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Volumn 20, Issue 4, 2012, Pages 1347-1361

Real-time robust automatic speech recognition using compact support vector machines

Author keywords

Additive noise; artificial neural network (ANN) hidden Markov model (HMM); compact support vector machine (SVM); hybrid automatic speech recognition (ASR); machine learning; real time ASR; robust ASR; SVM HMM

Indexed keywords

ARTIFICIAL NEURAL NETWORK; AUTOMATIC SPEECH RECOGNITION; COMPACT SUPPORT; MACHINE-LEARNING; REAL-TIME ASR; ROBUST ASR; SVM/HMM;

EID: 84857488250     PISSN: 15587916     EISSN: None     Source Type: Journal    
DOI: 10.1109/TASL.2011.2178597     Document Type: Article
Times cited : (35)

References (83)
  • 2
    • 0029306621 scopus 로고
    • Continuous speech recognition: An introduction to the hybrid HMM/connectionist approach
    • May
    • N. Morgan and H. Bourlard, "Continuous speech recognition: An introduction to the hybrid HMM/connectionist approach," IEEE Signal Process. Mag., vol. 12, no. 3, pp. 24-42, May 1995.
    • (1995) IEEE Signal Process. Mag. , vol.12 , Issue.3 , pp. 24-42
    • Morgan, N.1    Bourlard, H.2
  • 3
    • 0035101535 scopus 로고    scopus 로고
    • A survey of hybrid ANN/HMM models for automatic speech recognition
    • Apr.
    • E. Trentin and M. Gori, "A survey of hybrid ANN/HMM models for automatic speech recognition," Neurocomputing, vol. 37, no. 1-4, pp. 91-126, Apr. 2001.
    • (2001) Neurocomputing , vol.37 , Issue.1-4 , pp. 91-126
    • Trentin, E.1    Gori, M.2
  • 4
    • 11144222882 scopus 로고    scopus 로고
    • Comparison and combination of features in a hybrid HMM/MLP and a HMM/GMM speech recognition system
    • DOI 10.1109/TSA.2004.834466
    • P. Pujol, S. Pol, C. Nadeu, A. Hagen, and H. Bourlard, "Comparison and combinationoffeaturesinahybrid HMM/MLPandaHMM/GMM speech recognition system," IEEE Trans. Speech Audio Process., vol. 13, no. 1, pp. 14-22, Jan. 2005. (Pubitemid 40049936)
    • (2005) IEEE Transactions on Speech and Audio Processing , vol.13 , Issue.1 , pp. 14-22
    • Pujol, P.1    Pol, S.2    Nadeu, C.3    Hagen, A.4    Bourlard, H.5
  • 8
    • 85009080427 scopus 로고    scopus 로고
    • Data-dependent kernels in SVM classification of speech patterns
    • Beijing, China, Oct. 2000
    • N. D. Smith and M. Niranjan, "Data-dependent kernels in SVM classification of speech patterns," in Proc. 6th Int. Conf. Spoken Language Process. (ICSLP 2000), Beijing, China, Oct. 2000, vol. 1, pp. 297-300.
    • (2000) Proc. 6th Int. Conf. Spoken Language Process. (ICSLP , vol.1 , pp. 297-300
    • Smith, N.D.1    Niranjan, M.2
  • 13
    • 77950857527 scopus 로고    scopus 로고
    • Discriminative classifiers with adaptive kernels for noise robust speech recognition
    • Oct.
    • M. J. F. Gales and F. Flego, "Discriminative classifiers with adaptive kernels for noise robust speech recognition," Comput. Speech Lang., vol. 24, no. 4, pp. 648-662, Oct. 2010.
    • (2010) Comput. Speech Lang. , vol.24 , Issue.4 , pp. 648-662
    • Gales, M.J.F.1    Flego, F.2
  • 16
    • 0035441377 scopus 로고    scopus 로고
    • Weighted least squares training of support vector classifiers leading to compact and adaptive schemes
    • DOI 10.1109/72.950134, PII S1045922701055345
    • A. Navia-Vázquez, F. Pérez-Cruz, A. Artés- Rodríguez, and A. R. Figueiras-Vidal, "Weighted least squares training of support vector classifiers leading to compact and adaptive schemes," IEEE Trans. Neural Netw., vol. 12, no. 5, pp. 1047-1059, Sep. 2001. (Pubitemid 32981747)
    • (2001) IEEE Transactions on Neural Networks , vol.12 , Issue.5 , pp. 1047-1059
    • Navia-Vazquez, A.1    Perez-Cruz, F.2    Artes-Rodriguez, A.3    Figueiras-Vidal, A.R.4
  • 17
    • 84945284029 scopus 로고    scopus 로고
    • Sparse online greedy support vector regression
    • Berlin/Heidel berg, Germany 2002 2430/2002, Lecture Notes in Computer Science (LNCS)
    • Y. Engel, S. Mannor, and R. Meir, "Sparse online greedy support vector regression," in Proc. Mach. Learn.: ECML'02, Berlin/Heidelberg, Germany, 2002, vol. 2430/2002, Lecture Notes in Computer Science (LNCS), pp. 84-96.
    • Proc. Mach. Learn.: ECML'02 , pp. 84-96
    • Engel, Y.1    Mannor, S.2    Meir, R.3
  • 18
    • 3543096272 scopus 로고    scopus 로고
    • The Kernel recursive least-squares algorithm
    • Aug.
    • Y. Engel, S. Mannor, and R. Meir, "The Kernel recursive least-squares algorithm," IEEE Trans. Signal Process., vol. 52, no. 8, pp. 2275-2285, Aug. 2004.
    • (2004) IEEE Trans. Signal Process. , vol.52 , Issue.8 , pp. 2275-2285
    • Engel, Y.1    Mannor, S.2    Meir, R.3
  • 20
    • 3142695111 scopus 로고    scopus 로고
    • Hybrid HMM/ANN Systems for Speech Recognition: Overview and New Research Directions
    • Adaptive Processing of Sequences and Data Structures
    • H. Bourlard and N. Morgan, "Hybrid HMM/ANN systems for speech recognition: Overview and new research directions," in Adaptive Processing of Sequences and Data Structures. Berlin/Heidelberg, Germany: Springer-Verlag, 1998, vol. 1387/1998, Lecture Notes in Computer Science (LNCS), pp. 389-417. (Pubitemid 128056038)
    • (1998) Lecture Notes in Computer Science , Issue.1387 , pp. 389-417
    • Bourlard, H.1    Morgan, N.2
  • 21
    • 0030355964 scopus 로고    scopus 로고
    • An incremental speaker-adaptation technique for hybrid HMM-MLP recognizer
    • Philadelphia, PA, Oct.
    • J. P. Neto, C. Martins, and L. B. Almeida, "An incremental speaker-adaptation technique for hybrid HMM-MLP recognizer," in Proc. Fourth Int. Conf. Spoken Lang. Process. (ICSLP 1996), Philadelphia, PA, Oct. 1996, vol. 3, pp. 1293-1296.
    • (1996) Proc. Fourth Int. Conf. Spoken Lang. Process. (ICSLP 1996) , vol.3 , pp. 1293-1296
    • Neto, J.P.1    Martins, C.2    Almeida, L.B.3
  • 23
    • 34548012893 scopus 로고    scopus 로고
    • Linear hidden transformations for adaptation of hybrid ANN/HMM models
    • DOI 10.1016/j.specom.2006.11.005, PII S0167639306001786
    • R. Gemello, F. Mana, S. Scanzio, P. Laface, and R. De Mori, "Linear hidden transformations for adaptation of hybrid ANN/HMM models," Speech Commun., vol. 49, no. 10-11, pp. 827-835, Oct. 2007. (Pubitemid 47277472)
    • (2007) Speech Communication , vol.49 , Issue.10-11 , pp. 827-835
    • Gemello, R.1    Mana, F.2    Scanzio, S.3    Laface, P.4    De Mori, R.5
  • 24
    • 84863764748 scopus 로고    scopus 로고
    • Spectro-temporal features for automatic speech recognition using linear prediction in spectral domain
    • Lausanne, Switzerland, Aug.
    • S. Thomas, S. Ganapathy, and H. Hermansky, "Spectro-temporal features for automatic speech recognition using linear prediction in spectral domain," in Proc. 16th Eur. Signal Process. Conf. (EUSIPCO 2008), Lausanne, Switzerland, Aug. 2008.
    • (2008) Proc. 16th Eur. Signal Process. Conf. (EUSIPCO 2008)
    • Thomas, S.1    Ganapathy, S.2    Hermansky, H.3
  • 25
    • 58649102246 scopus 로고    scopus 로고
    • Modulation frequency features for phoneme recognition in noisy speech
    • Jan.
    • S. Ganapathy, S. Thomas, and H. Hermansky, "Modulation frequency features for phoneme recognition in noisy speech," J. Acoust. Soc. Amer., vol. 125, no. 1, pp. EL8-EL12, Jan. 2009.
    • (2009) J. Acoust. Soc. Amer. , vol.125 , Issue.1
    • Ganapathy, S.1    Thomas, S.2    Hermansky, H.3
  • 27
    • 34249932867 scopus 로고    scopus 로고
    • Articulatory feature recognition using dynamic Bayesian networks
    • DOI 10.1016/j.csl.2007.03.002, PII S0885230807000204
    • J. Frankel, M. Wester, and S. King, "Articulatory feature recognition using dynamic Bayesian networks," Comput. Speech Lang., vol. 21, no. 4, pp. 620-640, Oct. 2007. (Pubitemid 46880190)
    • (2007) Computer Speech and Language , vol.21 , Issue.4 , pp. 620-640
    • Frankel, J.1    Wester, M.2    King, S.3
  • 29
    • 84857498367 scopus 로고    scopus 로고
    • Scaling up: Learning large-scale recognition methods from small-scale recognition tasks
    • Maui, HI Jan.
    • N. Morgan, B. Y. Chen, Q. Zhu, and A. Stolcke, "Scaling up: Learning large-scale recognition methods from small-scale recognition tasks," in Proc. Special Workshop (SWIM), Maui, HI, Jan. 2004.
    • (2004) Proc. Special Workshop (SWIM)
    • Morgan, N.1    Chen, B.Y.2    Zhu, Q.3    Stolcke, A.4
  • 31
    • 84867206109 scopus 로고    scopus 로고
    • Incorporating acoustical modelling of phone transitions in an hybrid ANN/HMM speech recognizer
    • Brisbane, Australia Sep.
    • A. Abad and J. Neto, "Incorporating acoustical modelling of phone transitions in an hybrid ANN/HMM speech recognizer," in Proc. 9th Annu. Conf. Int. Speech Commun. Assoc. (Interspeech '08), Brisbane, Australia, Sep. 2008, pp. 2394-2397.
    • (2008) Proc. 9th Annu. Conf. Int. Speech Commun. Assoc. (Interspeech '08) , pp. 2394-2397
    • Abad, A.1    Neto, J.2
  • 42
    • 3543087978 scopus 로고    scopus 로고
    • Applications of support vector machines to speech recognition
    • Aug.
    • A. Ganapathiraju, J. E. Hamaker, and J. Picone, "Applications of support vector machines to speech recognition," IEEE Trans. Signal Process., vol. 52, no. 8, pp. 2348-2355, Aug. 2004.
    • (2004) IEEE Trans. Signal Process. , vol.52 , Issue.8 , pp. 2348-2355
    • Ganapathiraju, A.1    Hamaker, J.E.2    Picone, J.3
  • 45
    • 84867219030 scopus 로고    scopus 로고
    • Implicit state-tying for support vector machines based speech recognition
    • Brisbane, Australia Sep.
    • D. Bolaños and W. Ward, "Implicit state-tying for support vector machines based speech recognition," in Proc. 9th Annu. Conf. Int. Speech Commun. Assoc. (Interspeech '08), Brisbane, Australia, Sep. 2008, pp. 924-927.
    • (2008) Proc. 9th Annu. Conf. Int. Speech Commun. Assoc. (Interspeech '08) , pp. 924-927
    • Bolaños, D.1    Ward, W.2
  • 49
    • 0000874557 scopus 로고
    • Theoretical foundations of the potential function method in pattern recognition learning
    • M. A. Aizerman, E. M. Braverman, and L. I. Rozonoer, "Theoretical foundations of the potential function method in pattern recognition learning," Autom. Remote Control, vol. 25, pp. 821-837, 1964.
    • (1964) Autom. Remote Control , vol.25 , pp. 821-837
    • Aizerman, M.A.1    Braverman, E.M.2    Rozonoer, L.I.3
  • 51
    • 0010442827 scopus 로고    scopus 로고
    • On the algorithmic implementation of multiclass kernel-based vector machines
    • K. Crammer and Y. Singer, "On the algorithmic implementation of multiclass kernel-based vector machines," J. Mach. Learn. Res., vol. 2, no. 5, pp. 265-292, 2001.
    • (2001) J. Mach. Learn. Res. , vol.2 , Issue.5 , pp. 265-292
    • Crammer, K.1    Singer, Y.2
  • 52
    • 2142775432 scopus 로고    scopus 로고
    • Multicategory support vector machines: Theory and application to the classification of microarray data and satellite radiance data
    • Y. Lee, Y. Lin, and G. Wahba, "Multicategory support vector machines: Theory and application to the classification of microarray data and satellite radiance data," J. Amer. Statist. Assoc., vol. 99, no. 465, pp. 67-81, Mar. 2004. (Pubitemid 38545195)
    • (2004) Journal of the American Statistical Association , vol.99 , Issue.465 , pp. 67-81
    • Lee, Y.1    Lin, Y.2    Wahba, G.3
  • 53
    • 84888364466 scopus 로고    scopus 로고
    • Large margin DAGs for multiclass classification
    • S.A.Solla, T. K. Leen, and K.-R. Müller, Eds. Cambridge, MA: MIT Press
    • J. C. Platt, N. Cristianini, and J. Shawe-Taylor, "Large margin DAGs for multiclass classification," in Advances in Neural Information Processing Systems, S.A.Solla, T. K. Leen, and K.-R. Müller, Eds. Cambridge, MA: MIT Press, 2000, vol. 12, pp. 547-553.
    • (2000) Advances in Neural Information Processing Systems , vol.12 , pp. 547-553
    • Platt, J.C.1    Cristianini, N.2    Shawe-Taylor, J.3
  • 54
    • 0000406788 scopus 로고
    • Solving multiclass learning problems via error-correcting output codes
    • T. G. Dietterich and G. Bakiri, "Solving multiclass learning problems via error-correcting output codes," J. Artif. Intell. Res., vol. 2, no. 1, pp. 263-286, 1995.
    • (1995) J. Artif. Intell. Res. , vol.2 , Issue.1 , pp. 263-286
    • Dietterich, T.G.1    Bakiri, G.2
  • 55
    • 24044435942 scopus 로고    scopus 로고
    • Reducing multiclass to binary: A unifying approach for margin classifiers
    • E. L. Allwein, R. E. Schapire, and Y. Singer, "Reducing multiclass to binary: A unifying approach for margin classifiers," J. Mach. Learn. Res., vol. 1, pp. 113-141, 2000. (Pubitemid 33738778)
    • (2001) Journal of Machine Learning Research , vol.1 , Issue.2 , pp. 113-141
    • Allwein, E.L.1    Schapire, R.E.2    Singer, Y.3
  • 56
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multiclass support vector machines
    • DOI 10.1109/72.991427, PII S1045922702018052
    • C. W. Hsu and C.-J. Lin, "A comparison of methods for multiclass support vector machines," IEEE Trans. Neural Netw., vol. 13, no. 2, pp. 415-425, Mar. 2002. (Pubitemid 34475042)
    • (2002) IEEE Transactions on Neural Networks , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.-W.1    Lin, C.-J.2
  • 58
    • 0003243224 scopus 로고    scopus 로고
    • Probabilities for SV machines
    • Cambridge, MA: MIT Press
    • J. C. Platt, "Probabilities for SV machines," in Advances in Large Margin Classifiers. Cambridge, MA: MIT Press, 2000, pp. 61-74.
    • (2000) Advances in Large Margin Classifiers , pp. 61-74
    • Platt, J.C.1
  • 59
    • 51349159085 scopus 로고    scopus 로고
    • Probability estimates for multi-class classification by pairwise coupling
    • T.-F. Wu, C.-J. Lin, and R. C. Weng, "Probability estimates for multi-class classification by pairwise coupling," J. Mach. Learn. Res., vol. 5, pp. 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
  • 60
    • 38449101377 scopus 로고    scopus 로고
    • An empirical study of the behavior of classifiers on imbalanced and overlapped data sets
    • Berlin/Heidelberg, Germany: Springer-Verlag 2008, 4756/ Lecture Notes in Computer Science (LNCS)
    • V. García, J. Sánchez, and R. Mollineda, "An empirical study of the behavior of classifiers on imbalanced and overlapped data sets," in Progress in Pattern Recognition, Image Analysis and Applications. Berlin/Heidelberg, Germany: Springer-Verlag, 2008, vol. 4756/2008, Lecture Notes in Computer Science (LNCS), pp. 397-406.
    • (2008) Progress in Pattern Recognition, Image Analysis and Applications , pp. 397-406
    • García, V.1    Sánchez, J.2    Mollineda, R.3
  • 61
    • 50549099450 scopus 로고    scopus 로고
    • Guest editorial: Special issue on utility-based data mining
    • Oct.
    • G. M. Weiss, B. Zadrozny, and M. Saar-Tsechansky, "Guest editorial: Special issue on utility-based data mining," Data Mining Knowl. Disc., vol. 17, no. 2, pp. 129-135, Oct. 2008.
    • (2008) Data Mining Knowl. Disc. , vol.17 , Issue.2 , pp. 129-135
    • Weiss, G.M.1    Zadrozny, B.2    Saar-Tsechansky, M.3
  • 62
    • 64049108468 scopus 로고    scopus 로고
    • Exploratory under-sampling for class-imbalance learning
    • Man, Cybern. B: Cy-bern. Apr.
    • X.-Y. Liu, J. Wu, and Z.-H. Zhou, "Exploratory under-sampling for class-imbalance learning," IEEE Trans. Syst., Man, Cybern. B: Cy-bern., vol. 39, no. 2, pp. 539-550, Apr. 2009.
    • (2009) IEEE Trans. Syst , vol.39 , Issue.2 , pp. 539-550
    • Liu, X.-Y.1    Wu, J.2    Zhou, Z.-H.3
  • 63
    • 33646175727 scopus 로고    scopus 로고
    • Training HMM/ANN hybrid speech recognizers by probabilistic sampling
    • Berlin/Heidelberg, Germany, 2005 3696/ Lecture Notes in Computer Science (LNCS)
    • L. Tóth and A. Kocsor, "Training HMM/ANN hybrid speech recognizers by probabilistic sampling," in Proc. Artif. Neural Netw.: Biol. Inspirations (ICANN 2005), Berlin/Heidelberg, Germany, 2005, vol. 3696/2005, Lecture Notes in Computer Science (LNCS), pp. 597-603.
    • (2005) Proc. Artif. Neural Netw.: Biol. Inspirations (ICANN 2005) , pp. 597-603
    • Tóth, L.1    Kocsor, A.2
  • 66
  • 67
    • 0035426280 scopus 로고    scopus 로고
    • SVC-based equalizer for burst TDMA transmissions
    • DOI 10.1016/S0165-1684(01)00079-2, PII S0165168401000792
    • F. Pérez-Cruz, A. Navia-Vázquez, P. L. Alarcón- Diana, and A. Artés-Rodríguez, "SVC-based equalizer for burst TDMA transmissions," Signal Process., vol. 81, no. 8, pp. 1681-1693, Aug. 2001. (Pubitemid 32694055)
    • (2001) Signal Processing , vol.81 , Issue.8 , pp. 1681-1693
    • Perez-Cruz, F.1    Navia-Vazquez, A.2    Alarcon-Diana, P.L.3    Artes-Rodriguez, A.4
  • 68
    • 14544283334 scopus 로고    scopus 로고
    • Convergence of the IRWLS procedure to the support vector machine solution
    • DOI 10.1162/0899766052530875
    • F. Pérez-Cruz, C. Bousoño-Calzón, and A. Artés-Rodríguez, "Convergence of the IRWLS procedure tothe support vector machine solution," Neural Comput., vol. 17, no. 1, pp. 7-18, Jan. 2005. (Pubitemid 40305880)
    • (2005) Neural Computation , vol.17 , Issue.1 , pp. 7-18
    • Perez-Cruz, F.1    Bousono-Calzon, C.2    Artes-Rodriguez, A.3
  • 70
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C. J. C. Burges, "A tutorial on support vector machines for pattern recognition," Data Mining Knowl. Disc., vol. 2, pp. 121-167, 1998. (Pubitemid 128695475)
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 72
    • 0015000439 scopus 로고
    • Some results on Tchebycheffian spline function
    • Jan.
    • G. Kimeldorf and G. Wahba, "Some results on Tchebycheffian spline function," J. Math. Anal. Applicat., vol. 33, no. 1, pp. 82-95, Jan. 1971.
    • (1971) J. Math. Anal. Applicat. , vol.33 , Issue.1 , pp. 82-95
    • Kimeldorf, G.1    Wahba, G.2
  • 73
    • 84898957872 scopus 로고    scopus 로고
    • Improving the accuracy and speed of support vector machines
    • M. C. Mozer, M. I. Jordan, and T. Petsche, Eds. Cambridge, MA: MIT Press
    • C. J. C. Burges and B. Schölkopf, "Improving the accuracy and speed of support vector machines," in Advances in Neural Information Processing Systems, M. C. Mozer, M. I. Jordan, and T. Petsche, Eds. Cambridge, MA: MIT Press, 1997, vol. 9, pp. 375-381.
    • (1997) Advances in Neural Information Processing Systems , vol.9 , pp. 375-381
    • Burges, C.J.C.1    Schölkopf, B.2
  • 74
    • 77949355223 scopus 로고    scopus 로고
    • M.Sc., University of Illinois at Urbana-Champaign, Graduate College, Urbana, IL, USA
    • S. E. Borys, "An SVM Front End Landmark Speech Recognition System," M.Sc., University of Illinois at Urbana-Champaign, Graduate College, Urbana, IL, USA, 2008.
    • (2008) An SVM Front End Landmark Speech Recognition System
    • Borys, S.E.1
  • 75
    • 73549088063 scopus 로고    scopus 로고
    • Bounded kernel-based online learning
    • F. Orabona, J. Keshet, and B. Caputo, "Bounded kernel-based online learning," J. Mach. Learn. Res., vol. 10, pp. 2643-2666, 2009.
    • (2009) J. Mach. Learn. Res. , vol.10 , pp. 2643-2666
    • Orabona, F.1    Keshet, J.2    Caputo, B.3
  • 76
    • 0003873667 scopus 로고    scopus 로고
    • SpeechDat Spanish database for fixed telephone network
    • Barcelona, Spain
    • A. Moreno, "SpeechDat Spanish database for fixed telephone network," Tech. Rep. Univ. Politecnica de Catalunya, Barcelona, Spain, 1997.
    • (1997) Tech. Rep. Univ. Politecnica de Catalunya
    • Moreno, A.1
  • 77
    • 0027623210 scopus 로고
    • Assessment for automatic speech recognition: II. NOISEX-92: A database and an experiment to study the effect of additive noise on speech recognition systems
    • A. Varga and H. J. M. Steeneken, "Assessment for automatic speech recognition: II. NOISEX-92: A database and an experiment to study the effect of additive noise on speech recognition systems," Speech Commun., vol. 12, no. 3, pp. 247-251, 1993.
    • (1993) Speech Commun. , vol.12 , Issue.3 , pp. 247-251
    • Varga, A.1    Steeneken, H.J.M.2
  • 82
    • 84898948585 scopus 로고    scopus 로고
    • Max-margin Markov networks
    • S. Thrun L. Saul, and B. Schölkopf, Eds. Cambridge, MA MIT Press
    • B. Taskar, C. Guestrin, andD. Koller, "Max-margin Markov networks," in Advances in Neural Information Processing Systems, S. Thrun, L. Saul, and B. Schölkopf, Eds. Cambridge, MA: MIT Press, 2004, vol. 16.
    • (2004) Advances in Neural Information Processing Systems , vol.16
    • Taskar, B.1    Guestrin, C.2    Koller, D.3
  • 83
    • 84857472364 scopus 로고    scopus 로고
    • Kernel conditional graphical models
    • F. Bakir, T. Hofmann, B. Schölkopf, A. J. Smola, B. Taskar, and S. V. N. Vish-wanathan, Eds. Cambridge, MA: MIT Press
    • F. Pérez-Cruz, Z. Ghahramani, and M. Pontil, "Kernel conditional graphical models," in Predicting Structured Data, F. Bakir, T. Hofmann, B. Schölkopf, A. J. Smola, B. Taskar, and S. V. N. Vish-wanathan, Eds. Cambridge, MA: MIT Press, 2007, pp. 265-282.
    • (2007) Predicting Structured Data , pp. 265-282
    • Pérez-Cruz, F.1    Ghahramani, Z.2    Pontil, M.3


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