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Second-order risk c...
Second-order risk constraints
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- Ekenberg, Love (författare)
- Stockholms universitet,Mittuniversitetet,KTH,Data- och systemvetenskap, DSV,Dept. of Information Technology and Media, Mid Sweden University, Sweden,Institutionen för informationsteknologi och medier (-2013),RDALAB,Institutionen för data- och systemvetenskap
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- Larsson, Aron, 1976- (författare)
- Stockholms universitet,Mittuniversitetet,Institutionen för informationsteknologi och medier (-2013),RDALAB, STC,Institutionen för data- och systemvetenskap
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- Danielson, M. (författare)
- Stockholms universitet,Institutionen för data- och systemvetenskap
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(creator_code:org_t)
- Menlo Park : AAAI Press, 2008
- 2008
- Engelska.
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Ingår i: Proceedings of the 21th International Florida Artificial Intelligence Research Society Conference, FLAIRS-21. - Menlo Park : AAAI Press. - 9781577353652 ; , s. 637-642
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Abstract
Ämnesord
Stäng
- This paper discusses how numerically imprecise information can be modelled and how a risk evaluation process can be elaborated by integrating procedures for numerically imprecise probabilities and utilities. More recently, representations and methods for stating and analysing probabilities and values (utilities) with belief distributions over them (second order representations) have been suggested. In this paper, we are discussing some shortcomings in the use of the principle of maximising the expected utility and of utility theory in general, and offer remedies by the introduction of supplementary decision rules based on a concept of risk constraints taking advantage of second-order distributions.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Systemvetenskap, informationssystem och informatik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Information Systems (hsv//eng)
Nyckelord
- Artificial intelligence
- Decision theory
- Image segmentation
- Probability
- Decision rules
- Expected utilities
- Imprecise informations
- Imprecise probabilities
- Risk constraints
- Risk evaluations
- Second orders
- Short-comings
- Utility theories
- Probability distributions
- Computer science
- Computer and Systems Sciences
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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