Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Decomposition of multiattribute expected-utility functions
Annals of Operations Research
Readings in uncertain reasoning
Readings in uncertain reasoning
Modular utility representation for decision-theoretic planning
Proceedings of the first international conference on Artificial intelligence planning systems
AAAI'94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 2)
A Logic of Relative Desire (Preliminary Report)
ISMIS '91 Proceedings of the 6th International Symposium on Methodologies for Intelligent Systems
Preferential semantics for goals
AAAI'91 Proceedings of the ninth National conference on Artificial intelligence - Volume 2
Qualitative reasoning under ignorance and information-relevant extraction
Knowledge and Information Systems
Preference-based search and multi-criteria optimization
Eighteenth national conference on Artificial intelligence
Efficient utility functions for ceteris paribus preferences
Eighteenth national conference on Artificial intelligence
A multi-agent system for e-barter including transaction and shipping costs
Proceedings of the 2003 ACM symposium on Applied computing
Logical Preference Representation and Combinatorial Vote
Annals of Mathematics and Artificial Intelligence
Compact value-function representations for qualitative preferences
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Modeling complex multi-issue negotiations using utility graphs
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Formal specification of multi-agent e-barter systems
Science of Computer Programming
Bid expressiveness and clearing algorithms in multiattribute double auctions
EC '06 Proceedings of the 7th ACM conference on Electronic commerce
Constraint-based optimization and utility elicitation using the minimax decision criterion
Artificial Intelligence
A computational framework for package planning
International Journal of Knowledge-based and Intelligent Engineering Systems
Generalized value decomposition and structured multiattribute auctions
Proceedings of the 8th ACM conference on Electronic commerce
Adaptive preference elicitation for top-K recommendation tasks using GAI-networks
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
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Graphically structured value-function compilation
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Web Semantics: Science, Services and Agents on the World Wide Web
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Service-Oriented Computing - ICSOC 2007 Workshops
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CUI networks: a graphical representation for conditional utility independence
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Preference elicitation and generalized additive utility
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Weighted Description Logics Preference Formulas for Multiattribute Negotiation
SUM '09 Proceedings of the 3rd International Conference on Scalable Uncertainty Management
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Preference aggregation with graphical utility models
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Journal of Artificial Intelligence Research
An algebraic graphical model for decision with uncertainties, feasibilities, and utilities
Journal of Artificial Intelligence Research
CUI networks: a graphical representation for conditional utility independence
Journal of Artificial Intelligence Research
Generic preferences over subsets of structured objects
Journal of Artificial Intelligence Research
Planning with goal utility dependencies
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Tractable Pareto optimization of temporal preferences
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Regret-based utility elicitation in constraint-based decision problems
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Constraint-based optimization and utility elicitation using the minimax decision criterion
Artificial Intelligence
Fast recommendations using GAI models
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Multiobjective optimization using GAI models
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Directional Decomposition of Multiattribute Utility Functions
ADT '09 Proceedings of the 1st International Conference on Algorithmic Decision Theory
Choquet Optimization Using GAI Networks for Multiagent/Multicriteria Decision-Making
ADT '09 Proceedings of the 1st International Conference on Algorithmic Decision Theory
Exercising qualitative control in autonomous adaptive survivable systems
IWSAS'01 Proceedings of the 2nd international conference on Self-adaptive software: applications
Assessing regret-based preference elicitation with the UTPREF recommendation system
Proceedings of the 11th ACM conference on Electronic commerce
Modeling challenges with influence diagrams: Constructing probability and utility models
Decision Support Systems
An Efficient Procedure for Collective Decision-making with CP-nets
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Coalition Formation Strategies for Self-Interested Agents in Hedonic Games
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Multiattribute auctions based on generalized additive independence
Journal of Artificial Intelligence Research
Graphical representation of ordinal preferences: languages and applications
ICCS'10 Proceedings of the 18th international conference on Conceptual structures: from information to intelligence
Relational preference rules for control
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Decision making with multiple objectives using GAI networks
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The local geometry of multiattribute tradeoff preferences
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Transformations around quantitative possibilistic logic
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Reasoning with conditional ceteris paribus preference statements
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Utilities as random variables: density estimation and structure discovery
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UCP-networks: a directed graphical representation of conditional utilities
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Problem-focused incremental elicitation of multi-attribute tility models
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Conditional utility, utility independence, and utility networks
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Topological parameters for time-space tradeoff
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Representing and reasoning with qualitative preferences for compositional systems
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Multi-agent soft constraint aggregation via sequential voting
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WCP-Nets: a weighted extension to CP-Nets for web service selection
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Probabilistic independence can dramatically simplify the task of eliciting, representing, and computing with probabilities in large domains. A key technique in achieving these benefits is the idea of graphical modeling. We survey existing notions of independence for utility functions in a multi-attribute space, and suggest that these can be used to achieve similar advantages. Our new results concern conditional additive independence, which we show always has a perfect representation as separation in an undirected graph (a Markov network). Conditional additive independencies entail a particular functional form for the utility function that is analogous to a product decomposition of a probability function, and confers analogous benefits. This functional form has been utilized in the Bayesian network and influence diagram literature, but generally without an explanation in terms of independence. The functional form yields a decomposition of the utility function that can greatly speed up expected utility calculations, particularly when the utility graph has a similar topology to the probabilistic network being used.