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Volumn , Issue , 2012, Pages 156-163

Exploring genetic variability in drug therapy by selecting a minimum subset of the most informative single nucleotide polymorphisms through approximation of a markov blanket in a kernel-induced space

Author keywords

drug therapy; feature selection; genetic variability; SNP

Indexed keywords

AFFYMETRIX; CLINICAL EFFICACY; DNA MICRO-ARRAY; DNA SAMPLES; DOMPERIDONE; EXPERIMENTAL EVALUATION; FEATURE SELECTION METHODS; GENETIC VARIABILITY; HIGH DIMENSIONAL DATA; MARKOV BLANKETS; MICROARRAY DATASET; MINIMUM SUBSETS; SIDE EFFECT; SINGLE-NUCLEOTIDE POLYMORPHISMS; SNP;

EID: 84864051685     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CIBCB.2012.6217225     Document Type: Conference Paper
Times cited : (3)

References (14)
  • 2
    • 0001677717 scopus 로고
    • Controlling the false discovery rate: A practical and powerful approach to multiple testing
    • H.Y.Benjamini Yoav. "Controlling the false discovery rate: a practical and powerful approach to multiple testing," Journal of the Royal Statistical Society 57 (1995) 289-300.
    • (1995) Journal of the Royal Statistical Society , vol.57 , pp. 289-300
    • Benjamini Yoav, H.Y.1
  • 6
    • 84898996215 scopus 로고    scopus 로고
    • Bayesian network induction via local neighborhoods
    • D. Margaritis, and S. Thrun, "Bayesian network induction via local neighborhoods", In NIPS 1999, 12:505-511.
    • (1999) NIPS , vol.12 , pp. 505-511
    • Margaritis, D.1    Thrun, S.2
  • 7
    • 84864048564 scopus 로고    scopus 로고
    • Markov blanket feature selection for support vector machines
    • J. Shen, L. Li and W. Wong. "Markov Blanket Feature Selection for Support Vector Machines", In AAAI, 2008.
    • (2008) AAAI
    • Shen, J.1    Li, L.2    Wong, W.3
  • 8
    • 25144492516 scopus 로고    scopus 로고
    • Efficient feature selection via analysis of relevance and redundancy
    • L. Yu and H. Liu. "Efficient Feature Selection via Analysis of Relevance and Redundancy", Journal of Machine Learning Research, 2004, 5, 1205-1224.
    • (2004) Journal of Machine Learning Research , vol.5 , pp. 1205-1224
    • Yu, L.1    Liu, H.2
  • 9
    • 33646528415 scopus 로고    scopus 로고
    • Measuring statistical dependence with Hilbert-Schmidt norms
    • A. Gretton, O. Bousquet, A. Smola, and B. Scholkopf, "Measuring statistical dependence with Hilbert-Schmidt norms" In ALT, 2005, 63-78.
    • (2005) ALT , pp. 63-78
    • Gretton, A.1    Bousquet, O.2    Smola, A.3    Scholkopf, B.4
  • 10
    • 4544371135 scopus 로고    scopus 로고
    • Dimensionality reduction for supervised learning with reproducing kernel Hilbert spaces
    • K. Fukumizu, F. R. Bach, and M. I. Jordan, "Dimensionality reduction for supervised learning with reproducing kernel Hilbert spaces", Journal of Machine Learning Research, 2004, 5, 73-99.
    • (2004) Journal of Machine Learning Research , vol.5 , pp. 73-99
    • Fukumizu, K.1    Bach, F.R.2    Jordan, M.I.3
  • 13
    • 77956046565 scopus 로고    scopus 로고
    • Feature selection by approximating the Markov Blanket in a kernel-induced space
    • Q. Lou and Z. Obradovic, "Feature selection by approximating the Markov Blanket in a kernel-induced space", Europe Conference on Artificial Intelligence, 2010, pp. 797-802.
    • (2010) Europe Conference on Artificial Intelligence , pp. 797-802
    • Lou, Q.1    Obradovic, Z.2
  • 14
    • 84864047198 scopus 로고    scopus 로고
    • Least angle regression analysis of a genome-wide genotyping study: Association with clinical efficacy and side effects of domperidone treatment for gastroparesis
    • in press
    • D. Wang, H. P. Parkman, M.R. Jacobs, A.K. Mishra, E. Krynetskiy, Z. Obradovic, "Least Angle Regression Analysis of a Genome-Wide Genotyping Study: Association with Clinical Efficacy and Side Effects of Domperidone Treatment for Gastroparesis". Journal of Biomedical Informatics, in press.
    • Journal of Biomedical Informatics
    • Wang, D.1    Parkman, H.P.2    Jacobs, M.R.3    Mishra, A.K.4    Krynetskiy, E.5    Obradovic, Z.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.