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Matlab Variational LSTM Autoencoder and Time Series Prediction for anomaly detection. Some code of my masters thesis. Download Link: https://pure.unileoben.ac.at/portal/files/6093740/AC16131071.pdf

Home Page: https://pure.unileoben.ac.at/portal/files/6093740/AC16131071.pdf

MATLAB 100.00%
anomaly-detection encoder-decoder-architecture lstm-neural-networks matlab-script time-series-prediction variational-autoencoder probability-distribution-function

matlab-lstm-vae's Introduction

Matlab-LSTM-Variational-Autoencoder-and-anomaly-detection

Matlab LSTM Variational Autoencoder do detect anomalies in time series data. This repositry contains the code used for the my masters thesis (https://online.unileoben.ac.at/mu_online/wbAbs.showThesis?pThesisNr=75598&pOrgNr=1) Download Link: https://pure.unileoben.ac.at/portal/files/6093740/AC16131071.pdf

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Table of Contents

Installation
Usage
Features
License

Installation

$ git clone https://github.com/stefanherdy/Matlab-LSTM-Variational-Autoencoder-and-anomaly-detection.git

Usage

This repository contains only some code of my masters thesis. The data and some functions of the used library are not available, because the project was a company project and therefore the publication of the data and some methods is prohibited due to copyright and legal issues. Nevertheless, I would like to share a few interesting things with the community. The main parts of this repository, that might be of interest, are the two developed models to detect anomalies in time series data. These models are the LSTM Variational Autoencoder (VAE_Outl_LSTM.m) and the LSTM time series prediction.

License

This project is licensed under the MIT License. :copyright: 2020 Stefan Herdy

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