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Welcome to THIS tutorial page.
Here you may find some tutorials that may helpful.
Linear Combination, Affine Combination, Convex Combination, Convex Area, and Convex Function :
Link
Linear Program with Primal-Dual Concept :
Link
Matching Pursuit by Mallat and Zhang (MP) :
Link
Orthogonal Matching Pursuit (OMP) :
Link