About this repository

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This repository provides the MATLAB codes of the implementations for the PARAFAC Decomposition.</br> The algorithms proposed by Mr. Ming Shi will be placed in the corresponding subfolders, along with the original paper and maybe errata. </br> All other algorithms and toolboxes will be placed in the 'dependency' subfolder. </br> All test codes will be placed in the 'tests' subfolder.</br> All codes have been tested in MATLAB R2015b.

How to use

Run 'install.m' in MATLAB. All codes will work properly after installation.

Citations

The codes and papers provided in thie repository are part of Mr. Shi's work toward his PhD degree. </br> If any of these codes or papers is helpful to your work, please cite the following papers. </br>

ALS-MPPM

<pre><code> @inproceedings{shi2017convergence, title={Convergence acceleration of alternating least squares with a matrix polynomial predictive model for PARAFAC decomposition of a tensor}, author={Shi, Ming and Zhang, JianQiu and Hu, Bo and Wang, Bin and Lu, Qiyong}, booktitle={Signal Processing Conference (EUSIPCO), 2017 25th European}, pages={1115--1119}, year={2017}, organization={IEEE} } </code></pre>

License

<pre><code> Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. </code></pre>

Copyright (C) 2017 Ming Shi </br> Copyright (C) 2017 EMI Lab, Dept. of E.E., Fudan University </br>

Contact information

If you have any questions about the codes or the papers, please send email to mingshi13@fudan.edu.cn. </br> For your convenience, please use a business mailbox or gmail. Mails from other free mailboxes (e.g. 163.com, qq.com, ...) may be classified as trash or spam.

History

2017.12.14 The codes of the ALS-MPPM algorithm and its test codes are uploaded. 2017.12.15 Copyright update.