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Volumn , Issue , 2009, Pages 219-228

TrBagg: A simple transfer learning method and its application to personalization in collaborative tagging

Author keywords

Bagging; Collaborative tagging; Ensemble learning; Personalization; Transfer learning

Indexed keywords

COLLABORATIVE TAGGING; COMPUTATIONAL COSTS; ENSEMBLE LEARNING; LEARNING PARAMETERS; MULTIPLE TASKS; PERSONALIZATIONS; PREDICTION ACCURACY; PREDICTION TASKS; SIMPLE APPROACH; TRAINING EXAMPLE; TRANSFER LEARNING; TWO STAGE; WEAK CLASSIFIERS;

EID: 77951158759     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2009.9     Document Type: Conference Paper
Times cited : (86)

References (25)
  • 1
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman, "Bagging predictors," Machine Learning, vol. 24, pp. 123-140, 1996.
    • (1996) Machine Learning , vol.24 , pp. 123-140
    • Breiman, L.1
  • 2
    • 70350633261 scopus 로고    scopus 로고
    • A survey on transfer learning
    • Hong Kong Univ. of Science and Technology, [Online]. Available
    • S. J. Pan and Q. Yang, "A survey on transfer learning," Dept. of Computer Science and Engineering, Hong Kong Univ. of Science and Technology, Tech. Rep. HKUST-CS08-08, 2008. [Online]. Available: http://www.cse.ust.hk/- sinnopan/publications/TLsurvey0822.pdf.
    • (2008) Dept. of Computer Science and Engineering, Tech. Rep. HKUST-CS08-08
    • Pan, S.J.1    Yang, Q.2
  • 3
    • 0031189914 scopus 로고    scopus 로고
    • Multitask learning
    • R. Caruana, "Multitask learning," Machine Learning, vol. 28, pp. 41-75, 1997.
    • (1997) Machine Learning , vol.28 , pp. 41-75
    • Caruana, R.1
  • 4
    • 27844439373 scopus 로고    scopus 로고
    • A framework for learning predictive structures from multiple tasks and unlabeled data
    • R. K. Ando and T. Zhang, "A framework for learning predictive structures from multiple tasks and unlabeled data," Journal of Machine Learning Research, pp. 1817-1853, 2005.
    • (2005) Journal of Machine Learning Research , pp. 1817-1853
    • Ando, R.K.1    Zhang, T.2
  • 8
    • 0346786584 scopus 로고    scopus 로고
    • Arcing classifiers
    • L. Breiman, "Arcing classifiers," The Annals of Statistics, vol. 26, no. 3, pp. 801-849, 1998.
    • (1998) The Annals of Statistics , vol.26 , Issue.3 , pp. 801-849
    • Breiman, L.1
  • 11
    • 77951175051 scopus 로고    scopus 로고
    • Personalized tag predition boosted by baggtaming-A case study of the hatena bookmark
    • -, "Personalized tag predition boosted by baggtaming-a case study of the hatena bookmark," in The 3rd Int'l Workshop on Data-Mining and Statistical Science, 2008.
    • (2008) The 3rd Int'l Workshop on Data-Mining and Statistical Science
  • 12
    • 33644912045 scopus 로고    scopus 로고
    • Usage patterns of collaborative tagging systems
    • S. A. Golder and B. A. Huberman, "Usage patterns of collaborative tagging systems," J. of Information Science, vol. 32, no. 2, pp. 198-208, 2006.
    • (2006) J.Of Information Science , vol.32 , Issue.2 , pp. 198-208
    • Golder, S.A.1    Huberman, B.A.2
  • 19
    • 0037527188 scopus 로고    scopus 로고
    • Improving predictive inference under covariate shift by weighting the log-likelihood function
    • H. Shimodaira, "Improving predictive inference under covariate shift by weighting the log-likelihood function," J. of Statistical Planning and Inference, vol. 90, pp. 227-244, 2000.
    • (2000) J. of Statistical Planning and Inference , vol.90 , pp. 227-244
    • Shimodaira, H.1
  • 20
    • 34249047899 scopus 로고    scopus 로고
    • Covariate shift adaptation by importance weighted cross validation
    • M. Sugiyama and M. K. adn, K. R. MÜller, "Covariate shift adaptation by importance weighted cross validation," Journal of Machine Learning Research, vol. 8, pp. 985-1005, 2007.
    • (2007) Journal of Machine Learning Research , vol.8 , pp. 985-1005
    • Sugiyama, M.1    Adn, M.K.2    Müller, K.R.3
  • 23
    • 34250639068 scopus 로고    scopus 로고
    • AutoTag: A collaborative approach to automated tag assignment for Weblog posts
    • G. Mishne, "AutoTag: A collaborative approach to automated tag assignment for Weblog posts," in Proc. of The 15th Int'l Conf. on World Wide Web, 2006, pp. 953-954.
    • (2006) Proc. of the 15th Int'l Conf. on World Wide Web , pp. 953-954
    • Mishne, G.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.