0315659 20240111140710.920081202235959.9 Fully probabilistic knowledge expression and incorporation Milano Istituto di Matematica Applicata e Tecnologie Informatiche 2008 28 s. www Research Report-Istituto di Matematica Applicata e Tecnologie Informatiche 8-10MI Bayesian estimation prior knowledge automatised knowledge elicitation cav_un_auth*0101124 Kárný Miroslav UTIA-B Department of Adaptive Systems Ústav teorie informace a automatizace AV ČR, v. v. i. cav_un_auth*0101061 Andrýsek Josef UTIA-B Ústav teorie informace a automatizace AV ČR, v. v. i. cav_un_auth*0205835 Bodini A. IT cav_un_auth*0101092 Guy Tatiana Valentine UTIA-B Department of Adaptive Systems Ústav teorie informace a automatizace AV ČR, v. v. i. cav_un_auth*0101138 Kracík Jan UTIA-B Ústav teorie informace a automatizace AV ČR, v. v. i. cav_un_auth*0101168 Nedoma Petr UTIA-B Ústav teorie informace a automatizace AV ČR, v. v. i. cav_un_auth*0205836 Ruggeri F. IT textovy soubor http://library.utia.cas.cz/separaty/2008/AS/karny-fully probabilistic knowledge expression and incorporation.pdf 1M0572 GA MŠk cav_un_auth*0001814 2C06001 GA MŠk cav_un_auth*0217685 GA102/08/0567 GA ČR cav_un_auth*0239566 CEZ:AV0Z10750506 Exploitation of prior knowledge in parameter estimation is vital whenever data is not informative enough. Elicitation and quantification of prior knowledge is a well-elaborated art in social and medical appliations but not in engineering ones. Frequently required involvment of a facilitator is mostly unrealistic due to either facilitators' high costs or the high complexitu of modelled relationships that cannot be grasped by the human. This paper provides a facilitator-free approach exploiting a methodology of knowledge sharing. The considered task assumes prospective models be indexed by an unknown finite-dimensional parameter. The parameter is estimated using (i) observed data; (ii) a prior probability density function (pdf); and (iii) uncertain expert's information on the modelled data. The parametric model specifies pdf of the system's output conditioned on realised data and parameter. 2009 BB 4 O 4o 20231122133745.9 http://hdl.handle.net/11104/0165800 2008 Soubory v repozitáři: 0315659.pdf 2008 Milano Istituto di Matematica Applicata e Tecnologie Informatiche textovy soubor