메뉴 건너뛰기




Volumn , Issue , 2009, Pages 349-354

Neural network ensembles based on artificial training examples

Author keywords

Ada Boost; Artificial training example; Bagging; Diversity; Generalization; Negative correlation learning; Neural network ensemble

Indexed keywords

ARTIFICIAL TRAINING; BENCHMARK CLASSIFICATION; COMPONENT NETWORKS; DATA SAMPLING; ENSEMBLE CONSTRUCTION; ENSEMBLE METHODS; GENERALIZATION PERFORMANCE; INDIVIDUAL NETWORK; NEGATIVE CORRELATION LEARNING; NEURAL NETWORK ENSEMBLES; SINGLE NETWORKS; TRAINING SETS;

EID: 77749283394     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCIT.2009.5407262     Document Type: Conference Paper
Times cited : (2)

References (13)
  • 1
    • 10444221886 scopus 로고    scopus 로고
    • Diversity Creation Methods: A Survey and Categorization
    • G. Brown, J. Wyatt, R. Harris, and X. Yao, "Diversity Creation Methods: A Survey and Categorization," Information Fusion, vol. 6, 2005, pp. 99-111.
    • (2005) Information Fusion , vol.6 , pp. 99-111
    • Brown, G.1    Wyatt, J.2    Harris, R.3    Yao, X.4
  • 3
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman, "Bagging predictors," Machine Learning, vol. 24, 1996, pp. 23-140.
    • (1996) Machine Learning , vol.24 , pp. 23-140
    • Breiman, L.1
  • 5
    • 10444259853 scopus 로고    scopus 로고
    • Creating diversity in ensembles using artificial data
    • P. Melville and R. J. Mooney, "Creating diversity in ensembles using artificial data," Information Fusion, vol. 6, 2005, pp. 99-111.
    • (2005) Information Fusion , vol.6 , pp. 99-111
    • Melville, P.1    Mooney, R.J.2
  • 6
    • 0033485370 scopus 로고    scopus 로고
    • Ensemble learning via negative correlation
    • Y. Liu and X. Yao, "Ensemble learning via negative correlation," Neural Networks, vol. 12, 1999, pp. 1399-1404.
    • (1999) Neural Networks , vol.12 , pp. 1399-1404
    • Liu, Y.1    Yao, X.2
  • 7
    • 0033280266 scopus 로고    scopus 로고
    • Simultaneous Training of Negatively Correlated Neural Networks in an Ensemble
    • Y. Liu and X. Yao, "Simultaneous Training of Negatively Correlated Neural Networks in an Ensemble," IEEE Trans. Systems, Man, and Cybernetics - Part B, vol. 29, 1999, pp. 716-725.
    • (1999) IEEE Trans. Systems, Man, and Cybernetics , vol.29 , Issue.PART B , pp. 716-725
    • Liu, Y.1    Yao, X.2
  • 8
    • 0032645080 scopus 로고    scopus 로고
    • An Empirical Comparison of Voting Classification Algorithms: Bagging, Boosting, and Variants
    • E. Bauter and R. Kohavi, "An Empirical Comparison of Voting Classification Algorithms: Bagging, Boosting, and Variants," Machine Learning, vol. 36, 1999, pp. 105-142.
    • (1999) Machine Learning , vol.36 , pp. 105-142
    • Bauter, E.1    Kohavi, R.2
  • 10
    • 85032751446 scopus 로고    scopus 로고
    • Bootstrap Inspired Techniques in Computational Intelligence
    • R. Polikar, "Bootstrap Inspired Techniques in Computational Intelligence," IEEE Signal Processing Magazine, vol. 24, 2007, pp. 59-72.
    • (2007) IEEE Signal Processing Magazine , vol.24 , pp. 59-72
    • Polikar, R.1
  • 12
    • 10444238133 scopus 로고    scopus 로고
    • Diversity in search strategies for ensemble feature selection
    • A. Tsymbal, M. Pechenizkiy and P. Cunningham, "Diversity in search strategies for ensemble feature selection," Information Fusion, vol. 6, 2005, pp. 83-98.
    • (2005) Information Fusion , vol.6 , pp. 83-98
    • Tsymbal, A.1    Pechenizkiy, M.2    Cunningham, P.3
  • 13
    • 0004114283 scopus 로고
    • Proben1- A Set of Benchmarks and Benching Rules for Neural Network Training Algorithms
    • Tech. Rep. 21/94, Fakultat fur Informatik, University of Karlsruhe, Germany
    • L. Prechelt, Proben1- A Set of Benchmarks and Benching Rules for Neural Network Training Algorithms, Tech. Rep. 21/94, Fakultat fur Informatik, University of Karlsruhe, Germany, 1994.
    • (1994)
    • Prechelt, L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.