Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1109/FGCN.2008.226guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Diabetes Data Analysis and Prediction Model Discovery Using RapidMiner

Published: 13 December 2008 Publication History

Abstract

Data mining techniques have been extensively applied in bioinformatics to analyze biomedical data. In this paper, we choose the Rapid-I’s RapidMiner as our tool to analyze a Pima Indians Diabetes Data Set, which collects the information of patients with and without developing diabetes. The discussion follows the data mining process. The focus will be on the data preprocessing, including attribute identification and selection, outlier removal, data normalization and numerical discretization, visual data analysis, hidden relationships discovery, and a diabetes prediction model construction.

Cited By

View all
  • (2024)Usability and Adoption of Graphical Tools for Data-Driven DevelopmentProceedings of Mensch und Computer 202410.1145/3670653.3670658(231-241)Online publication date: 1-Sep-2024
  • (2022)Tooling for Developing Data-Driven Applications: Overview and OutlookProceedings of Mensch und Computer 202210.1145/3543758.3543779(66-77)Online publication date: 4-Sep-2022
  • (2021)An Enhanced Machine Learning Framework for Type 2 Diabetes Classification Using Imbalanced Data with Missing ValuesComplexity10.1155/2021/99533142021Online publication date: 1-Jan-2021
  • Show More Cited By
  1. Diabetes Data Analysis and Prediction Model Discovery Using RapidMiner

    Recommendations

    Comments

    Information & Contributors

    Information

    Published In

    cover image Guide Proceedings
    FGCN '08: Proceedings of the 2008 Second International Conference on Future Generation Communication and Networking - Volume 03
    December 2008
    103 pages
    ISBN:9780769534312

    Publisher

    IEEE Computer Society

    United States

    Publication History

    Published: 13 December 2008

    Author Tags

    1. Data mining
    2. decision tree
    3. diabetes data
    4. prediction modeling

    Qualifiers

    • Article

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)0
    • Downloads (Last 6 weeks)0
    Reflects downloads up to 16 Jan 2025

    Other Metrics

    Citations

    Cited By

    View all
    • (2024)Usability and Adoption of Graphical Tools for Data-Driven DevelopmentProceedings of Mensch und Computer 202410.1145/3670653.3670658(231-241)Online publication date: 1-Sep-2024
    • (2022)Tooling for Developing Data-Driven Applications: Overview and OutlookProceedings of Mensch und Computer 202210.1145/3543758.3543779(66-77)Online publication date: 4-Sep-2022
    • (2021)An Enhanced Machine Learning Framework for Type 2 Diabetes Classification Using Imbalanced Data with Missing ValuesComplexity10.1155/2021/99533142021Online publication date: 1-Jan-2021
    • (2020)Type II Diabetes Analysis using Naïve Bayesian Classification AlgorithmProceedings of the 2020 International Conference on Internet Computing for Science and Engineering10.1145/3424311.3424327(35-39)Online publication date: 14-Jan-2020
    • (2020)Depth insight for data scientist with RapidMiner « an innovative tool for AI and big data towards medical applications»Proceedings of the 2nd International Conference on Digital Tools & Uses Congress10.1145/3423603.3424059(1-6)Online publication date: 15-Oct-2020
    • (2017)Cuckoo Search Optimized Reduction and Fuzzy Logic Classifier for Heart Disease and Diabetes PredictionInternational Journal of Fuzzy System Applications10.4018/IJFSA.20170401026:2(25-42)Online publication date: 1-Apr-2017
    • (2011)Study of diabetes mellitus (DM) with ophthalmic complication using association rules of data mining techniqueProceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I10.5555/2041845.2041903(527-536)Online publication date: 21-Sep-2011

    View Options

    View options

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media