Simulation of hidden Markov models with EXCEL

被引:4
|
作者
Laverty, WH [1 ]
Miket, MJ [1 ]
Kelly, IW [1 ]
机构
[1] Univ Saskatchewan, Dept Math & Stat, Saskatoon, SK S7N 5E6, Canada
关键词
applications of EXCEL; hidden Markov models; normal and Poisson probabilities; simulation;
D O I
10.1111/1467-9884.00296
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The paper demonstrates the use of functions provided by EXCEL for simulation of two types of hidden Markov models. The graphical capabilities of EXCEL are then used to visualize the simulated models. The power of spreadsheet simulation comes through the fact that any change in the parameters defining a hidden Markov model can be seen immediately in the simulated observations and in the graphs. This can be a very valuable aid in the understanding of hidden Markov models. The paper should be accessible and useful to anyone who has some knowledge of EXCEL and basic probability concepts. Two applications are included.
引用
收藏
页码:31 / 40
页数:10
相关论文
共 50 条
  • [21] Factorial Hidden Markov Models
    Zoubin Ghahramani
    Michael I. Jordan
    Machine Learning, 1997, 29 : 245 - 273
  • [22] Logical hidden Markov models
    Kersting, K
    De Raedt, L
    Raiko, T
    JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2006, 25 (425-456): : 425 - 456
  • [23] Constrained hidden Markov models
    Roweis, S
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 12, 2000, 12 : 782 - 788
  • [24] Filtering on hidden Markov models
    Kim, NS
    Kim, DK
    IEEE SIGNAL PROCESSING LETTERS, 2000, 7 (09) : 253 - 255
  • [25] Sensitivity of hidden Markov models
    Mitrophanov, AY
    Lomsadze, A
    Borodovsky, M
    JOURNAL OF APPLIED PROBABILITY, 2005, 42 (03) : 632 - 642
  • [26] Asymmetric hidden Markov models
    Bueno, Marcos L. P.
    Hommersom, Arjen
    Lucas, Peter J. F.
    Linard, Alexis
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2017, 88 : 169 - 191
  • [27] CONTEXTUAL HIDDEN MARKOV MODELS
    Radenen, Mathieu
    Artieres, Thierry
    2012 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2012, : 2113 - 2116
  • [28] On the definitions of hidden Markov models
    Saize, Stefane
    Yang, Xiangfeng
    APPLIED MATHEMATICAL MODELLING, 2024, 125 : 617 - 629
  • [29] Linguistic hidden Markov models
    Popescu, M
    Keller, J
    Gader, P
    PROCEEDINGS OF THE 12TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1 AND 2, 2003, : 796 - 801
  • [30] On the learnability of hidden Markov models
    Terwijn, SA
    GRAMMATICAL INFERENCE: ALGORITHMS AND APPLIICATIONS, 2002, 2484 : 261 - 268