An adaptive algorithm for feature selection in pattern recognition

被引:1
|
作者
De Paz, Juan F. [1 ]
Rodriguez, Sara [1 ]
Lopez, Vivian F. [1 ]
Bajo, Javier [1 ]
机构
[1] Univ Salamanca, Dept Informat & Automat, E-37008 Salamanca, Spain
关键词
case-based reasoning; SODTNN; leukaemia classification; decision tree; problem solving; logic in artificial intelligence; distributed artificial intelligence; TREES;
D O I
10.1080/00207160.2010.484100
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
b With the most recent advances in bioinformatics, the amount of information available for analysing certain diseases has increased considerably. Specifically, the use of microarrays makes it possible to obtain information on genetic patterns. The analysis of this information requires the use of new computational models and the modification of existing models so that it becomes possible to work with such an elevated amount of data. This study will demonstrate the integration of an expression analysis in a case-based reasoning system that can apply data mining techniques to classify and obtain patterns that have been stored in a case database for leukaemia patients.
引用
下载
收藏
页码:1932 / 1940
页数:9
相关论文
共 50 条
  • [21] A MODIFIED FIGURE OF MERIT FOR FEATURE SELECTION IN PATTERN RECOGNITION
    PAUL, JE
    GOETZE, AJ
    ONEAL, JB
    IEEE TRANSACTIONS ON INFORMATION THEORY, 1970, 16 (04) : 504 - +
  • [22] APPLICATION OF DIVERGENCE TO FEATURE SELECTION IN PATTERN-RECOGNITION
    BABU, CC
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1972, SMC2 (05): : 668 - &
  • [23] Consistent feature selection for pattern recognition in polynomial time
    Nilsson, Roland
    Pena, Jose M.
    Bjorkegren, Johan
    JOURNAL OF MACHINE LEARNING RESEARCH, 2007, 8 : 589 - 612
  • [24] MATHEMATICAL METHODS OF FEATURE SELECTION IN PATTERN-RECOGNITION
    KITTLER, J
    INTERNATIONAL JOURNAL OF MAN-MACHINE STUDIES, 1975, 7 (05): : 609 - 637
  • [25] SELECTION AND ORDERING OF FEATURE OBSERVATIONS IN A PATTERN RECOGNITION SYSTEM
    CHIEN, YT
    FU, KS
    INFORMATION AND CONTROL, 1968, 12 (5-6): : 394 - &
  • [26] Genetic Algorithm Based Feature Selection In a Recognition Scheme Using Adaptive Neuro Fuzzy Techniques
    Bhattacharya, M.
    Das, A.
    INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2010, 5 (04) : 458 - 468
  • [27] Harmony Search Algorithm for Feature Selection in Face Recognition
    Kumar, Dinesh
    Shrutika
    COMPUTATIONAL INTELLIGENCE AND INFORMATION TECHNOLOGY, 2011, 250 : 554 - 559
  • [28] GENETIC ALGORITHM BASED FEATURE SELECTION FOR PARAPHRASE RECOGNITION
    Chitra, A.
    Rajkumar, Anupriya
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2013, 22 (02)
  • [29] A face recognition algorithm based on optimal feature selection
    Zhao K.
    Wang D.
    Wang Y.
    Revue d'Intelligence Artificielle, 2019, 33 (02) : 105 - 109
  • [30] Binary JAYA Algorithm with Adaptive Mutation for Feature Selection
    Mohammed A. Awadallah
    Mohammed Azmi Al-Betar
    Abdelaziz I. Hammouri
    Osama Ahmad Alomari
    Arabian Journal for Science and Engineering, 2020, 45 : 10875 - 10890