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Non-uniform belief ...
Non-uniform belief in expected utilities in interval decision analysis
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- Larsson, Aron (författare)
- Mittuniversitetet,Institutionen för informationsteknologi och medier (-2013),STC
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- Ekenberg, Love (författare)
- Mittuniversitetet,KTH,Data- och systemvetenskap, DSV,Institutionen för informationsteknologi och medier (-2013),Dept. of Computer and Systems Sciences, Stockholm University, KTH, Kista
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- Danielson, M. (författare)
- Dept. of Informatics, ESI, Örebro University, Örebro
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(creator_code:org_t)
- AAAI Press, 2005
- 2005
- Engelska.
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Ingår i: Proc. Int. Florida Artif. Intell. Res. Soc. Conf. Recent Adv. Artif. Intell.. - : AAAI Press. - 1577352343 - 9781577352341 ; , s. 740-745
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Abstract
Ämnesord
Stäng
- This paper demonstrates that second-order calculations add information about expected utilities when modeling imprecise information in decision models as intervals and employing the principle of maximizing the expected utility. Furthermore, due to the resulting warp in the distribution of belief over the intervals of expected utilities, the conservative Γ-maximin decision rule seems to be unnecessarily conservative and pessimistic as the belief in neighborhoods of points near interval boundaries is significantly lower than in neigh-borhoods near the centre. Due to this, a generalized expected utility is proposed.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Datorsystem (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Computer Systems (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Nyckelord
- Artificial intelligence
- Boundary conditions
- Information analysis
- Mathematical models
- Interval boundaries
- Interval decision analysis
- Principle of maximizing
- Decision theory
- Computer science
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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