메뉴 건너뛰기




Volumn 12, Issue 2, 2011, Pages 466-475

Variational inference for infinite mixtures of Gaussian processes with applications to traffic flow prediction

Author keywords

Bayesian learning; Dirichlet process; Gaussian process; traffic flow prediction; variational inference

Indexed keywords

BAYESIAN LEARNING; DIRICHLET PROCESS; GAUSSIAN PROCESSES; TRAFFIC FLOW PREDICTION; VARIATIONAL INFERENCE;

EID: 79958135902     PISSN: 15249050     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITS.2010.2093575     Document Type: Conference Paper
Times cited : (133)

References (30)
  • 2
    • 84898983832 scopus 로고    scopus 로고
    • Mixtures of Gaussian processes
    • V. Tresp, "Mixtures of Gaussian processes", Adv. Neural Inf. Process. Syst., vol. 13, pp. 654-660, 2001.
    • (2001) Adv. Neural. Inf. Process. Syst. , vol.13 , pp. 654-660
    • Tresp, V.1
  • 4
    • 84858766481 scopus 로고    scopus 로고
    • An alternative infinite mixture of Gaussian process experts
    • E. Meeds and S. Osindero, "An alternative infinite mixture of Gaussian process experts", Adv. Neural Inf. Process. Syst., vol. 18, pp. 883-890, 2006.
    • (2006) Adv. Neural. Inf. Process. Syst. , vol.18 , pp. 883-890
    • Meeds, E.1    Osindero, S.2
  • 5
    • 0001940458 scopus 로고
    • Adaptive mixture of local experts
    • Spring
    • R. A. Jacobs, M. I. Jordan, and G. E. Hinton, "Adaptive mixture of local experts", Neural Comput., vol. 3, no. 1, pp. 79-87, Spring 1991.
    • (1991) Neural. Comput. , vol.3 , Issue.1 , pp. 79-87
    • Jacobs, R.A.1    Jordan, M.I.2    Hinton, G.E.3
  • 7
    • 84858771540 scopus 로고    scopus 로고
    • Variational mixture of Gaussian process experts
    • C. Yuan and C. Neubauer, "Variational mixture of Gaussian process experts", Adv. Neural Inf. Process. Syst., vol. 21, pp. 1897-1904, 2009.
    • (2009) Adv. Neural. Inf. Process. Syst. , vol.21 , pp. 1897-1904
    • Yuan, C.1    Neubauer, C.2
  • 9
    • 65749118363 scopus 로고    scopus 로고
    • Graphical models, exponential families, and variational inference
    • M. J. Wainwright and M. I. Jordan, "Graphical models, exponential families, and variational inference", Found. Trends Mach. Learn., vol. 1, no. 1/2, pp. 1-305, 2008.
    • (2008) Found. Trends Mach. Learn. , vol.1 , Issue.1-2 , pp. 1-305
    • Wainwright, M.J.1    Jordan, M.I.2
  • 10
    • 33644989492 scopus 로고    scopus 로고
    • A Bayesian network approach to traffic flow forecasting
    • Mar.
    • S. Sun, C. Zhang, and G. Yu, "A Bayesian network approach to traffic flow forecasting", IEEE Trans. Intell. Transp. Syst., vol. 7, no. 1, pp. 124-132, Mar. 2006.
    • (2006) IEEE Trans. Intell. Transp. Syst. , vol.7 , Issue.1 , pp. 124-132
    • Sun, S.1    Zhang, C.2    Yu, G.3
  • 12
    • 0001120413 scopus 로고
    • A Bayesian analysis of some nonparametric problems
    • Mar.
    • T. Ferguson, "A Bayesian analysis of some nonparametric problems", Ann. Statist., vol. 1, no. 2, pp. 209-230, Mar. 1973.
    • (1973) Ann. Statist. , vol.1 , Issue.2 , pp. 209-230
    • Ferguson, T.1
  • 13
    • 33749249312 scopus 로고    scopus 로고
    • Hierarchical dirichlet processes
    • Dec.
    • Y. W. Teh, M. I. Jordan, M. J. Beal, and D. M. Blei, "Hierarchical Dirichlet processes", J. Amer. Stat. Assoc., vol. 101, no. 476, pp. 1566-1581, Dec. 2006.
    • (2006) J. Amer. Stat. Assoc. , vol.101 , Issue.476 , pp. 1566-1581
    • Teh, Y.W.1    Jordan, M.I.2    Beal, M.J.3    Blei, D.M.4
  • 14
    • 84867186048 scopus 로고    scopus 로고
    • Variational inference for Dirichlet process mixtures
    • D. M. Blei and M. I. Jordan, "Variational inference for Dirichlet process mixtures", Bayesian Anal., vol. 1, no. 1, pp. 121-144, 2006.
    • (2006) Bayesian Anal. , vol.1 , Issue.1 , pp. 121-144
    • Blei, D.M.1    Jordan, M.I.2
  • 15
    • 0000720609 scopus 로고
    • A constructive definition of Dirichlet priors
    • J. Sethuraman, "A constructive definition of Dirichlet priors", Stat. Sinica, vol. 4, pp. 639-650, 1994.
    • (1994) Stat. Sinica , vol.4 , pp. 639-650
    • Sethuraman, J.1
  • 16
    • 79955803023 scopus 로고    scopus 로고
    • The infinite Gaussian mixture model
    • C. E. Rasmussen, "The infinite Gaussian mixture model", Adv. Neural Inf. Process. Syst., vol. 12, pp. 554-560, 2000.
    • (2000) Adv. Neural. Inf. Process. Syst. , vol.12 , pp. 554-560
    • Rasmussen, C.E.1
  • 19
    • 0001927585 scopus 로고
    • On information and sufficiency
    • Mar.
    • S. Kullback and R. A. Leibler, "On information and sufficiency", Ann. Math. Stat., vol. 22, no. 1, pp. 79-86, Mar. 1951.
    • (1951) Ann. Math. Stat. , vol.22 , Issue.1 , pp. 79-86
    • Kullback, S.1    Leibler, R.A.2
  • 20
    • 1842816362 scopus 로고    scopus 로고
    • Gibbs sampling methods for stick-breaking priors
    • Mar.
    • J. Ishwaran and L. James, "Gibbs sampling methods for stick-breaking priors", J. Amer. Stat. Assoc., vol. 96, no. 453, pp. 161-174, Mar. 2001.
    • (2001) J. Amer. Stat. Assoc. , vol.96 , Issue.453 , pp. 161-174
    • Ishwaran, J.1    James, L.2
  • 23
    • 77956217715 scopus 로고    scopus 로고
    • Dirichlet processes
    • Berlin, Germany: Springer-Verlag
    • Y. W. Teh, "Dirichlet processes", in Encyclopedia of Machine Learning. Berlin, Germany: Springer-Verlag, 2010.
    • (2010) Encyclopedia of Machine Learning
    • Teh, Y.W.1
  • 25
    • 34249888176 scopus 로고    scopus 로고
    • The selective random subspace predictor for traffic flow forecasting
    • DOI 10.1109/TITS.2006.888603
    • S. Sun and C. Zhang, "The selective random subspace predictor for traffic flow forecasting", IEEE Trans. Intell. Transp. Syst., vol. 8, no. 2, pp. 367-373, Jun. 2007. (Pubitemid 46873217)
    • (2007) IEEE Transactions on Intelligent Transportation Systems , vol.8 , Issue.2 , pp. 367-373
    • Sun, S.1    Zhang, C.2
  • 26
    • 77649244338 scopus 로고    scopus 로고
    • Building an intellectual highway for ITS research and development
    • Mar.
    • F.-Y. Wang, "Building an intellectual highway for ITS research and development", IEEE Trans. Intell. Transp. Syst., vol. 11, no. 1, pp. 2-3, Mar. 2010.
    • (2010) IEEE Trans. Intell. Transp. Syst. , vol.11 , Issue.1 , pp. 2-3
    • Wang, F.-Y.1
  • 28
    • 77953120079 scopus 로고    scopus 로고
    • A simplified estimation scheme for the number of vehicles in signalized links
    • Jun.
    • G. Vigos and M. Papageorgiou, "A simplified estimation scheme for the number of vehicles in signalized links", IEEE Trans. Intell. Transp. Syst., vol. 11, no. 2, pp. 312-321, Jun. 2010.
    • (2010) IEEE Trans. Intell. Transp. Syst. , vol.11 , Issue.2 , pp. 312-321
    • Vigos, G.1    Papageorgiou, M.2
  • 29
    • 77956338565 scopus 로고    scopus 로고
    • Parallel control and management for intelligent transportation systems: Concepts, architectures, and applications
    • Sep.
    • F.-Y. Wang, "Parallel control and management for intelligent transportation systems: Concepts, architectures, and applications", IEEE Trans. Intell. Transp. Syst., vol. 11, no. 3, pp. 630-638, Sep. 2010.
    • (2010) IEEE Trans. Intell. Transp. Syst. , vol.11 , Issue.3 , pp. 630-638
    • Wang, F.-Y.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.