메뉴 건너뛰기




Volumn 45, Issue 4, 2012, Pages 1326-1340

Dynamic selection of generative-discriminative ensembles for off-line signature verification

Author keywords

Dynamic selection; Ensemble of classifiers; Hidden Markov Models; Hybrid generativediscriminative systems; Incremental learning; Off line signature verification

Indexed keywords

CLASSIFIER SELECTION; CODEBOOKS; DYNAMIC SELECTION; ENSEMBLE OF CLASSIFIERS; ENSEMBLES OF CLASSIFIERS; ERROR RATE; FEATURE VECTORS; INCREMENTAL LEARNING; NUMBER OF STATE; OFF-LINE SIGNATURE VERIFICATION; RANDOM SUBSPACE METHOD; RELATED SYSTEMS; SIGNATURE DATA; SIGNATURE VERIFICATION; SKILLED FORGERY; TWO-CLASS CLASSIFIER;

EID: 83655184764     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2011.10.011     Document Type: Article
Times cited : (85)

References (50)
  • 3
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • L. Rabiner A tutorial on hidden Markov models and selected applications in speech recognition IEEE 77 2 1989 257 286
    • (1989) IEEE , vol.77 , Issue.2 , pp. 257-286
    • Rabiner, L.1
  • 4
    • 77949424932 scopus 로고    scopus 로고
    • Improving performance of HMM-based off-line signature verification systems through a multi-hypothesis approach
    • ISSN 1433-2833
    • L. Batista, E. Granger, and R. Sabourin Improving performance of HMM-based off-line signature verification systems through a multi-hypothesis approach International Journal on Document Analysis and Recognition 13 2010 33 47 ISSN 1433-2833
    • (2010) International Journal on Document Analysis and Recognition , vol.13 , pp. 33-47
    • Batista, L.1    Granger, E.2    Sabourin, R.3
  • 5
    • 21244474819 scopus 로고    scopus 로고
    • Offline geometric parameters for automatic signature verification using fixed-point arithmetic
    • DOI 10.1109/TPAMI.2005.125
    • M. Ferrer, J. Alonso, and C. Travieso Offline geometric parameters for automatic signature verification using fixed-point arithmetic IEEE Transactions on Pattern Analysis and Machine Intelligence 27 6 2005 993 997 (Pubitemid 40889849)
    • (2005) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.27 , Issue.6 , pp. 993-997
    • Ferrer, M.A.1    Alonso, J.B.2    Travieso, C.M.3
  • 7
    • 0000873030 scopus 로고    scopus 로고
    • A systematic comparison between on-line and off-line methods for signature verification with hidden Markov models
    • G. Rigoll, and A. Kosmala A systematic comparison between on-line and off-line methods for signature verification with hidden Markov models International Conference on Pattern Recognition vol. 2 1998 1755 1757
    • (1998) International Conference on Pattern Recognition , vol.2 , pp. 1755-1757
    • Rigoll, G.1    Kosmala, A.2
  • 10
    • 38349135448 scopus 로고    scopus 로고
    • From dynamic classifier selection to dynamic ensemble selection
    • A. Ko, R. Sabourin, and A. Britto From dynamic classifier selection to dynamic ensemble selection Pattern Recognition 41 5 2008 1718 1731
    • (2008) Pattern Recognition , vol.41 , Issue.5 , pp. 1718-1731
    • Ko, A.1    Sabourin, R.2    Britto, A.3
  • 14
    • 1942418620 scopus 로고    scopus 로고
    • On discriminative vs. generative classifiers: A comparison of logistic regression and naive Bayes
    • A. Ng, and M. Jordan On discriminative vs. generative classifiers: a comparison of logistic regression and naive Bayes Advances in Neural Information Processing Systems 2001 841 848
    • (2001) Advances in Neural Information Processing Systems , pp. 841-848
    • Ng, A.1    Jordan, M.2
  • 18
    • 84898946653 scopus 로고    scopus 로고
    • Classification with hybrid generative/discriminative models
    • S. Thrun, L. Saul, B. Schölkopf, MIT Press Cambridge, MA
    • R. Raina, Y. Shen, A.Y. Ng, and A. McCallum Classification with hybrid generative/discriminative models S. Thrun, L. Saul, B. Schölkopf, Advances in Neural Information Processing Systems vol. 16 2004 MIT Press Cambridge, MA
    • (2004) Advances in Neural Information Processing Systems , vol.16
    • Raina, R.1    Shen, Y.2    Ng, A.Y.3    McCallum, A.4
  • 19
    • 12344268029 scopus 로고    scopus 로고
    • Similarity-based classification of sequences using hidden Markov models
    • DOI 10.1016/j.patcog.2004.04.005, PII S0031320304001621
    • M. Bicego, V. Murino, and M. Figueiredo Similarity-based clustering of sequences using hidden Markov models Pattern Recognition 37 12 2004 2281 2291 (Pubitemid 40134535)
    • (2004) Pattern Recognition , vol.37 , Issue.12 , pp. 2281-2291
    • Bicego, M.1    Murino, V.2    Figueiredo, M.A.T.3
  • 22
    • 0030785272 scopus 로고    scopus 로고
    • Signature verification using multiple neural classifiers
    • PII S0031320396000593
    • R. Bajaj, and S. Chaudhury Signature verification using multiple neural classifiers Pattern Recognition 30 1997 1 7 (Pubitemid 127423090)
    • (1997) Pattern Recognition , vol.30 , Issue.1 , pp. 1-7
    • Bajaj, R.1    Chaudhury, S.2
  • 23
    • 69049101938 scopus 로고    scopus 로고
    • Reducing forgeries in writer-independent off-line signature verification through ensemble of classifiers
    • D. Bertolini, L. Oliveira, E. Justino, and R. Sabourin Reducing forgeries in writer-independent off-line signature verification through ensemble of classifiers Pattern Recognition 43 2010 387 396
    • (2010) Pattern Recognition , vol.43 , pp. 387-396
    • Bertolini, D.1    Oliveira, L.2    Justino, E.3    Sabourin, R.4
  • 24
    • 0002897904 scopus 로고
    • An extended-shadow-code based approach for off-line signature verification. II. Evaluation of several multi-classifier combination strategies
    • R. Sabourin, and G. Genest An extended-shadow-code based approach for off-line signature verification. II. Evaluation of several multi-classifier combination strategies International Conference on Document Analysis and Recognition vol. 1 1995 197
    • (1995) International Conference on Document Analysis and Recognition , vol.1 , pp. 197
    • Sabourin, R.1    Genest, G.2
  • 25
    • 0031237426 scopus 로고    scopus 로고
    • Off-line signature verification by local granulometric size distributions
    • R. Sabourin, G. Genest, and F. Prêteux Off-line signature verification by local granulometric size distributions IEEE Transactions on Pattern Analysis and Machine Intelligence 19 9 1997 976 988 (Pubitemid 127762288)
    • (1997) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.19 , Issue.9 , pp. 976-988
    • Sabourin, R.1
  • 27
    • 0030085913 scopus 로고    scopus 로고
    • Analysis of decision boundaries in linearly combined neural classifiers
    • DOI 10.1016/0031-3203(95)00085-2
    • K. Tumer, and J. Ghosh Analysis of decision boundaries in linearly combined neural classifiers Pattern Recognition 29 2 1996 341 348 (Pubitemid 126397840)
    • (1996) Pattern Recognition , vol.29 , Issue.2 , pp. 341-348
    • Tumer, K.1    Ghosh, J.2
  • 28
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman Bagging predictors Machine Learning 2 1996 123 140 (Pubitemid 126724382)
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 29
    • 85043515682 scopus 로고
    • Boosting a weak learning algorithm by majority
    • Morgan Kaufmann Publishers Inc.
    • Y. Freund Boosting a weak learning algorithm by majority Third Annual Workshop on Computational Learning Theory 1990 Morgan Kaufmann Publishers Inc. 202 216
    • (1990) Third Annual Workshop on Computational Learning Theory , pp. 202-216
    • Freund, Y.1
  • 30
  • 31
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C. Burges A tutorial on support vector machines for pattern recognition Data Mining and Knowledge Discovery 2 2 1998 121 167 (Pubitemid 128695475)
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 38
    • 77957988943 scopus 로고    scopus 로고
    • Off-line signature verification based on grey level information using texture features
    • J. Vargas, M. Ferrer, C. Travieso, and J. Alonso Off-line signature verification based on grey level information using texture features Pattern Recognition 2011 375 385
    • (2011) Pattern Recognition , pp. 375-385
    • Vargas, J.1    Ferrer, M.2    Travieso, C.3    Alonso, J.4
  • 42
    • 0034830461 scopus 로고    scopus 로고
    • Decision templates for multiple classifier fusion: An experimental comparison
    • DOI 10.1016/S0031-3203(99)00223-X
    • L. Kuncheva, J. Bezdek, and R. Duin Decision templates for multiple classifier fusion: an experimental comparison Pattern Recognition 34 2001 299 314 (Pubitemid 32871876)
    • (2001) Pattern Recognition , vol.34 , Issue.2 , pp. 299-314
    • Kuncheva, L.I.1    Bezdek, J.C.2    Duin, R.P.W.3
  • 44
    • 60349123276 scopus 로고    scopus 로고
    • Incremental construction of classifier and discriminant ensembles
    • A. Ulas, M. Semerci, O. Yildiz, and E. Alpaydin Incremental construction of classifier and discriminant ensembles Information Sciences 179 9 2009 1298 1318
    • (2009) Information Sciences , vol.179 , Issue.9 , pp. 1298-1318
    • Ulas, A.1    Semerci, M.2    Yildiz, O.3    Alpaydin, E.4
  • 45
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • DOI 10.1023/A:1010933404324
    • L. Breiman Random forests Machine Learning 45 2001 5 32 (Pubitemid 32933532)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 46


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.