Active learning for misspecified models

Advances in Neural Information Processing Systems

Volumn , Issue , 2005, Pages 1305-1312

  Sugiyama, Masashi ^a  

^a TOKYO INSTITUTE OF TECHNOLOGY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE LEARNING; ACTIVE LEARNING METHODS; GENERALIZATION ERROR; MISSPECIFICATION; NUMERICAL STUDIES; TARGET FUNCTIONS;

LEARNING SYSTEMS;

EID: 84860616388     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (6)

1. D. A. Cohn, Z. Ghahramani, and M. I. Jordan. Active learning with statistical models. Journal of Artificial Intelligence Research, 4:129-145, 1996.
2. V. V. Fedorov. Theory of Optimal Experiments. Academic Press, New York, 1972.
3. K. Fukumizu. Statistical active learning in multilayer perceptrons. IEEE Transactions on Neural Networks, 11(1):17-26, 2000.
4. C. E. Rasmussen, R.M. Neal, G. E. Hinton, D. van Camp,M. Revow, Z. Ghahramani, R. Kustra, and R. Tibshirani. The DELVE manual, 1996.
5. H. Shimodaira. Improving predictive inference under covariate shift by weighting the loglikelihood function. Journal of Statistical Planning and Inference, 90(2):227-244, 2000.
6. M. Sugiyama. Active learning for misspecified models. Technical report, Department of Computer Science, Tokyo Institute of Technology, 2005.