Bibliografie
Journal Article
Fully probabilistic knowledge expression and incorporation
, , , , ,
: Statistics and its Interface vol.7, 4 (2014), p. 503-515
: GA13-13502S, GA ČR
: Bayesian estimation, knowledge elicitation, just-in-time modelling, controlled autoregressive model
: http://library.utia.cas.cz/separaty/2014/AS/karny-0438275.pdf
(eng): An exploitation of prior knowledge in parameter estimation becomes vital whenever measured data is not informative enough. Elicitation of quantified prior knowledge is a well-elaborated art in societal and medical applications but not in the engineering ones. Frequently required involvement of a facilitator is mostly unrealistic due to either facilitator’s high costs or complexity of modelled relationships that cannot be grasped by humans. This paper provides a facilitator-free approach based on an advanced knowledgesharing methodology. It presents the approach on commonly available types of knowledge and applies the methodology to a normal controlled autoregressive model.
: BB