Future states forecasting under uncertainty by using non-deterministic conditional relations

A problem of extrapolation of a large class of processes and of their future states forecasting based on their occurrence in the past is considered. Discrete-time discrete-value processes are presented as instances of relations subjected to the general extended algebra of relations rules. The notions of relative relations, parametric relations and non-deterministic relations have been introduced. For extrapolated process states assessment relative credibility levels of process trajectories are used. The variants of direct one-step, indirect one-step and direct multi-step process extrapolation are described and illustrated by numerical examples. Basic notions of extended algebra of relations are given in the Appendix.

[1]  Alex M. Andrew,et al.  Uncertainty and Information: Foundations of Generalized Information Theory , 2006 .

[2]  G. Kleiter Estimating the planning horizon in a multistage decision task , 1975 .

[3]  Howard Raiffa,et al.  Decision analysis: introductory lectures on choices under uncertainty. 1968. , 1969, M.D.Computing.

[4]  Stefano Giordani,et al.  On the selection of k efficient paths by clustering techniques , 2009, Int. J. Data Min. Model. Manag..

[5]  Richard A. Johnson,et al.  Applied Multivariate Statistical Analysis , 1983 .

[6]  J. Klein,et al.  Survival Analysis: Techniques for Censored and Truncated Data , 1997 .

[7]  Juliusz L. Kulikowski Extrapolation of non-deterministic processes based on conditional relations , 2010, Proceedings of the International Multiconference on Computer Science and Information Technology.

[8]  J. Kulikowski Decision Making Based on Informational Variables , 2002 .

[9]  Cun-Hui Zhang,et al.  Linear regression with interval censored data , 1998 .

[10]  Zdzislaw Bubnicki Uncertain Logics, Variables and Systems , 2002 .

[11]  Y. L. Kulikowski Recognition of Composite Patterns , 1976 .

[12]  Valentín Valero Ruiz,et al.  Algebraic theory of probabilistic and nondeterministic processes , 2003, J. Log. Algebraic Methods Program..

[13]  E. Ott Chaos in Dynamical Systems: Contents , 1993 .

[14]  Sophie Rougegrez,et al.  Similarity Evaluation Between Observed Behaviours for the Prediction of Processes , 1993, EWCBR.