0396808 20240103203028.320131009235959.9 12 s. P cav_un_epca*0396446978-80-903834-8-7PragueInstitute of Information Theory and Automation2013GuyTatiana V.KárnýMiroslav decision making Bayesian learning minimum cross-entropy principle fully probabilistic design of DM strategies linear-quadratic DM cav_un_auth*0101124 Kárný Miroslav Adaptivní systémy Department of Adaptive Systems AS AS UTIA-B Department of Adaptive Systems Ústav teorie informace a automatizace AV ČR, v. v. i. http://library.utia.cas.cz/separaty/2013/AS/karny-on approximate fully probabilistic design of decision-making units.pdf GA13-13502S GA ČR cav_un_auth*0292725 An efficient support of a single decision maker is vital in constructing scalable systems addressing complex decision-making (DM) tasks. Fully probabilistic design (FPD) of DM strategies, an extension of dynamic Bayesian DM, provides a firm basis for such a support. The limited cognitive and evaluation resources of the supported decision maker cause that theoretically optimal solutions are realised only approximately. Thus, the truly efficient support has to include reliable means for constructing approximate solutions of DM subtasks. The current paper deals with the design of the approximately optimal DM strategy for a known environment model and adequately described DM preferences. The design relies on: a) the explicit minimiser found within FPD; b) randomised nature of the strategy provided by FPD. cav_un_auth*0294526 The 3rd International Workshop on Scalable Decision Making: Uncertainty, Imperfection, Deliberation held in conjunction with ECML/PKDD 2013 Prague 23.09.2013-23.09.2013 CZ 2014 BB 1 PO RVO:67985556 http://hdl.handle.net/11104/0224702 1 2013 cav_un_epca*0396446 Preprints of the 3rd International Workshop on Scalable Decision Making held in conjunction with ECML/PKDD 2013 978-80-903834-8-7 Preprints of the 3rd International Workshop on Scalable Decision Making held in conjunction with ECML/PKDD 2013 Prague Institute of Information Theory and Automation 2013 Guy Tatiana V. 340 Kárný Miroslav 340