메뉴 건너뛰기




Volumn , Issue , 2009, Pages

A spectral algorithm for learning hidden Markov models

Author keywords

[No Author keywords available]

Indexed keywords

CRYPTOGRAPHIC ASSUMPTIONS; DISCRETE TIME SERIES; HIDDEN MARKOV MODELS (HMMS); MATRIX MULTIPLICATION; NATURAL LANGUAGE PROCESSING; SEPARATION CONDITION; SPECTRAL ALGORITHM; SPECTRAL PROPERTIES;

EID: 84898066687     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (124)

References (26)
  • 1
    • 0141688288 scopus 로고    scopus 로고
    • Linear optimal prediction and innovations representations of hidden Markov models
    • S. Andersson, T. Ryden, and R. Johansson. Linear optimal prediction and innovations representations of hidden markov models. Stochastic Processes and their Applications, 108: 131-149, 2003.
    • (2003) Stochastic Processes and their Applications , vol.108 , pp. 131-149
    • Andersson, S.1    Ryden, T.2    Johansson, R.3
  • 2
    • 84965063004 scopus 로고
    • An inequality with applications to statistical estimation for probabilistic functions of Markov processes and to a model for ecology
    • Leonard E. Baum and J.A. Eagon. An inequality with applications to statistical estimation for probabilistic functions of Markov processes and to a model for ecology. Bull. Amer. Math. Soc., 73(3): 360-363, 1967.
    • (1967) Bull. Amer. Math. Soc. , vol.73 , Issue.3 , pp. 360-363
    • Baum, L.E.1    Eagon, J.A.2
  • 3
    • 0000353178 scopus 로고
    • George soules, and norman weiss. A maximization technique occurring in the statistical analysis of probabilistic functions of Markov chains
    • Leonard E. Baum, Ted Petrie. George Soules, and Norman Weiss. A maximization technique occurring in the statistical analysis of probabilistic functions of Markov chains. Annals of Mathematical Statistics, 41(1): 164-171, 1970.
    • (1970) Annals of Mathematical Statistics , vol.41 , Issue.1 , pp. 164-171
    • Baum, L.E.1    Petrie, T.2
  • 4
    • 57949105623 scopus 로고    scopus 로고
    • Isotropic PCA and affine-invariant clustering
    • S. Charles Brubaker and Santosh Vempala. Isotropic PCA and affine-invariant clustering. In FOCS, 2008.
    • (2008) FOCS
    • Charles Brubaker, S.1    Vempala, S.2
  • 6
    • 0015018335 scopus 로고
    • Realization by stochastic finite automaton
    • J.W. Carlyle and A. Paz. Realization by stochastic finite automaton. J. Comput. Syst. Sci., 5: 26-40, 1971.
    • (1971) J. Comput. Syst. Sci. , vol.5 , pp. 26-40
    • Carlyle, J.W.1    Paz, A.2
  • 7
    • 84898062517 scopus 로고    scopus 로고
    • Learning mixtures of product distributions using correlations and independence
    • Kamalika Chaudhuri and Satish Rao. Learning mixtures of product distributions using correlations and independence. In COLT, 2008.
    • (2008) COLT
    • Chaudhuri, K.1    Rao, S.2
  • 8
    • 84863403791 scopus 로고    scopus 로고
    • Learning mixutres of gaus-sians
    • Sanjoy Dasgupta. Learning mixutres of Gaus-sians. In FOCS, 1999.
    • (1999) FOCS
    • Dasgupta, S.1
  • 10
    • 33847128516 scopus 로고    scopus 로고
    • A probabilistic analysis of EM for mixtures of separated, spherical Gaussians
    • (Feb)
    • Sanjoy Dasgupta and Leonard Schulman. A probabilistic analysis of EM for mixtures of separated, spherical Gaussians. JMLR, 8(Feb): 203-226, 2007.
    • (2007) JMLR , vol.8 , pp. 203-226
    • Dasgupta, S.1    Schulman, L.2
  • 11
    • 33750367918 scopus 로고    scopus 로고
    • Planning in POMDPs using multiplicity automata
    • Eyal Even-Dar, Sham M. Kakade, and Yishay Mansour. Planning in POMDPs using multiplicity automata. In UAI, 2005.
    • (2005) UAI
    • Even-Dar, E.1    Kakade, S.M.2    Mansour, Y.3
  • 12
    • 57749178383 scopus 로고    scopus 로고
    • The value of observation for monitoring dynamic systems
    • Eyal Even-Dar, Sham M. Kakade, and Yishay Mansour. The value of observation for monitoring dynamic systems. In IJCAI, 2007.
    • (2007) IJCAI
    • Even-Dar, E.1    Kakade, S.M.2    Mansour, Y.3
  • 13
    • 0000692177 scopus 로고
    • Matrices deHankel
    • M. Fliess. Matrices deHankel. J. Math. Pures Appl., 53: 197-222, 1974.
    • (1974) J. Math. Pures Appl. , vol.53 , pp. 197-222
    • Fliess, M.1
  • 15
    • 0034198996 scopus 로고    scopus 로고
    • Observable operator models for discrete stochastic time series
    • Herbert Jaeger. Observable operator models for discrete stochastic time series. Neural Comput., 12(6), 2000.
    • (2000) Neural Comput. , vol.12 , Issue.6
    • Jaeger, H.1
  • 20
    • 33746918412 scopus 로고    scopus 로고
    • Learning nonsingular phylogenies and hidden Markov models
    • E. Mossel and S. Roch. Learning nonsingular phylogenies and hidden Markov models. Annals of Applied Probability, 16(2): 583-614, 2006.
    • (2006) Annals of Applied Probability , vol.16 , Issue.2 , pp. 583-614
    • Mossel, E.1    Roch, S.2
  • 22
    • 50549180615 scopus 로고
    • On the definition of a family of automata
    • M.P. Schützenberger. On the definition of a family of automata. Inf. Control, 4: 245-270, 1961.
    • (1961) Inf. Control , vol.4 , pp. 245-270
    • Schützenberger, M.P.1
  • 24
    • 0036957867 scopus 로고    scopus 로고
    • A spectral algorithm for learning mixtures of distributions
    • Santosh Vempala and Grant Wang. A spectral algorithm for learning mixtures of distributions. In FOCS, 2002.
    • (2002) FOCS
    • Vempala, S.1    Wang, G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.