메뉴 건너뛰기




Volumn 22, Issue 6, 2010, Pages 770-783

Bridging domains using world wide knowledge for transfer learning

Author keywords

Cross domain; Data mining; Text classification; Transfer learning; Wikipedia

Indexed keywords

AUXILIARY SOURCE; BRIDGING DOMAINS; CLASSIFICATION LEARNING; CLASSIFICATION PERFORMANCE; CROSS-DOMAIN; DATA DISTRIBUTION; DIFFERENT DISTRIBUTIONS; DOMAIN ADAPTATION; FEATURE SPACE; INFORMATION GAP; KNOWLEDGE BASE; LABELED DATA; REAL-WORLD; SEMISUPERVISED LEARNING ALGORITHM; TARGET DOMAIN; TEXT CLASSIFICATION; TRANSFER LEARNING; WIKIPEDIA;

EID: 77951767276     PISSN: 10414347     EISSN: None     Source Type: Journal    
DOI: 10.1109/TKDE.2010.31     Document Type: Article
Times cited : (61)

References (40)
  • 1
    • 34547972773 scopus 로고    scopus 로고
    • Boosting for transfer learning
    • DOI 10.1145/1273496.1273521, Proceedings, Twenty-Fourth International Conference on Machine Learning, ICML 2007
    • W. Dai, Q. Yang, G.-R. Xue, and Y. Yu, "Boosting for Transfer Learning, " Proc. 24th Ann. Int'l Conf. Machine Learning (ICML '07), pp. 193-200, June 2007. (Pubitemid 47275065)
    • (2007) ACM International Conference Proceeding Series , vol.227 , pp. 193-200
    • Dai, W.1    Yang, Q.2    Xue, G.-R.3    Yu, Y.4
  • 5
    • 34547971961 scopus 로고    scopus 로고
    • Self-taught learning: Transfer learning from unlabeled data
    • DOI 10.1145/1273496.1273592, Proceedings, Twenty-Fourth International Conference on Machine Learning, ICML 2007
    • R. Raina, A. Battle, H. Lee, B. Packer, and A. Y. Ng, "Self-Taught Learning: Transfer Learning from Unlabeled Data, " Proc. 24th Ann. Int'l Conf. Machine Learning (ICML '07), pp. 759-766, June 2007. (Pubitemid 47275135)
    • (2007) ACM International Conference Proceeding Series , vol.227 , pp. 759-766
    • Raina, R.1    Battle, A.2    Lee, H.3    Packer, B.4    Ng, A.Y.5
  • 7
    • 77956031473 scopus 로고    scopus 로고
    • A survey on transfer learning
    • preprint, 12 Oct, doi: 10.1109/TKDE.2009.191
    • S. J. Pan and Q. Yang, "A Survey on Transfer Learning, " IEEE Trans. Knowledge and Data Eng., preprint, 12 Oct. 2009, doi: 10.1109/TKDE.2009.191.
    • (2009) IEEE Trans. Knowledge and Data Eng.
    • Pan, S.J.1    Yang, Q.2
  • 15
    • 35748946646 scopus 로고    scopus 로고
    • Harnessing the expertise of 70,000 human editors: Knowledge-based feature generation for text categorization
    • E. Gabrilovich and S. Markovitch, "Harnessing the Expertise of 70, 000 Human Editors: Knowledge-Based Feature Generation for Text Categorization, " J. Machine Learning Research, vol. 8, pp. 2297-2345, 2007. (Pubitemid 350046196)
    • (2007) Journal of Machine Learning Research , vol.8 , pp. 2297-2345
    • Gabrilovich, E.1    Markovitch, S.2
  • 16
    • 33750719969 scopus 로고    scopus 로고
    • Overcoming the brittleness bottleneck using Wikipedia: Enhancing text categorization with encyclopedic knowledge
    • Proceedings of the 21st National Conference on Artificial Intelligence and the 18th Innovative Applications of Artificial Intelligence Conference, AAAI-06/IAAI-06
    • E. Gabrilovich and S. Markovitch, "Overcoming the Brittleness Bottleneck Using Wikipedia: Enhancing Text Categorization with Encyclopedic Knowledge, " Proc. 21th Nat'l Conf. Artificial Intelligence and the 18th Innovative Applications of Artificial Intelligence Conf. (AAAI '06), July 2006. (Pubitemid 44705454)
    • (2006) Proceedings of the National Conference on Artificial Intelligence , vol.2 , pp. 1301-1306
    • Gabrilovich, E.1    Markovitch, S.2
  • 19
    • 57349117605 scopus 로고    scopus 로고
    • Learning to classify short and sparse text & Web with hidden topics from large-scale data collections
    • Apr
    • X. H. Phan, M. L. Nguyen, and S. Horiguchi, "Learning to Classify Short and Sparse Text & Web with Hidden Topics from Large-Scale Data Collections, " Proc. 17th Int'l Conf. World Wide Web (WWW '08), pp. 91-100, Apr. 2008.
    • (2008) Proc. 17th Int'l Conf. World Wide Web (WWW '08) , pp. 91-100
    • Phan, X.H.1    Nguyen, M.L.2    Horiguchi, S.3
  • 25
    • 0010253845 scopus 로고    scopus 로고
    • Improving short-text classification using unlabeled background knowledge to assess document similarity
    • "
    • S. Zelikovitz and H. Hirsh, "Improving Short-Text Classification Using Unlabeled Background Knowledge to Assess Document Similarity, " Proc. 17th Int'l Conf. Machine Learning (ICML '00), pp. 1183-1190, 2000.
    • (2000) Proc. 17th Int'l Conf. Machine Learning (ICML '00) , pp. 1183-1190
    • Zelikovitz, S.1    Hirsh, H.2
  • 29
    • 0001938951 scopus 로고    scopus 로고
    • Transductive inference for text classification using support vector machines
    • June
    • T. Joachims, "Transductive Inference for Text Classification Using Support Vector Machines, " Proc. 16th Int'l Conf. Machine Learning (ICML '99), pp. 200-209, June 1999.
    • (1999) Proc. 16th Int'l Conf. Machine Learning (ICML '99) , pp. 200-209
    • Joachims, T.1
  • 30
    • 0016572913 scopus 로고
    • A vector space model for automatic indexing
    • G. Salton, A. Wong, and C. S. Yang, "A Vector Space Model for Automatic Indexing, " Comm. ACM, vol. 18, no. 11, pp. 613-620, 1975.
    • (1975) Comm. ACM , vol.18 , Issue.11 , pp. 613-620
    • Salton, G.1    Wong, A.2    Yang, C.S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.