeighted
4.6 Function spams.lassoMask
4.7 Function spams.cd
4.8 Function spams.somp
4.9 Function spams.l1L2BCD
4.10 Function spams.sparseProject
4.11 Function spams.decompSimplex
5 Proximal Toolbox
5.1 Regularization Functions
5.2 Function spams.proximalFlat
5.3 Function spams.proximalTree
5.4 Function spams.proximalGraph
5.5 Function spams.proximalPathCoding
5.6 Function spams.evalPathCoding
5.7 Problems Addressed
5.7.1 Regression Problems with the Square Loss
5.7.2 Classification Problems with the Logistic Loss
5.7.3 Multi-class Classification Problems with the Softmax Loss
5.7.4 Multi-task Regression Problems with the Square Loss
5.7.5 Multi-task Classification Problems with the Logistic Loss
5.7.6 Multi-task and Multi-class Classification Problems with the Softmax Loss
5.8 Function spams.fistaFlat
5.9 Function spams.fistaTree
5.10 Function spams.fistaGraph
5.11 Function spams.fistaPathCoding
5.12 Function solverPoisson
5.13 Function mexIncrementalProx
5.14 Function mexStochasticProx
6 A few Functions for manipulating images
6.1 Function mexExtractPatches
6.2 Function mexCombinePatches
6.3 Function mexConvFistaFlat
7 Miscellaneous Functions
7.1 Function spams.conjGrad
7.2 Function spams.bayer
7.3 Function spams.calcAAt
7.4 Function spams.calcXAt
7.5 Function spams.calcXY
7.6 Function spams.calcXYt
7.7 Function spams.calcXtY
7.8 Function spams.invSym
7.9 Function spams.normalize
7.10 Function spams.sort
7.11 Function displayPatches
7.12 Function spams.countPathsDAG
7.13 Function spams.removeCyclesGraph
7.14 Function spams.countConnexComponents
7.15 Function spams.graphOfGroupStruct
7.16 Function spams.groupStructOfString
7.17 Function spams.readGroupStruct
7.18 Function spams.treeOfGroupStruct
7.19 Function spams.simpleGroupTree
A Duality Gaps with Fenchel Duality
A.0.1 Duality Gaps without Intercepts
A.0.2 Duality Gaps with Intercepts