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Volumn , Issue , 2011, Pages 325-330

An EP algorithm for learning highly interpretable classifiers

Author keywords

Classification; Evolutionary Programming; Interpretability; Rule Mining

Indexed keywords

CLASSIFICATION RULES; CLASSIFICATION TECHNIQUE; DATA SETS; EVOLUTIONARY PROGRAMMING ALGORITHMS; INTERPRETABILITY; RULE MINING;

EID: 84857582604     PISSN: 21647143     EISSN: 21647151     Source Type: Conference Proceeding    
DOI: 10.1109/ISDA.2011.6121676     Document Type: Conference Paper
Times cited : (12)

References (27)
  • 1
    • 53849126165 scopus 로고    scopus 로고
    • Neural Networks and Statistical Techniques: A Review of Applications
    • M. Paliwal and U. Kumar, "Neural Networks and Statistical Techniques: A Review of Applications," Expert Systems with Applications, vol. 36, no. 1, pp. 2-17, 2009.
    • (2009) Expert Systems with Applications , vol.36 , Issue.1 , pp. 2-17
    • Paliwal, M.1    Kumar, U.2
  • 2
    • 34249661124 scopus 로고    scopus 로고
    • Support vector machine in machine condition monitoring and fault diagnosis
    • DOI 10.1016/j.ymssp.2006.12.007, PII S0888327007000027
    • A. Widodo and B.-S. Yang, "Support Vector Machine in Machine Condition Monitoring and Fault Diagnosis," Mechanical Systems and Signal Processing, vol. 21, no. 6, pp. 2560-2574, 2007. (Pubitemid 46829756)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.6 , pp. 2560-2574
    • Widodo, A.1    Yang, B.-S.2
  • 5
    • 68349148286 scopus 로고    scopus 로고
    • Two Decades of Ripple Down Rules Research
    • D. Richards, "Two Decades of Ripple Down Rules Research, "Knowledge Engineering Review, vol. 24, no. 2, pp. 159-184, 2009.
    • (2009) Knowledge Engineering Review , vol.24 , Issue.2 , pp. 159-184
    • Richards, D.1
  • 8
    • 64549120231 scopus 로고    scopus 로고
    • A Study of Statistical Techniques and Performance Measures for Genetics-based Machine Learning: Accuracy and Interpretability
    • S. García, A. Fernández, J. Luengo, and F. Herrera, "A Study of Statistical Techniques and Performance Measures for Genetics-based Machine Learning: Accuracy and Interpretability,"Soft Computing, vol. 13, no. 10, pp. 959-977, 2009.
    • (2009) Soft Computing , vol.13 , Issue.10 , pp. 959-977
    • García, S.1    Fernández, A.2    Luengo, J.3    Herrera, F.4
  • 9
  • 12
    • 84855693023 scopus 로고    scopus 로고
    • Speeding up the evaluation phase of GP classification algorithms on GPUs
    • In Press
    • A. Cano, A. Zafra, and S. Ventura, "Speeding up the evaluation phase of GP classification algorithms on GPUs," Soft Computing, 2011, In Press.
    • (2011) Soft Computing
    • Cano, A.1    Zafra, A.2    Ventura, S.3
  • 13
    • 79955562255 scopus 로고    scopus 로고
    • Extending a Simple Genetic Cooperative-Competitive Learning Fuzzy Classifier to Low Quality Datasets
    • A. Palacios, L. Sánchez, and I. Couso, "Extending a Simple Genetic Cooperative-Competitive Learning Fuzzy Classifier to Low Quality Datasets," Evolutionary Intelligence, vol. 2, pp. 73-84, 2009.
    • (2009) Evolutionary Intelligence , vol.2 , pp. 73-84
    • Palacios, A.1    Sánchez, L.2    Couso, I.3
  • 18
    • 70349632412 scopus 로고    scopus 로고
    • Performance and Efficiency of Memetic Pittsburgh Learning Classifier Systems
    • J. Bacardit and N. Krasnogor, "Performance and Efficiency of Memetic Pittsburgh Learning Classifier Systems," Evolutionary Computation, vol. 17, no. 3, pp. 307-342, 2009.
    • (2009) Evolutionary Computation , vol.17 , Issue.3 , pp. 307-342
    • Bacardit, J.1    Krasnogor, N.2
  • 19
    • 33749017627 scopus 로고    scopus 로고
    • A coevolutionary algorithm for rules discovery in data mining
    • DOI 10.1080/00207720600879641, PII JT8764N807638221
    • K. Tan, Q. Yu, and J. Ang, "A Coevolutionary Algorithm for Rules Discovery in Data Mining," International Journal of Systems Science, vol. 37, no. 12, pp. 835-864, 2006. (Pubitemid 44451664)
    • (2006) International Journal of Systems Science , vol.37 , Issue.12 , pp. 835-864
    • Tan, K.C.1    Yu, Q.2    Ang, J.H.3
  • 20
    • 0036670786 scopus 로고    scopus 로고
    • Data mining with an ant colony optimization algorithm
    • DOI 10.1109/TEVC.2002.802452, PII 1011092002802452
    • R. Parpinelli, H. Lopes, and A. Freitas, "Data Mining With an Ant Colony Optimization Algorithm," IEEE Transactions on Evolutionary Computation, vol. 6, no. 4, pp. 321-332, 2002. (Pubitemid 35032734)
    • (2002) IEEE Transactions on Evolutionary Computation , vol.6 , Issue.4 , pp. 321-332
    • Parpinelli, R.S.1    Lopes, H.S.2    Freitas, A.A.3
  • 24
    • 85164392958 scopus 로고
    • A Study of Cross-validation and Bootstrap for Accuracy Estimation and Model Selection
    • San Francisco, CA, USA: Morgan Kaufmann Publishers Inc.
    • R. Kohavi, "A Study of Cross-validation and Bootstrap for Accuracy Estimation and Model Selection," in Proceedings of the 14th international joint conference on Artificial intelligence, vol. 2. San Francisco, CA, USA: Morgan Kaufmann Publishers Inc., 1995, pp. 1137-1143.
    • (1995) Proceedings of the 14th International Joint Conference on Artificial Intelligence , vol.2 , pp. 1137-1143
    • Kohavi, R.1
  • 25
    • 39649110857 scopus 로고    scopus 로고
    • Three way k-fold cross-validation of resource selection functions
    • DOI 10.1016/j.ecolmodel.2007.10.005, PII S0304380007005339
    • T. Wiens, B. Dale, M. Boyce, and G. Kershaw, "Three way k-fold cross-validation of resource selection functions,"Ecological Modelling, vol. 212, no. 3-4, pp. 244-255, 2008. (Pubitemid 351288461)
    • (2008) Ecological Modelling , vol.212 , Issue.3-4 , pp. 244-255
    • Wiens, T.S.1    Dale, B.C.2    Boyce, M.S.3    Kershaw, G.P.4
  • 26
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • J. Demšar, "Statistical Comparisons of Classifiers over Multiple Data Sets," Machine Learning Research, vol. 7, pp. 1-30, 2006. (Pubitemid 43022939)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demsar, J.1


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