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Neural Networks

Forecasting the Financial Times Stock Exchange 100 Index using Neural Networks

Install / Use

npx skills add raymcbride/neural-networks

Installs into whichever agent you are using.

About this skill

Quality Score

0/100

Supported Platforms

Universal

README

neural-networks

This project focuses on the ability of the Multilayer Perceptron, the Time Delay Neural Network and the Recurrent Neural Network at forecasting end of day closing price of the FTSE 100 Index.

Build Status

Requirements

  • Java
  • Java API for XML Processing (JAXP)
  • Maven

Quickstart

Install the project:

mvn clean install

Run the project:

mvn exec:java

The source code for this project is available here:

  • BiasNeuron.java
  • ContextNeuron.java
  • ContextSynapse.java
  • DataProcessor.java
  • HiddenNeuron.java
  • InputNeuron.java
  • MLP.java
  • Network.java
  • Neuron.java
  • OutputFile.java
  • OutputNeuron.java
  • RNN.java
  • Synapse.java
  • TDNN.java
  • Test.java
  • XMLParser.java

Documentation

There are several other additional files also included. These are:

  • The Javadoc
  • The data files Train500.xml, Test100.xml, Validate100.xml and Forecast5.xml
  • The project schema and XSL stylesheet
  • An ant build.xml
  • A maven pom.xml

Further Reading

Project Report

Related Skills

View on GitHub
GitHub Stars7
CategoryDevelopment
Updated3y ago
Forks6

Languages

Java

Security Score

55/100

Audited on May 31, 2023

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