Economical active feature-value acquisition through Expected Utility estimation
作者： Prem Melville , Foster Provost , Maytal Saar-Tsechansky , Raymond Mooney , None
关键词: Expected utility hypothesis 、 Training set 、 Machine learning 、 Artificial intelligence 、 Estimation 、 Computer science 、 Value (computer science) 、 Feature (computer vision) 、 Missing data 、 Active learning (machine learning) 、 Data mining 、 Unit cost
摘要: … However, when many inexpensive features are also uninformative, Cheapest-first performs worse than a random acquisition policy (Figure 2(b)). Sampled Expected Utility, however, …
core.ac.uk
fordham.edu
acm.org参考文章(19)
Jeffrey C. Schlimmer, Ming Tan, Two case studies in cost-sensitive concept acquisition national conference on artificial intelligence. pp. 854- 860 ,(1990)
Nicholas Roy, Andrew McCallum, Toward Optimal Active Learning through Sampling Estimation of Error Reduction international conference on machine learning. pp. 441- 448 ,(2001)
Steven L. Salzberg, Alberto Segre, Programs for Machine Learning ,(1994)
Russell Greiner, Adam J. Grove, Dan Roth, Learning cost-sensitive active classifiers☆☆This extends the short conference paper [19]. Artificial Intelligence. ,vol. 139, pp. 137- 174 ,(2002) , 10.1016/S0004-3702(02)00209-6
Yoav Freund, H. Sebastian Seung, Eli Shamir, Naftali Tishby, Selective Sampling Using the Query by Committee Algorithm Machine Learning. ,vol. 28, pp. 133- 168 ,(1997) , 10.1023/A:1007330508534
Keki B. Irani, Usama M. Fayyad, Multi-Interval Discretization of Continuous-Valued Attributes for Classification Learning international joint conference on artificial intelligence. ,vol. 2, pp. 1022- 1027 ,(1993)
George H John, Ron Kohavi, Karl Pfleger, None, Irrelevant Features and the Subset Selection Problem Machine Learning Proceedings 1994. pp. 121- 129 ,(1994) , 10.1016/B978-1-55860-335-6.50023-4
Peter D. Turney, Types of cost in inductive concept learning arXiv: Learning. ,(2000)
Roderick JA Little, Donald B Rubin, None, Statistical Analysis with Missing Data ,(1987)
C. L. Blake, UCI Repository of machine learning databases www.ics.uci.edu/〜mlearn/MLRepository.html. ,(1998)