https://github.com/sondosaabed/predicting-diabetes-with-decision-trees

The project was built using maven project utilized WEKA in building the decision tree model and JavaFX in building GUI
https://github.com/sondosaabed/predicting-diabetes-with-decision-trees

artificial-intelligence-courses decision-trees diabetes-prediction java javafx maven maven-pom weka-library

Last synced: about 2 months ago
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The project was built using maven project utilized WEKA in building the decision tree model and JavaFX in building GUI

• Host: GitHub
• URL: https://github.com/sondosaabed/predicting-diabetes-with-decision-trees
• Owner: sondosaabed
• License: apache-2.0
• Created: 2023-07-12T00:32:34.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-12-21T22:29:09.000Z (about 1 year ago)
• Last Synced: 2023-12-22T00:56:04.955Z (about 1 year ago)
• Topics: artificial-intelligence-courses, decision-trees, diabetes-prediction, java, javafx, maven, maven-pom, weka-library
• Language: Java
• Homepage:
• Size: 1.19 MB
• Stars: 6
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Predicting Diabetes with Decision Trees

- using Java, JavaFX and WEKA

A (diabetes risk of having) prediction model was built on this project. With the motive of assisting in the early diagnosis of diabetes in Palestinian healthcare. The project was built using maven project utilized WEKA in building the decision tree model and JavaFX in building GUI. To select the better performing model two splitting rules were performed and model 2 the one that uses the 50:50 splitting rule was found to be better and was selected to predict diabetes.

## to run this project:

- Check the POM.xml file

- https://mvnrepository.com/artifact/nz.ac.waikato.cms.weka/weka-stable/3.8.6

- https://mvnrepository.com/artifact/org.openjfx/javafx-controls/21-ea+24

- https://mvnrepository.com/artifact/org.openjfx/javafx-base/21-ea+24

- https://mvnrepository.com/artifact/org.openjfx/javafx-graphics

## Screenshots of the app:

  

     The Form of Diabetes

    Home Scene:

  

  

    

    

  

  

    Numeric Summary Table

    Percentages of the positive and Negative:

  

  

  

    

    

  

  

  

     Numeric Summary Table 

  

  

         

  

## Answers of the form: