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Volumn 31, Issue 9, 2012, Pages 871-886

A mixed non-homogeneous hidden Markov model for categorical data, with application to alcohol consumption

Author keywords

Longitudinal data; Mixed hidden Markov models; Penalized NPML; Random effects models

Indexed keywords

ACCURACY; ALCOHOL ABUSE; ALCOHOL CONSUMPTION; ARTICLE; FINITE ELEMENT ANALYSIS; HIDDEN MARKOV MODEL; HUMAN; INTERMETHOD COMPARISON; LEARNING ALGORITHM; MATHEMATICAL COMPUTING; MATHEMATICAL MODEL; MAXIMUM LIKELIHOOD METHOD; NONPARAMETRIC TEST; OUTCOME ASSESSMENT; PROBABILITY; PROCESS DEVELOPMENT; PROCESS MODEL; PROCESS OPTIMIZATION; SAMPLE SIZE; STATISTICAL DISTRIBUTION; VALIDATION PROCESS;

EID: 84859613477     PISSN: 02776715     EISSN: 10970258     Source Type: Journal    
DOI: 10.1002/sim.4478     Document Type: Article
Times cited : (56)

References (33)
  • 1
    • 0000342467 scopus 로고
    • Statistical inference for probabilistic functions of finite state Markov chains
    • Baum LE, Petrie T. Statistical inference for probabilistic functions of finite state Markov chains. Annals of Mathematical Statistics 1966; 37:1559-1563.
    • (1966) Annals of Mathematical Statistics , vol.37 , pp. 1559-1563
    • Baum, L.E.1    Petrie, T.2
  • 2
    • 3142564766 scopus 로고    scopus 로고
    • The analysis of hospital infection data using hidden Markov models
    • Cooper B, Lipsitch M. The analysis of hospital infection data using hidden Markov models. Biostatistics 2004; 5:223-237.
    • (2004) Biostatistics , vol.5 , pp. 223-237
    • Cooper, B.1    Lipsitch, M.2
  • 3
    • 23244447194 scopus 로고    scopus 로고
    • Application of hidden Markov models to multiple sclerosis lesion count data
    • Altman RJ, Petkau AJ. Application of hidden Markov models to multiple sclerosis lesion count data. Statistics in Medicine 2005; 24:2335-2344.
    • (2005) Statistics in Medicine , vol.24 , pp. 2335-2344
    • Altman, R.J.1    Petkau, A.J.2
  • 4
    • 61349132945 scopus 로고    scopus 로고
    • A time vary hidden Markov model with latent information
    • Otranto E. A time vary hidden Markov model with latent information. Statistical Modelling 2005; 8:347-366.
    • (2005) Statistical Modelling , vol.8 , pp. 347-366
    • Otranto, E.1
  • 5
    • 33947231297 scopus 로고    scopus 로고
    • Mixed hidden Markov models: an extension of the hidden Markov model to the longitudinal setting
    • Altman RJ. Mixed hidden Markov models: an extension of the hidden Markov model to the longitudinal setting. Journal of the American Statistical Association 2007; 102:201-210.
    • (2007) Journal of the American Statistical Association , vol.102 , pp. 201-210
    • Altman, R.J.1
  • 7
    • 84879594395 scopus 로고    scopus 로고
    • Mixture hidden Markov models in finance research
    • Fink A, Berthold L, Seidel W, Ultsch A (eds). Springer: Berlin, Heidelberg
    • Dias JG, Vermunt JK, Ramos S. Mixture hidden Markov models in finance research. In Advances in Data Analysis, Data Handling and Business Intelligence, Fink A, Berthold L, Seidel W, Ultsch A (eds). Springer: Berlin, Heidelberg, 2010; 451-459.
    • (2010) Advances in Data Analysis, Data Handling and Business Intelligence , pp. 451-459
    • Dias, J.G.1    Vermunt, J.K.2    Ramos, S.3
  • 9
    • 0000353178 scopus 로고
    • A maximization technique occurring in the statistical analysis of probabilistic functions of Markov chains
    • Baum LE, Petrie T, Soules G, Weiss N. A maximization technique occurring in the statistical analysis of probabilistic functions of Markov chains. Annals of Mathematical Statistics 1970; 41:164-171.
    • (1970) Annals of Mathematical Statistics , vol.41 , pp. 164-171
    • Baum, L.E.1    Petrie, T.2    Soules, G.3    Weiss, N.4
  • 10
    • 74349108996 scopus 로고    scopus 로고
    • EM versus Markov chain Monte Carlo for estimation of hidden Markov models: a computational perspective
    • Rydén T. EM versus Markov chain Monte Carlo for estimation of hidden Markov models: a computational perspective. Bayesian Analysis 2008; 3:659-688.
    • (2008) Bayesian Analysis , vol.3 , pp. 659-688
    • Rydén, T.1
  • 11
    • 73949139622 scopus 로고    scopus 로고
    • Subspace estimation and prediction methods for hidden Markov models
    • Andersson S, Rydén T. Subspace estimation and prediction methods for hidden Markov models. Annals of Statistics 2009; 37:4131-4152.
    • (2009) Annals of Statistics , vol.37 , pp. 4131-4152
    • Andersson, S.1    Rydén, T.2
  • 14
    • 73549107020 scopus 로고    scopus 로고
    • Maximum likelihood computation for fitting semiparametric mixture models
    • Wang Y. Maximum likelihood computation for fitting semiparametric mixture models. Statistics and Computing 2010; 20:75-86.
    • (2010) Statistics and Computing , vol.20 , pp. 75-86
    • Wang, Y.1
  • 15
    • 84936016001 scopus 로고
    • Nonparametric maximum likelihood estimation of a mixing distribution
    • Laird N. Nonparametric maximum likelihood estimation of a mixing distribution. Journal of the American Statistical Association 1978; 73:805-811.
    • (1978) Journal of the American Statistical Association , vol.73 , pp. 805-811
    • Laird, N.1
  • 17
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz G. Estimating the dimension of a model. Annals of Statistics 1978; 6:461-464.
    • (1978) Annals of Statistics , vol.6 , pp. 461-464
    • Schwarz, G.1
  • 18
    • 21144475085 scopus 로고
    • Consistent estimation of a mixing distribution
    • Leroux BG. Consistent estimation of a mixing distribution. Annals of Statistics 1992; 20:1350-1360.
    • (1992) Annals of Statistics , vol.20 , pp. 1350-1360
    • Leroux, B.G.1
  • 21
    • 69249137534 scopus 로고    scopus 로고
    • The relationships of the level of response to alcohol and additional characteristics to alcohol use disorders across adulthood: a discrete-time survival analysis
    • Trim RS, Schuckit MA, Smith TL. The relationships of the level of response to alcohol and additional characteristics to alcohol use disorders across adulthood: a discrete-time survival analysis. Alcoholism: Clinical and Experimental Research 2009; 33:1562-1570.
    • (2009) Alcoholism: Clinical and Experimental Research , vol.33 , pp. 1562-1570
    • Trim, R.S.1    Schuckit, M.A.2    Smith, T.L.3
  • 22
    • 84859622984 scopus 로고    scopus 로고
    • Statistical methods for the analysis of alcohol and drug uses for young adults
    • Zhu L, Sun J, Wood P. Statistical methods for the analysis of alcohol and drug uses for young adults. Journal of Data Science 2009; 7:469-485.
    • (2009) Journal of Data Science , vol.7 , pp. 469-485
    • Zhu, L.1    Sun, J.2    Wood, P.3
  • 23
    • 61749084509 scopus 로고    scopus 로고
    • Multiple indicator hidden Markov model with an application to medical utilization data
    • Wall MM, Li R. Multiple indicator hidden Markov model with an application to medical utilization data. Statistics in Medicine 2009; 28:293-310.
    • (2009) Statistics in Medicine , vol.28 , pp. 293-310
    • Wall, M.M.1    Li, R.2
  • 24
    • 3042823950 scopus 로고    scopus 로고
    • Efficacy and safety of naltrexone and acamprosate in the treatment of alcohol dependence: a systematic review
    • Bouza C, Anegeles M, Munoz A, Amate JM. Efficacy and safety of naltrexone and acamprosate in the treatment of alcohol dependence: a systematic review. Addiction 2004; 99:811-828.
    • (2004) Addiction , vol.99 , pp. 811-828
    • Bouza, C.1    Anegeles, M.2    Munoz, A.3    Amate, J.M.4
  • 25
  • 27
    • 0034821702 scopus 로고    scopus 로고
    • Efficacy of Naltrexone and acamprosate for alcoholism treatment: a preliminary study
    • Kranzler HR, Van Kirk J. Efficacy of Naltrexone and acamprosate for alcoholism treatment: a preliminary study. Alcoholism: Clinical and Experimental Research 2001; 25:1335-1341.
    • (2001) Alcoholism: Clinical and Experimental Research , vol.25 , pp. 1335-1341
    • Kranzler, H.R.1    Van Kirk, J.2
  • 28
    • 33749343589 scopus 로고    scopus 로고
    • Gender, treatment and self-help in remission from alcohol use disorders
    • Moos RH, Moos BS, Timko C. Gender, treatment and self-help in remission from alcohol use disorders. Clinical Medical Research 2006; 4:163-174.
    • (2006) Clinical Medical Research , vol.4 , pp. 163-174
    • Moos, R.H.1    Moos, B.S.2    Timko, C.3
  • 30
    • 33748798484 scopus 로고    scopus 로고
    • Psychotic spectrum disorders and alcohol abuse: a review of pharmacotherapeutic strategies and a report on the effectiveness of Naltrexone and Disulfiram
    • Petrakis IL, Nich C, Ralevski E. Psychotic spectrum disorders and alcohol abuse: a review of pharmacotherapeutic strategies and a report on the effectiveness of Naltrexone and Disulfiram. Schizophrenic Bulletin 2006; 32:644-654.
    • (2006) Schizophrenic Bulletin , vol.32 , pp. 644-654
    • Petrakis, I.L.1    Nich, C.2    Ralevski, E.3
  • 31
    • 43949146266 scopus 로고    scopus 로고
    • Qualitative longitudinal analysis of symptoms in patients with primary and metastatic brain tumors
    • Rijmen F, Ip EH, Rapp S, Shaw EG. Qualitative longitudinal analysis of symptoms in patients with primary and metastatic brain tumors. Journal of the Royal Statistical Society - Series A 2008; 171:739-753.
    • (2008) Journal of the Royal Statistical Society - Series A , vol.171 , pp. 739-753
    • Rijmen, F.1    Ip, E.H.2    Rapp, S.3    Shaw, E.G.4
  • 32
    • 49749123441 scopus 로고    scopus 로고
    • Modeling time series of animal behavior by means of a latent-state model with feedback
    • Zucchini W, Raubenheimer D, MacDonald IL. Modeling time series of animal behavior by means of a latent-state model with feedback. Biometrics 2008; 64:807-815.
    • (2008) Biometrics , vol.64 , pp. 807-815
    • Zucchini, W.1    Raubenheimer, D.2    MacDonald, I.L.3
  • 33
    • 70450284761 scopus 로고    scopus 로고
    • A semiparametric approach to hidden Markov models under longitudinal observations
    • Maruotti A, Rydén T. A semiparametric approach to hidden Markov models under longitudinal observations. Statistics and Computing 2009; 19:381-393.
    • (2009) Statistics and Computing , vol.19 , pp. 381-393
    • Maruotti, A.1    Rydén, T.2


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