Statistical variable length Markov chains for the parameterization of stochastic user models from sparse data

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

Volumn 2, Issue , 2004, Pages 1770-1776

  Winkelholz, Carsten ^a   Schlick, Christopher ^a  

^a Res Inst Commun Info Proc E   (Germany)

Author keywords

Cognitive engineering; Stochastic user models

Indexed keywords

AUTOCORRELATION FUNCTIONS; COGNITIVE ENGINEERING; STOCHASTIC USER MODELS; VARIABLE LENGTH MARKOV CHAINS (VLMC);

ALGORITHMS; COGNITIVE SYSTEMS; HUMAN COMPUTER INTERACTION; INFORMATION THEORY; MATHEMATICAL MODELS; PARAMETER ESTIMATION; PROBABILITY; STATISTICAL METHODS; STOCHASTIC CONTROL SYSTEMS;

MARKOV PROCESSES;

EID: 15744361823     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSMC.2004.1399898     Document Type: Conference Paper

References (8)

1. Bühlmann, P. & Wyner A.J. (1999). Variable Length Markov Chains. Annals of Statistics 27 (1), pp. 480-513, 1999.
2. 2 Tests. Biometrics 10 (1954) 417-51
3. Kohavi, R. (1995): A study of cross-validation and bootstrap for accuracy estimation and model selection, in: Proceedings IJCAI-95, Montreal, Canada, 1995, pp. 1137-1143.
4. Rao, C. R. (1973): Linear Statistical Inference and its Applications. Wiley, New York, London, Sydney.
5. Ron, D., Singer, Y.; Tishby, N. (1996): The Power of Amnesia: Learning Probabilistic Automata with Variable Length. Machine Learning 25, 2/3, 1996, pp. 117-149.
6. Schlick, Ch.; Winkelholz, C.; Motz, F. (2003): Complexity and Human-Computer Interaction. Proceedings of the 2003 IEEE International Conference on Systems, Man and Cybernetics
7. Weinberger, M.J., Rissanen, J., and Feder, M. (1995): A Universal Finite Memory Source. IEEE Transactions on Information Theory 41 (3), pp. 643-652.
8. Winkelholz, C.; Schlick, S.; Brütting, M. (2004). The effect of structure on object-location memory Proceedings of the Twenty-Sixth Annual Conference of the Cognitive Science Society. Mahweh, NJ: Lawrence Erlbaum Associates.