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Volumn 2, Issue , 2009, Pages 548-553

Improved DAG SVM: A new method for multi-class SVM classification

Author keywords

Classifier combination; DAG SVM; Multi class classification

Indexed keywords

CLASS LABELS; CLASSIFIER COMBINATION; DAG SVM; DATA SETS; DIRECTED ACYCLIC GRAPH SUPPORT VECTOR MACHINES; EVALUATION RESULTS; INPUT PATTERNS; INPUT SPACE; MULTI-CLASS CLASSIFICATION; MULTICLASS SVM; PERFORMANCE IMPROVEMENTS; PROBABILITY DENSITY FUNCTION (PDF); TRAINING PHASE;

EID: 79958180329     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (11)

References (21)
  • 3
    • 0003425660 scopus 로고    scopus 로고
    • Text categorization with support vector machines: Learning with many relevant features
    • Joachims, T., "Text categorization with support vector machines: Learning with many relevant features", Technical report, University of Dortmund, 1997.
    • (1997) Technical Report, University of Dortmund
    • Joachims, T.1
  • 4
    • 33947110577 scopus 로고    scopus 로고
    • Fuzzy support vector machine for multi-class text categorization
    • Wang, T.-Y., Chiang, H.-M., "Fuzzy support vector machine for multi-class text categorization", Information Process and Management, 43, 914-929, 2007.
    • (2007) Information Process and Management , vol.43 , pp. 914-929
    • Wang, T.-Y.1    Chiang, H.-M.2
  • 8
    • 3042654673 scopus 로고    scopus 로고
    • A relative evaluation of multiclass image classification by support vector machines
    • Foody, M.G., Mathur, A., "A Relative Evaluation of Multiclass Image Classification by Support Vector Machines", IEEE Transactions on Geoscience and Remote Sensing, 42, 1335-1343, 2004.
    • (2004) IEEE Transactions on Geoscience and Remote Sensing , vol.42 , pp. 1335-1343
    • Foody, M.G.1    Mathur, A.2
  • 10
    • 21844440579 scopus 로고    scopus 로고
    • Core vector machines: Fast SVM training on very large data sets
    • Tsang, I., Kwok, J., Cheung, P., "Core vector machines: fast SVM training on very large data sets", J. Mach. Learn. Res. 6, 363-392,2005.
    • (2005) J. Mach. Learn. Res. , vol.6 , pp. 363-392
    • Tsang, I.1    Kwok, J.2    Cheung, P.3
  • 12
    • 33745789043 scopus 로고    scopus 로고
    • Building support vector machines with reduced classifier complexity
    • Keerthi, S., Chapelle, O., DeCoste, D., "Building Support Vector Machines with Reduced Classifier Complexity", J. Mach. Learn. Res. 7, 1493-1515, 2006.
    • (2006) J. Mach. Learn. Res. , vol.7 , pp. 1493-1515
    • Keerthi, S.1    Chapelle, O.2    DeCoste, D.3
  • 13
    • 51349159085 scopus 로고    scopus 로고
    • Probability estimates for multi-class classification by pairwise coupling
    • Wu, T.F., Lin, C.J., Weng, R.C., "Probability estimates for multi-class classification by pairwise coupling", J. Mach. Learn. Res. 5,975-1005, 2004.
    • (2004) J. Mach. Learn. Res. , vol.5 , pp. 975-1005
    • Wu, T.F.1    Lin, C.J.2    Weng, R.C.3
  • 14
    • 0032355984 scopus 로고    scopus 로고
    • Classification by pairwise coupling
    • Hastie, T., Tibshirani, R, "Classification by pairwise coupling", Ann. Stat.26 (2), 451-471,1998.
    • (1998) Ann. Stat. , vol.26 , Issue.2 , pp. 451-471
    • Hastie, T.1    Tibshirani, R.2
  • 15
    • 24044435942 scopus 로고    scopus 로고
    • Reducing multiclass to binary: A unifying approach for margin classifiers
    • Allwein, E.L., Schapire, R.E., Singer, Y., "Reducing multiclass to binary: a unifying approach for margin classifiers", J. Mach. Learn. Res. 1,113-141, 2000.
    • (2000) J. Mach. Learn. Res. , vol.1 , pp. 113-141
    • Allwein, E.L.1    Schapire, R.E.2    Singer, Y.3
  • 16
    • 0242613950 scopus 로고    scopus 로고
    • Improving multiclass text classification with the support vector machine
    • Rennie, J.D.M., Rifkin, R., "Improving multiclass text classification with the support vector machine", MIT AI Memo 026, 2001.
    • (2001) MIT AI Memo , vol.26
    • Rennie, J.D.M.1    Rifkin, R.2
  • 17
    • 0003250435 scopus 로고
    • Single-layer learning revisited: A stepwise procedure for building and training a neural network
    • J. Fogelman, editor Springer-Verlag
    • Knerr, S., Personnaz, L., Dreyfus, G., "Single-layer learning revisited: a stepwise procedure for building and training a neural network". In J. Fogelman, editor, Neurocomputing: Algorithms, Architecture and Applications. Springer-Verlag, 1990.
    • (1990) Neurocomputing: Algorithms, Architecture and Applications
    • Knerr, S.1    Personnaz, L.2    Dreyfus, G.3
  • 18
    • 34548126507 scopus 로고    scopus 로고
    • Data-driven decomposition for multi-class classification
    • Zhou, J., Peng, H., Suen, C.Y., "Data-driven decomposition for multi-class classification", Pattern Recognition, Volume 41, Issue 1, 67-76, 2008.
    • (2008) Pattern Recognition , vol.41 , Issue.1 , pp. 67-76
    • Zhou, J.1    Peng, H.2    Suen, C.Y.3
  • 19
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multiclass support vector machines
    • Hsu, C.-W., Lin, C.-J., "A comparison of methods for multiclass support vector machines", IEEE Trans. Neural Networks 13(2), 415-425, 2002.
    • (2002) IEEE Trans. Neural Networks , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.-W.1    Lin, C.-J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.