Repository logo
  • Log In
    New user? Click here to register.Have you forgotten your password?
University College Dublin
  • Colleges & Schools
  • Statistics
  • All of DSpace
  • Log In
    New user? Click here to register.Have you forgotten your password?
  1. Home
  2. Institutes and Centres
  3. Insight Centre for Data Analytics
  4. Insight Research Collection
  5. Prediction of NB-UVB phototherapy treatment response of psoriasis patients using data mining
 
  • Details
Options

Prediction of NB-UVB phototherapy treatment response of psoriasis patients using data mining

File(s)
FileDescriptionSizeFormat
Download insight_publication.pdf215.13 KB
Author(s)
Mohamed, Sharifa 
Huang, Bingquan 
Kechadi, Tahar 
Uri
http://hdl.handle.net/10197/9112
Date Issued
16 December 2017
Date Available
14T15:34:15Z December 2017
Abstract
NB-UVB Phototherapy is one of the most commontreatments administrated by dermatologists for psoriasis patients.Although in general, the treatment results in improving thecondition, it also can worsen it. If a model can predict thetreatment response before hand, the dermatologists can adjustthe treatment accordingly. In this paper, we use data miningtechniques and conduct four experiments. The best performanceof all four experiments was obtained by the stacked classifiermade of hyper parameter tuned Random Forest, kSVM and ANNbase learners, learned using L1-Regularized Logistic Regressionsuper learner.
Sponsorship
Science Foundation Ireland
Other Sponsorship
Insight Research Centre
Type of Material
Conference Publication
Publisher
IEEE
Copyright (Published Version)
2017 IEEE
Keywords
  • Machine learning

  • Statistics

Web versions
https://muii.missouri.edu/bibm2017/
Language
English
Status of Item
Peer reviewed
Part of
Hu, X. et al. Proceedings: 2017 IEEE International Conference on Bioinformatics and Biomedicine: Nov 13-16, 2017, Kansa City, MO, USA
Description
IEEE International Conference on Bioinformatics and Biomedicine, (BIBM-BHI 2017), Kansas, MO, USA, November 13-16, 2017
This item is made available under a Creative Commons License
https://creativecommons.org/licenses/by-nc-nd/3.0/ie/
Owning collection
Insight Research Collection
Views
985
Last Week
1
Last Month
2
Acquisition Date
Feb 6, 2023
View Details
Downloads
319
Last Week
6
Last Month
24
Acquisition Date
Feb 6, 2023
View Details
google-scholar
University College Dublin Research Repository UCD
The Library, University College Dublin, Belfield, Dublin 4
Phone: +353 (0)1 716 7583
Fax: +353 (0)1 283 7667
Email: mailto:research.repository@ucd.ie
Guide: http://libguides.ucd.ie/rru

Built with DSpace-CRIS software - Extension maintained and optimized by 4Science

  • Cookie settings
  • Privacy policy
  • End User Agreement