메뉴 건너뛰기




Volumn 37, Issue 8, 2011, Pages 954-962

Multi-class image classification with active learning and semi-supervised learning

Author keywords

Active learning; Image classification; Semi supervised learning; Support vector machines (SVM)

Indexed keywords

ACTIVE LEARNING; CLASSIFICATION ACCURACY; CLASSIFICATION METHODS; CLASSIFICATION PERFORMANCE; CLASSIFIER MODELS; COMPUTATIONAL OVERHEADS; DATA SETS; MULTI-CLASS; OPTICAL IMAGE; RANDOM SELECTION; REAL-WORLD APPLICATION; SAR IMAGES; SELF-TRAINING; SEMI-SUPERVISED LEARNING; SUPPORT VECTOR; SYNTHETIC APERTURE RADAR IMAGES; TRAINING SAMPLE;

EID: 80052649533     PISSN: 02544156     EISSN: None     Source Type: Journal    
DOI: 10.3724/SP.J.1004.2011.00954     Document Type: Article
Times cited : (32)

References (13)
  • 2
    • 71049162986 scopus 로고    scopus 로고
    • Coarse sample complexity bounds for active learning
    • Cambridge: The MIT Press
    • Dasgupta S. Coarse sample complexity bounds for active learning. Advances in Neural Information Processing Systems. Cambridge: The MIT Press, 2006. 235-242
    • (2006) Advances in Neural Information Processing Systems , pp. 235-242
    • Dasgupta, S.1
  • 4
    • 0042868698 scopus 로고    scopus 로고
    • Support vector machine active learning with applications to text classification
    • Tong S, Koller D. Support vector machine active learning with applications to text classification. The Journal of Machine Learning Research, 2002, 2: 45-66
    • (2002) The Journal of Machine Learning Research , vol.2 , pp. 45-66
    • Tong, S.1    Koller, D.2
  • 7
    • 68549132506 scopus 로고    scopus 로고
    • Batch mode active learning with applications to text categorization and image retrieval
    • Hoi S C H, Jin R, Lyu M R. Batch mode active learning with applications to text categorization and image retrieval. IEEE Transactions on Knowledge and Data Engineering, 2009, 21(9): 1233-1248
    • (2009) IEEE Transactions on Knowledge and Data Engineering , vol.21 , Issue.9 , pp. 1233-1248
    • Hoi, S.C.H.1    Jin, R.2    Lyu, M.R.3
  • 10
    • 85086069941 scopus 로고    scopus 로고
    • Learning subjective nouns using extraction pattern bootstrapping
    • Stroudsburg, USA: Association for Computational Linguistics
    • Riloff E, Wiebe J, Wilson T. Learning subjective nouns using extraction pattern bootstrapping. In: Proceedings of the 7th Conference on Natural Language Learning. Stroudsburg, USA: Association for Computational Linguistics, 2003. 25-32
    • (2003) Proceedings of the 7th Conference on Natural Language Learning , pp. 25-32
    • Riloff, E.1    Wiebe, J.2    Wilson, T.3
  • 12
    • 0003710380 scopus 로고    scopus 로고
    • LIBSVM: a library for support vector machines
    • December 1
    • Chang C C, Lin C J. LIBSVM: a library for support vector machines [Online], available: http://www.csie.ntu.edu.tw/~cjlin/libsvm/, December 1, 2009
    • (2009)
    • Chang, C.C.1    Lin, C.J.2
  • 13
    • 78649934709 scopus 로고    scopus 로고
    • UCI machine learning repository
    • January 10
    • Asuncion A, Newman D J. UCI machine learning repository [Online], available: http://archive.ics.uci.edu/ml/datasets.html, January 10, 2010
    • (2010)
    • Asuncion, A.1    Newman, D.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.