Strangeness minimisation feature selection with confidence machines

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4224 LNCS, Issue , 2006, Pages 978-985

  Bellotti, Tony ^a   Luo, Zhiyuan ^a   Gammerman, Alex ^a  

^a UNIVERSITY OF LONDON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; CLASSIFICATION (OF INFORMATION); INFORMATION RETRIEVAL; OPTIMIZATION; PROBLEM SOLVING;

CONFIDENCE LEVELS; CONFIDENCE MACHINES (CM); FEATURE SELECTION METHOD;

FEATURE EXTRACTION;

EID: 33750547083     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11875581_117     Document Type: Conference Paper

References (12)

1. Christophe Ambroise and Geoffrey J. McLachlan. Selection bias in gene extraction on the basis of microarray gene-expression data. In Proceedings of the National Academy of Sciences of the USA, volume 99, pages 6562-6566, May 2002.
2. T. Bellotti, Z. Luo, A. Gammerman, F.W. van Delft, and V. Saha. Qualified predictions for microarray and proteomics pattern diagnostics with confidence machines. International Journal of Neural Systems, 15(4):247-258, 2005.
3. Alex Gammerman and Volodya Vovk. Prediction algorithms and confidence measures based on algorithmic randomness theory. Theoretical Computer Science, 287:209-217, 2002.
4. Isabelle Guyon, Jason Weston, Stephen Barnhill, and Vladimir Vapnik. Gene selection for cancer classification using support vector machines. Machine Learning, 46:389-422, 2002.
5. Zhiyuan Luo, Tony Bellotti, and Alex Gammerman. Qualified predictions for proteomics pattern diagnostics with confidence machines. In Intelligent Data Engineering and Automated Learning - IDEAL 2004 (LNCS 3177), pages 46-51. Springer, 2004.
6. Mary E. Ross, Rami Mahfouz, Mihaela Onciu, Hsi-Che Liu, Xiaodong Zhou, Guangchun Song, Sheila A. Shurtleff, Stanley Pounds, Cheng Cheng, Jing Ma, Raul C. Ribeiro, Jeffrey E. Rubnitz, Kevin Girtman, W. Kent Williams, Susana C. Raimondi, Der-Cherng Liang, Lee-Yung Shih, Ching-Hon Pui, and James R. Downing. Gene expression profiling of pediatric acute myelogenous leukemia. Blood, 104(12):3679-3687, 2004.
7. Mary E. Ross, Xiaodong Zhou, Guangchun Song, Sheila A. Shurtleff, Kevin Girtman, W. Kent Williams, Hsi-Che Liu, Rami Mahfouz, Susana C. Raimondi, Noel Lenny, Anami Patel, and James R. Downing. Classification of pediatric acute lymphoblastic leukemia by gene expression profiling. Blood, 102:2951-2959, 2003.
8. Robert Tibshirani, Trevor Hastie, Balasubramanian Narasimhan, and Gilbert Chu. Diagnosis of multiple cancer types by shrunken centroids of gene expression. Proceedings of the National Association of Science (USA), 99(10):6567-6572, May 2002.
9. Virginia Goss Tusher, Robert Tibshirani, and Gilbert Chu. Significant analysis of microarrays applied to the ionizing radiation response. In Proceedings of the National Academy of Sciences of the USA, volume 98, pages 5116-5121, 2001.
10. F.W. van Delft, T. Bellotti, M. Hubank, T. Chaplin, N. Patel, M. Adamaki, D. Fletcher, I. Hann, L. Jones, A. Gammerman, and V. Saha. Hierarchical clustering analysis of gene expression profiles accurately identifies subtypes of acute childhood leukaemia. British Journal of Cancer, 88:54-54, 2003.
11. Vladimir Vovk. On-line confidence machines are well-calibrated. In Proceedings of the 43rd Annual Symposium on Foundations of Computer Science, pages 187-196. IEEE Computing, 2002.
12. Eng-Juh Yeoh, Mary E. Ross, Sheila A. Shurtleff, W. Kent Williams, Divyen Patel, Rami Mahfouza, Fred G. Behm, Susana C. Raimondi, Mary V. Relling, Anami Patel, Cheng Cheng, Dario Campana, Dawn Wilkins, Xiaodong Zhou, Jinyan Li, Huiqing Liu, Ching-Hon Pui, William E. Evans, Clayton Naeve, Limsoon Wong, and James R. Downing. Classification, subtype discovery, and prediction of outcome in pedriatric acute lymphoblastic leukemia by gene expression profiling. Cancer Cell, 1:133-143, March 2002.