Logistic regression for transductive transfer learning from multiple sources

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6441 LNAI, Issue PART 2, 2010, Pages 175-182

  Zhang, Yuhong ^a   Hu, Xuegang ^a   Fang, Yucheng ^a  

^a HEFEI UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

classification; logistic regression; multiple sources; transductive transfer learning

Indexed keywords

CLASSIFICATION; DATA DISTRIBUTION; DIFFERENT DOMAINS; LOGISTIC REGRESSION; LOGISTIC REGRESSIONS; MULTIPLE SOURCE; SUPERVISED LEARNING METHODS; TARGET DOMAIN; TRANSFER LEARNING; WEIGHTED DATA; MULTI-SOURCES; TRANSFER LEARNING METHODS;

DATA MINING; LEARNING SYSTEMS; CLASSIFICATION (OF INFORMATION);

REGRESSION ANALYSIS;

EID: 78650196947     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-17313-4_18     Document Type: Conference Paper

References (16)

1. Yang, Q.: An Introduction to Transfer Learning. In: Tang, C., Ling, C.X., Zhou, X., Cercone, N.J., Li, X. (eds.) ADMA 2008. LNCS (LNAI), vol. 5139, Springer, Heidelberg (2008)
2. Dai, W., Yang, Q., Xue, G., Yu, Y.: Boosting for Transfer learning. In: 24th International Conference on Machine Learning, Corvallis, Oregon USA, pp. 193-200 (2007)
3. Lee, S., Chatalbashev, V., Vickrey, D.: Learning a meta-level prior for feature relevance from multiple related tasks. In: 24th International Conference on Machine Learning, pp. 489-496. ACM, Corvalis (2007)
4. Sugiyama, M., Nakajima, S., Kashima, H.: Direct importance estimation with model selection and its application to covariate shift adaptation, http://books.nips.cc/cgi-bin/archer-query.cgi?first=1&scope= all&hits-per-page=10&description=long&keywords= importance+estimation&submit=Search+NIPS
5. Huang, J., Smola, A., Gretton, A.: Correcting sample selection bias by unlabeled data. In: 19th Annual Conference on Neural Information Processing Systems, http://books.nips.cc/cgi-bin/archer-query.cgi?first=1&scope= all&hits-per-page=10&description=long&keywords= Correcting+sample&submit=Search+NIPS
6. Dai, W., Yang, Q., Xue, G.: Self-taught clustering. In: 25th International Conference of Machine Learning, Helsinki, Finland, pp. 200-207 (2008)
7. Wang, Z., Song, Y., Zhang, C.: Transferred dimensionality reduction. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part II. LNCS (LNAI), vol. 5212, pp. 550-565. Springer, Heidelberg (2008)
8. Mansour, Y., Mohri, M., Rostamizadeh, A.: Domain adaptation with multiple sources. Advances in Neural Information Processing Systems 21, 1041-1048 (2009)
9. Crammer, K., Kearns, M., Wortman, J.: Learning from multiple sources. Journal of Machine Learning Research 9, 1757-1774 (2008)
10. Blitzer, J., Dredze, M., Pereira, F.: Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification. In: The 45th Annual Meeting of the Association for Computational Linguistics, Prague, Czech Republic, pp. 440-447 (2007)
11. Blitzer, J., McDonald, R., Pereira, F.: Domain adaptation with structural correspondence learning. In: the Conference on Empirical Methods in Natural Language, Sydney, Australia, pp. 120-128 (2006)
12. Dredze, M., Kulesza, A., Crammer, K.: Multi-domain learning by confidence-weighted parameter combination. Machine Learning 79(1-2), 123-149 (2010)
13. Liao, X., Xue, Y., Carin, L.: Logistic regression with an auxiliary data source. In: 21st International Conference on Machine Learning, Bonn, Germany, pp. 505-512 (2005)
14. Glasmachers, T., Igel, C.: Maximum Likelihood Model Selection for 1-Norm Soft Margin SVMs with Multiple Parameters. IEEE Transactions Pattern Analysis and Machine Intelligence 32(8), 1522-1528 (2010)
15. Marx, Z., Rosenstein, M., Kaelbling, L.: Transfer learning with an ensemble of background tasks. In: NIPS Workshop on Transfer Learning, http://iitrl.acadiau.ca/itws05/papers.htm
16. Fang, Y.: Logistic Regression for Ttansductive Transfer Learning. The dissertation of Hefei University of Techonology. 19-25 (2010)