Dynamic test-sensitive decision trees with multiple cost scales

Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)

Volumn 3613, Issue PART I, 2005, Pages 402-405

  Qin, Zhenxing ^a   Zhang, Chengqi ^a   Xie, Xuehui ^b   Zhang, Shichao ^a,b  

^a UNIVERSITY OF TECHNOLOGY SYDNEY   (Australia)

^b GUANGXI NORMAL UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; COSTS; DECISION THEORY; INFORMATION ANALYSIS; OPTIMIZATION;

COST MINIMIZATION; COST SCALE; MISCLASSIFICATION COSTS; RESOURCE CONTROL;

TREES (MATHEMATICS);

EID: 26944448212     PISSN: 03029743     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1007/11539506_52     Document Type: Conference Paper

References (9)

1. C. Ling, Q. Yang, J. Wang, and S. Zhang. Decision trees with minimal costs. In Proceedings of 2004 International Conference on Machine Learning, 2004.
2. Turney, P. D., Types of cost in inductive concept learning, Workshop on Cost-Sensitive Learning at the Seventeenth International Conference on Machine Learning, Stanford University, California. 2000
3. UCI Repository of machine learning databases. Irvine, CA: University of California, Department of Information and Computer Science. (See [http://www.ics.uci.edu/-mlearn/MLRepository.html])
4. Turney, P. D, Cost-sensitive classication: Empirical evaluation of a hybrid genetic decision tree induction algorithm. Journal of Articial Intelligence Research, 2: 369-409, 1995.
5. Machine Learning. McGraw Hills
6. Fayyad, U. M., & Irani, K. B. Multi-interval discretization of continuous-valued attributes for classification learning. In Proceedings of the 13th International Joint Conference on Artificial Intelligence, pages 1022-1027. Morgan Kaufmann.
7. Greiner, R., Grove, A. J., and Roth D. (2002), Learning cost-sensitive active classiers. Articial Intelligence, 139(2): 137-174, 2002.
8. Quinlan, J. R. C4.5: Programs for Machine Learning. Morgan Kaufmann, San Mateo, California, 1993.
9. Z. Qin, C. Zhang and S. Zhang, Cost-sensitive Decision Trees With Multiple Cost Scales. In: Proceedings of the 17th Australian Joint Conference on Artificial Intelligence (AI 2004), Cairns, Queensland, Australia, 6-10 December, 2004.