sparse-plex
About Sparse-Plex
Getting Started
Demos
Sparse Signal Models
Compressive Sensing
Data Analysis
Data Clustering
Pursuit Algorithms
Prelude to greedy pursuit algorithms
Matching Pursuit
Orthogonal Matching Pursuit
The OMP Algorithm
Exact recovery conditions
Sparse approximation conditions
Fast Implementation of OMP
Batch OMP
Orthogonal least squares
Compressive sampling matching pursuit
Iterative hard thresholding
Hard thresholding pursuit
Framework for study of performance of pursuit algorithms
Subspace Clustering
Dictionary Learning
Set Theory
Linear Algebra
Matrix Algebra
Real Analysis
Convex Analysis
Probability and Random Variables
Geometry
Numerical Optimization
Digital Signal Processing
Wavelets
Detection, Classification and Estimation
ECG
Computational Complexity
Library Classes
Exercises
Scripts
References
Index
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sparse-plex
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Pursuit Algorithms
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Orthogonal Matching Pursuit
Orthogonal Matching Pursuit
ΒΆ
The OMP Algorithm
Hands-on with Orthogonal Matching Pursuit
Exact recovery conditions
Babel function estimates
Sparse approximation conditions
Fast Implementation of OMP
A Simple Example
Benchmarks
Batch OMP
Least Squares in OMP using Cholesky Update
Removing residuals from the computation
The Batch OMP Algorithm
Fast Batch OMP Implementation
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