English  |  正體中文  |  简体中文  |  Post-Print筆數 : 27 |  Items with full text/Total items : 110940/141868 (78%)
Visitors : 47595030      Online Users : 943
RC Version 6.0 © Powered By DSPACE, MIT. Enhanced by NTU Library IR team.
Scope Tips:
  • please add "double quotation mark" for query phrases to get precise results
  • please goto advance search for comprehansive author search
  • Adv. Search
    HomeLoginUploadHelpAboutAdminister Goto mobile version
    政大機構典藏 > 資訊學院 > 資訊科學系 > 會議論文 >  Item 140.119/133775
    Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/133775

    Title: Predicting Neurodegenerative Diseases Using a Novel Blood Biomarkers-based Model by Machine Learning
    Authors: 邱淑怡
    Chiu, Shu-i
    Lin, Chin-Hsien
    Lim, Wee Shin
    Chiu, Ming-Jang
    Contributors: 資科系
    Keywords: Linear discriminant analysis;Classification;Multivariate imputation by chained equations;Neurodegenerative disease;Biomarkers
    Date: 2019-11
    Issue Date: 2021-01-26 15:16:20 (UTC+8)
    Abstract: This paper presents machine learning based framework to the analysis and modeling of several neurodegenerative diseases by using features from blood-based biomarkers. The proposed approaches can be employed for early detection of Alzheimer`s disease (AD) or Parkinson`s disease (PD). In particular, we applied LDA (linear discriminant analysis) for visualizing the dataset as 2D or 3D scatter plots. Moreover, we constructed various classifiers for several different tasks of classification, and explore the accuracy of these classifiers. Based on our experiments, random forests are in general a very good choice of these tasks considering both the computing time (during modeling and prediction) and the accuracy.
    Relation: International Conference on Technologies and Applications of Artificial Intelligence, Taiwan, pp.1-6
    Data Type: conference
    DOI 連結: http://doi.org/10.1109/TAAI48200.2019.8959854
    DOI: 10.1109/TAAI48200.2019.8959854
    Appears in Collections:[資訊科學系] 會議論文

    Files in This Item:

    File Description SizeFormat
    239.pdf316KbAdobe PDF2170View/Open

    All items in 政大典藏 are protected by copyright, with all rights reserved.

    社群 sharing

    著作權政策宣告 Copyright Announcement
    The digital content of this website is part of National Chengchi University Institutional Repository. It provides free access to academic research and public education for non-commercial use. Please utilize it in a proper and reasonable manner and respect the rights of copyright owners. For commercial use, please obtain authorization from the copyright owner in advance.

    NCCU Institutional Repository is made to protect the interests of copyright owners. If you believe that any material on the website infringes copyright, please contact our staff(nccur@nccu.edu.tw). We will remove the work from the repository and investigate your claim.
    DSpace Software Copyright © 2002-2004  MIT &  Hewlett-Packard  /   Enhanced by   NTU Library IR team Copyright ©   - Feedback