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README.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<title>Multilinear Algebra Course</title>
<style>
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<h1 id="multilinear-algebra-course">Multilinear Algebra Course</h1>
<h2 id="available-algorithms-and-homework-implementations">Available Algorithms and Homework Implementations</h2>
<ol start="0">
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework0.m">Homework 0: Kronecker Product Run Time</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework1.m">Homework 1: Hadamard, Kronecker and Khatri-Rao Products</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework2.m">Homework 2: Khatri-Rao Product Run Time</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework3.m">Homework 3: Least-Squares Khatri-Rao Factorization (LSKRF)</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework4.m">Homework 4: Least Squares Kronecker Product Factorization (LSKronF)</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework5.m">Homework 5: Kronecker Product Singular Value Decomposition (KPSVD)</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework6.m">Homework 6: Unfolding, folding, and n-mode product</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework7.m">Homework 7: High Order Singular Value Decomposition (HOSVD)</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework8.m">Homework 8: High Order Order Orthogonal Iteration (HOOI)</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework9.m">Homework 9: Multidimensional Least-Squares Khatri-Rao Factorization
(MLS-KRF)</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework_10.m">Homework 10: Multidimensional Least-Squares Kronecker Factorization
(MLS-KronF)</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework_11.m">Homework 11: Alternating Least Squares (ALS) Algorithm</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework_12.m">Homework 12: Tensor Kronecker Product Single Value Decomposition (TKPSVD)</a></li>
<li><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/homework_13.m">Homework 13: Tensor Train Single Value Decomposition (TTSVD)</a></li>
</ol>
<h2 id="multilinear-algebra-computational-problems-full-report">Multilinear Algebra Computational Problems Full Report</h2>
<p><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/Report/manuscript.pdf">Multilinear Algebra Computational Problems Report</a></p>
<h2 id="libraries-developed-throughout-the-multilinear-algebra-course">Libraries developed throughout the Multilinear Algebra course</h2>
<p><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/MATLAB/tensor.m">Tensor Methods using Matlab</a></p>
<p><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/blob/master/Python/tensor.py">Tensor Methods using Python</a></p>
<h2 id="collection-of-computational-homeworks-for-multilinear-algebra-course">Collection of Computational Homeworks for Multilinear Algebra Course</h2>
<p><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/tree/master/Homeworks">PDF files for the proposed computational homeworks</a></p>
<h2 id="seminar-about-separable-least-mean-squares-beamforming-and-tensor-filtering">Seminar about Separable Least-Mean Squares Beamforming and Tensor Filtering</h2>
<p><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/tree/master/Seminar/codes">Seminar Codes</a></p>
<p><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/tree/master/Seminar/figs">Seminar Figures</a></p>
<p><a href="https://github.com/KennethBenicio/MSc-Multilinear-Algebra/tree/master/Seminar/manuscript.pdf">Seminar Presentation</a></p>
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