Abstract
Three sets of optimal leukemia class predictors (genes) were obtained by three different methods from three different authors from the same set of data. We tested these three optimal sets using back propagation neural networks (which were not used by the original authors) with three fold cross validation and leave one out cross validation. We found that the predictor sets performed less well with the neural networks than with the original methods though not in all cases. We discuss this result and suggest methods to use in order to possibly take advantage of this finding.
Keywords: Leukemia, Classification, Neural networks, Cancer, Microarrays, Genes
Current Analytical Chemistry
Title: Gene Expression (Microarray) Data Analysis by Chemometric Methods
Volume: 3 Issue: 3
Author(s): David X. Zhu, Richard J. Goeke, David L. Baker, James H. Hamburg, David E. Booth and Stephane E. Booth
Affiliation:
Keywords: Leukemia, Classification, Neural networks, Cancer, Microarrays, Genes
Abstract: Three sets of optimal leukemia class predictors (genes) were obtained by three different methods from three different authors from the same set of data. We tested these three optimal sets using back propagation neural networks (which were not used by the original authors) with three fold cross validation and leave one out cross validation. We found that the predictor sets performed less well with the neural networks than with the original methods though not in all cases. We discuss this result and suggest methods to use in order to possibly take advantage of this finding.
Export Options
About this article
Cite this article as:
David X. Zhu , Richard J. Goeke , David L. Baker , James H. Hamburg , David E. Booth and Stephane E. Booth , Gene Expression (Microarray) Data Analysis by Chemometric Methods, Current Analytical Chemistry 2007; 3 (3) . https://dx.doi.org/10.2174/157341107781023802
DOI https://dx.doi.org/10.2174/157341107781023802 |
Print ISSN 1573-4110 |
Publisher Name Bentham Science Publisher |
Online ISSN 1875-6727 |
- Author Guidelines
- Graphical Abstracts
- Fabricating and Stating False Information
- Research Misconduct
- Post Publication Discussions and Corrections
- Publishing Ethics and Rectitude
- Increase Visibility of Your Article
- Archiving Policies
- Peer Review Workflow
- Order Your Article Before Print
- Promote Your Article
- Manuscript Transfer Facility
- Editorial Policies
- Allegations from Whistleblowers
- Announcements