Preferences in artificial intelligence

Gabriella Pigozzi; Alexis Tsoukiàs; Paolo Viappiani

doi:10.1007/s10472-015-9475-5

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References (199)

J Pollock (1974)
Knowledge and Justification
J Pearl (1988)
Probabilistic Reasoning in Intelligent Systems
J van Benthem, P Girard, O Roy (2009)
Everything else being equal: a modal logic approach to ceteris paribus preferences
J. Philos. Log., 38
Y Kaluzhny, A Muravitsky (1993)
A knowledge representation based on the Belnap’s four valued logic
Journal of Applied Non-Classical Logics, 3
S Benferhat, D Dubois, H Prade (2001)
Towards a possibilistic logic handling of preferences
Appl. Intell., 14
JS Dyer (1990)
Remarks on the analytic hierarchy process
Manag. Sci., 36
M Roubens, P Vincke (1985)
Preference Modeling
B Roy (1977)
Conflicting Objectives in Decisions
G Bossu, P Siegel (1985)
Saturation, nonmonotonic reasoning and the closed-world assumption
Artif. Intell., 25
M Braunhofer, M Kaminskas, F Ricci (2013)
Location-aware music recommendation
IJMIR, 2
D Lehmann, M Magidor (1992)
What does a conditional knowledge base entail?
Artif. Intell., 55
F Jackson (1985)
On the semantics and logic of obligation
Mind, 94
G Simari, R Loui (1992)
A mathematical treatment of defeasible reasoning and its implementation
Artif. Intell., 53
H Prakken, G Sartor (1997)
Argument-based extended logic programming with defeasible priorities
Journal of Applied Non-Classical Logics, 7
T Saaty (1980)
The Analytic Hierarchy Process, Planning, Piority Setting, Resource Allocation
S Greco, V Mousseau, R Slowinski (2008)
Ordinal regression revisited: Multiple criteria ranking using a set of additive value functions
Eur. J. Oper. Res., 191
P Fishburn (1970)
Utility Theory for Decision Making
R Reiter (1978)
On closed World Data Bases
A Tsoukiàs (1991)
Preference modelling as a reasoning process: a new way to face uncertainty in multiple criteria decision support systems
Eur. J. Oper. Res., 55
A Colorni, A Tsoukiàs (2013)
Proceedings of ADT’13, LNAI 8176
H Prakken (2005)
Coherence and flexibility in dialogue games for argumentation
J. Log. Comput., 15
E Adams (1975)
The Logic of Conditionals
H Prakken (1993)
An argumentation framework in default logic
Ann. Math. Artif. Intell., 9
T Gordon (1995)
An Artificial Intelligence Model of Procedural Justice
G Governatori, M Maher, G Antoniou, D Billington (2004)
Argumentation semantics for defeasible logic
J. Log. Comput., 14
D McDermott (1982)
Non-monotonic logic i
Artif. Intell., 13
M Caminada, L Amgoud (2007)
On the evaluation of argumentation formalisms
Artif. Intell., 171
F Gedikli, D Jannach, M Ge (2014)
How should I explain? A comparison of different explanation types for recommender systems
Int. J. Hum.-Comput. Stud., 72
S Toulmin (1958)
The Uses of Argument
K Britz, T Meyer, I Varzinczak (2011)
Preferential reasoning for modal logics
Electron. Notes Theor. Comput. Sci., 278
T Marchant (2003)
Towards a theory of MCDM: stepping away from social choice theory
Math. Soc. Sci., 45
S Ovchinnikov (1981)
Structure of fuzzy binary relations
Fuzzy Sets Syst., 6
P Fishburn (1999)
Preference structures and their numerical representations
Theor. Comput. Sci., 217
TL Saaty (1990)
An exposition on the ahp in reply to the paper ”remarks on the analytic hierarchy process”
Manag. Sci., 36
A Tsoukiàs, P Vincke (1998)
Double threshold orders: a new axiomatization
J. Multi-Criteria Decis. Anal., 7
D Dubois, H Prade (1982)
A class of fuzzy measures based on triangular norms
Int. J. Gen. Syst., 8
J Doyle (2004)
Prospects for preferences
Comput. Intell., 20
F Roberts (2008)
Computer science and decision theory
Ann. Oper. Res., 163
N Belnap (1977)
Modern Uses of Multiple Valued Logics
Y Shoham (1987)
Reasoning About Change
S Modgil (2006)
Proceedings of ArgMAS’05
B van Fraassen (1972)
The logic of conditional obligation
J. Philos. Log., 1
J McCarthy (1980)
Circumscription: a form of nonmonotonic reasoning
Artif. Intell., 13
S Bistarelli, M Pini, F Rossi, K Venable (2011)
Uncertainty in bipolar preference problems
J. Exp. Theor. Artif. Intell., 23
J Font, M Moussavi (1993)
Note on a six valued extension of three valued logics
Journal of Applied Non-Classical Logics, 3
S Greco, V Mousseau, R Slowinski (2010)
Multiple criteria sorting with a set of additive value functions
Eur. J. Oper. Res., 207
C Domshlak, E Hüllermeier, S Kaci, H Prade (2011)
Preferences in AI: an overview
Artif. Intell., 175
M Öztürk, A Tsoukiàs (2007)
Modelling uncertain positive and negative reasons in decision aiding
Decis. Support. Syst., 43
P McNamara (2010)
The Stanford Encyclopedia of Philosophy, on-line
R Chisholm (1957)
Perceiving
R Reiter (1980)
A logic for default reasoning
Artif. Intell., 13
R Brafman, F Roberts, A Tsoukiàs (2011)
Proceedings of ADT 2011
D Krantz, R Luce, P Suppes, A Tversky (1971)
Foundations of Measurement, vol. 1: Additive and Polynomial Representations
F Roberts, A Tsoukiàs (2008)
Special issue on computer science and decision theory
Ann. Oper. Res., 163
H Geffner, J Pearl (1992)
Conditional entailment: bridging two approaches to default reasoning
Artif. Intell., 53
O Arieli, A Avron, A Zamansky (2011)
Ideal paraconsistent logics
Stud. Logica., 99
C Perelman, L Olbrechts-Tyteca (1969)
The New Rhetoric: A Treatise on Argumentation
B Smyth (2007)
The Adaptive Web, LNCS 4321
R Brafman, Y Dimopoulos (2004)
Extended semantics and optimization algorithms for CP-networks
Comput. Intell., 20
AS Tanguiane (1991)
Aggregation and Representation of Preferences
N Rescher (1968)
Topics in Philosophical Logic, Synthese Library, vol. 17
M Ehrgott (2008)
Multiobjective optimization
AI Mag., 29
G von Wright (1951)
Deontic logic
Mind, 60
D Dubarle (1989)
Essai sur la généralisation naturelle de la logique usuelle
Mathématique, Informatique, Sciences Humaines, N∘ 107
E Jacquet-Lagrèze, Y Siskos (1982)
Assessing a set of additive utility functions for multicriteria decision making: the UTA method
Eur. J. Oper. Res., 10
S Kaci, L van der Torre (2008)
Reasoning with various kinds of preferences: logic, non-monotonicity, and algorithms
Ann. Oper. Res., 163
DE Critchlow, MA Fligner, JS Verducci (1991)
Probability models on rankings
J. Math. Psychol., 35
F Aleskerov, D Bouyssou, B Monjardet (2007)
Utility Maximization, Choice and Preference
J Lang (2004)
Logical preference representation and combinatorial vote
Ann. Math. Artif. Intell., 42
G Deschrijver, O Arieli, C Cornelis, E Kerre (2007)
A bilattice-based framework for handling graded truth and imprecision
J. Uncertainty Fuzziness Knowledge Based Syst., 15
D McDermott, J Doyle (1982)
Non-monotonic logic ii
J. ACM, 29
A Salo, J Keisler, A Morton (2011)
Portfolio Management
RL Keeney, H Raiffa (1976)
Decisions with Multiple Objectives: Preferences and Value Tradeoffs
D Bouyssou, M Pirlot (2009)
Decision Making Process
D Dubois, H Prade (1988)
Possibility Theory
H Castañeda (1981)
New Studies in Deontic Logic: Norms, Actions and the Foundations of Ethics
R Loui (1987)
Defeat among arguments: a system of defeasible inference
Comput. Intell., 2
O Arieli, A Avron (1998)
The value of the four values
Artif. Intell., 102
D Nute (1988)
Defeasible reasoning and decision support systems
Decis. Support. Syst., 4
J Pollock (1987)
Defeasible reasoning
Cogn. Sci., 11
P Samuelson (1950)
Probability and the attempts to measure utility
Econ. Rev., 1
M Grabisch (1995)
Fuzzy integral in multicriteria decision making
Fuzzy Sets Syst., 69
M Gelfond, V Lifschitz (1991)
Classical negation in logic programs and disjunctive databases
N. Gener. Comput., 9
D Gabbay (1985)
Proceedings Nato Advanced Study Institute on Logic and Models of Concurrent Systems
D Dubois, H Fargier, P Perny (2003)
Qualitative decision theory with preference relations and comparative uncertainty: an axiomatic approach
Artif. Intell., 148
C Alchourrón (1993)
Deontic Logic in Computer Science: Normative System Specification
KL Wagstaff, M desJardins, E Eaton (2010)
Modelling and learning user preferences over sets
J. Exp. Theor. Artif. Intell., 22
G Sartor (1994)
A formal model of legal argumentation
Ratio Juris, 7
F Ramsey (1931)
Collection of Papers Publishded Posthumously
L Amgoud, C Cayrol (2002)
A reasoning model based on the production of acceptable arguments
Ann. Math. Artif. Intell., 34
F Roberts (1979)
Measurement theory, with applications to Decision Making, Utility and the Social Sciences
G Boella, L van der Torre, H Verhagen (2006)
Introduction to normative multiagent systems
Computation and Mathematical Organizational Theory, Special issue on Normative Multiagent Systems, 12
TJM Bench-Capon (2003)
Persuasion in practical argument using value-based argumentation frameworks
J. Log. Comput., 13
B Hansson (1969)
An analysis of some deontic logics
Noûs, 3
M Gelfond, V Lifschitz (1990)
Logic Programming
M Pirlot, P Vincke (1997)
Semi Orders
L Amgoud, S Vesic (2011)
A new approach for preference-based argumentation frameworks
Ann. Math. Artif. Intell., 63
CA Bana e Costa, JC Vansnick (1994)
MACBETH - an interactive path towards the construction of cardinal value functions
Int. Trans. Oper. Res., 1
N Rescher (1969)
Introduction to Value Theory
T Bench-Capon, P Dunne (2007)
Argumentation in artificial intelligence
Artif. Intell., 171
D Dubois, M Grabisch, F Modave, H Prade (2000)
Relating decision under uncertainty and multicriteria decision making models
Int. J. Intell. Syst., 15
M Fitting (1991)
Bilattices and the semantics of logic programming
J. Log. Program., 11
B van Fraassen (1973)
Values and the heart’s command
J. Philos., 70
CA Bana e Costa, JC Vansnick (2008)
A critical analysis of the eigenvalue method used to derive priorities in AHP
Eur. J. Oper. Res., 187
B Schweizer, A Sclar (1983)
Probabilistic Metric Spaces
W Trotter (1992)
Combinatorics and partially ordered sets
V Lifschitz (1987)
Readings in Nonmonotonic Reasoning
J Jørgensen (1938)
Imperatives and logic
Erkenntnis, 7
M Öztürk, A Tsoukiàs, Ph Vincke (2005)
State of the Art in Multiple Criteria Decision Analysis
A García, G Simari (2004)
Defeasible logic programming: an argumentative approach
Theory Pract. Logic Program., 4
P Fortemps, R Słowiński (2002)
A graded quadrivalent logic for ordinal preference modelling: loyola-like approach
Fuzzy Optim. Decis. Making, 1
V Köbberling, P Wakker (2003)
Preference foundations for nonexpected utility: a generalized and simplified technique
Math. Oper. Res., 28
Y Chevaleyre, U Endriss, J Lang, N Maudet (2008)
Preference handling in combinatorial domains: from AI to social choice
AI Mag., 29
P Yu, W Wan, P Lee (2011)
Preference Learning
P Kouvelis, G Yu (1997)
Robust Discrete Optimization and Its Applications
P Fishburn (1985)
Interval Orders and Interval Graphs
C Boutilier, R Patrascu, P Poupart, D Schuurmans (2006)
Constraint-based optimization and utility elicitation using the minimax decision criterion
Artif. Intell., 170
G Brewka, I Niemela, M Truszczynski (2008)
Preferences and nonmonotonic reasoning
AI Mag., 29
L Goble (1990)
A logic of good, would and should. part 1
J. Philos. Log., 19
M Ginsberg (1988)
Multivalued logics: a uniform approach to reasoning in artificial intelligence
Comput. Intell., 4
D Etherington (1988)
Reasoning with Incomplete Information
C Perelman (1980)
Justice, Law and Argument
V Belton, T Gear (1983)
On a short-coming of saaty’s method of analytic hierarchies
Omega, 11
L Giordano, N Olivetti, V Gliozzi, GL Pozzato (2009)
Alc + t: a preferential extension of description logics
Fundamenta Informaticae, 96
S Kaci (2011)
Working with preferences: Less is More
L Amgoud, H Prade (2009)
Using arguments for making and explaining decisions
Artif. Intell., 173
S Kraus, D Lehmann, M Magidor (1990)
Nonmonotonic reasoning, preferential models and cumulative logics
Artif. Intell., 44
C Lafage, J Lang (2005)
Propositional distances and compact preference representation
Eur. J. Oper. Res., 160
C Sinz, A Haag, N Narodytska, T Walsh, E Gelle, M Sabin, U Junker, B O’Sullivan, R Rabiser, D Dhungana, P Grünbacher, K Lehner, C Federspiel, D Naus (2007)
Configuration
IEEE Intell. Syst., 22
F Rossi (2008)
Similarities and Preferences
JW Forrester (1984)
Gentle murder, or the adverbial samaritan
J. Philos., 81
D Bouyssou, M Pirlot (2005)
Following the traces: - an introduction to conjoint measurement without transitivity and additivity
Eur. J. Oper. Res., 163
R Brafman, C Domshlak (2008)
Graphically structured value-function compilation
Artif. Intell., 172
M Gelain, M Pini, F Rossi, K Venable, N Wilson (2010)
Interval-valued soft constraint problems
Ann. Math. Artif. Intell., 58
G von Wright (1951)
An Essay in Modal Logic
D Kahneman, A Tversky (1979)
Prospect theory: an analysis of decision under risk
Econometrica, 47
S Kaci, L van der Torre (2008)
Preference-based argumentation: arguments supporting multiple values
J. Approx. Reason., 48
G von Wright (1972)
The logic of preference reconsidered
Theor. Decis., 3
P Fishburn (1974)
Lexicographic orders, utilities and decision rules: a survey
Manag. Sci., 20
G von Wright (1963)
The logic of Preference
D Israel (1993)
Handbook of Logic in Artificial Intelligence and Logic Programming, vol. I
G von Wright (1971)
Deontic Logic: Introductory and Systematic Readings
JA Baier, SA McIlraith (2008)
Planning with Preferences
AI Mag., 29
F Rossi, K Venable, T Walsh (2008)
Preferences in constraint satisfaction and optimization
AI Mag., 29
J von Neumann, O Morgenstern (1947)
Theory of games and economic behaviour
R Moore (1985)
Semantic considerations on nonmonotonic logic
Artif. Intell., 25
D Lewis (1974)
Logical Theory and Semantical Analysis
I Gilboa, D Schmeidler, P Wakker (2002)
Utility in case-based decision theory
J. Econ. Theory, 105
YH Tan, L van der Torre (1996)
Deontic Logic, Agency and Normative Systems. Proceedings of the ΔEON’96 Workshop in Computing
K Arrow (1963)
Social Choice and Individual Values
M Gelfond, H Przymusinska, T Przymusinski (1989)
On the relationship between circumscription and negation as failure
AIJ, 38
J Benthem, D Grossi, F Liu (2010)
Deontic Logic in Computer Science, LNCS, vol. 6181
D Dubois, H Prade (2008)
An introduction to bipolar representations of information and preference
Int. J. Intell. Syst., 23
F Rossi, A Tsoukiàs (2009)
Proceedings of ADT 2009
S Bistarelli, M Pini, F Rossi, K Venable (2010)
From soft constraints to bipolar preferences: modelling framework and solving issues
J. Exp. Theor. Artif. Intell., 22
E Turunen, M Öztürk, A Tsoukiàs (2010)
Paraconsistent semantics for pavelka style fuzzysentential logic
Fuzzy Sets Syst., 161
L Savage (1954)
The Foundations of Statistics
D van Dalen (1983)
Logic and Structure
B Peintner, P Viappiani, N Yorke-Smith (2008)
Preferences in interactive systems: technical challenges and case studies
AI Mag., 29
PM Dung (1995)
On the acceptability of arguments and its fundamental role in nonmonotonic reasoning, logic programming and n-person games
Artif. Intell., 77
R Thomason, J Horty (1987)
Non-Monotonic Reasoning, LNAI 346
R Chisholm (1966)
Theory of Knowledge
D Bouyssou, M Pirlot (2004)
Preferences for multiattributed alternatives: traces, dominance, and numerical representations
J. Math. Psychol., 48
S Kraus, K Sycara, A Evenchik (1998)
Reaching agreements through argumentation: a logical model and implementation
Artif. Intell., 104
P Perny, B Roy (1992)
The use of fuzzy outranking relations in preference modelling
Fuzzy Sets Syst., 49
M Öztürk, A Tsoukiàs (2008)
Bipolar preference modelling and aggregation in decision support
Int. J. Intell. Syst., 23
J Bergstra, I Bethke, P Rodenburg (1995)
A propositional logic with four values: true, false, divergent and meaningless
Journal of Applied Non-Classical Logics, 5
JS Dyer (1990)
A clarification of ”remarks on the analytic hierarchy process”
Manag. Sci., 36
F Lootsma (1999)
Multi-criteria Decision Analysis Via Ratio and Difference Judgement
H Fargier, R Sabadin (2005)
Qualitative decision under uncertainty: back to expected utility
Artif. Intell., 164
O Arieli, C Cornelis, G Deschrijver (2006)
Proceedings of MDAI 2006, LNAI 3885
JL Marichal, P Meyer, M Roubens (2005)
Sorting multi-attribute alternatives: the TOMASO method
Comput. Oper. Res., 32
D Dubois, H Fargier, P Perny, H Prade (2002)
Qualitative decision theory: from Savage’s axioms to non-monotonic reasoning
J. ACM, 49
A Jones, M Sergot (1992)
Deontic logic in the representation of law: towards a methodology
Artif. Intell. Law, 1
A Tsoukiàs, P Vincke (1997)
Multicriteria Analysis
C Alsina (1985)
On a family of connectives for fuzzy sets
Fuzzy Sets Syst., 16
F Baader, B Hollunder (1995)
Priorities on defaults with prerequisites, and their application in treating specificity in terminological default logic
J. Autom. Reason., 15
A Tsoukiàs, P Perny, P Vincke (2002)
Aiding Decisions with Multiple Criteria: Essays in Honour of Bernard Roy
J Lang (2009)
Decision-Making Process: Concepts and Methods
A Tsoukiàs, P Vincke (1995)
A new axiomatic foundation of partial comparability
Theor. Decis., 39
G Brewka (1994)
Logics in Artificial Intelligence
D Bouyssou, T Marchant, M Pirlot, A Tsoukiàs, P Vincke (2006)
Evaluation and Decision Models with Multiple Criteria: Stepping Stones for the Analyst
E Jacquet-Lagrèze, Y Siskos (2001)
Preference disaggregation: 20 years of MCDA experience
Eur. J. Oper. Res., 130
PT Harker, LG Vargas (1990)
Reply to ”remarks on the analytic hierarchy process” by j. s. dyer
Manag. Sci., 36
J Fürnkranz, E Hüllermeier, W Cheng, SH Park (2012)
Preference-based reinforcement learning: a formal framework and a policy iteration algorithm
Mach. Learn., 89
A Tsoukiàs (2002)
A first-order, four valued, weakly paraconsistent logic and its relation to rough sets semantics
Foundations of Computing and Decision Sciences, 12
S Orlovsky (1978)
Decision making with a fuzzy preference relation
Fuzzy Sets Syst., 1
S Hansson (1990)
Preference-Based Deontic Logic (PDL)
J. Philos. Log., 19
J Doyle, M Wellman (1991)
Impediments to universal preference-based default theories
Artif. Intell., 49
P Fishburn (1988)
Nonlinear Preference and Utility Theory
J McCarthy (1986)
Applications of circumscription to formalizing of commonsense knowledge
Artif. Intell., 28
D Bouyssou, T Marchant, M Pirlot, P Perny, A Tsoukiàs, P Vincke (2000)
Evaluation and Decision Models: a Critical Perspective
JP Delgrande, T Schaub (2000)
Expressing preferences in default logic
Artif. Intell., 123
F Fages, P Ruet (1997)
Combining explicit negation and negation by failure via belnap’s logic
Theor. Comput. Sci., 171
L Åqvist (1984)
Handbook of Philosophical Logic
M Grabisch, C Labreuche (2005)
Multiple Criteria Decision Analysis: State of the Art Surveys
A Bondarenko, P Dung, R Kowalski, F Toni (1997)
An abstract, argumentation-theoretic approach to default reasoning
Artif. Intell., 93
J Fodor, M Roubens (1994)
Fuzzy Preference Modelling and Multicriteria Decision Support
R Brafman, C Domshlak (2008)
Preference handling: an introductory tutorial
AI Mag., 30

Publisher: Springer Journals
Copyright: Copyright © 2015 by Springer International Publishing Switzerland
Subject: Computer Science; Artificial Intelligence (incl. Robotics); Mathematics, general; Computer Science, general; Statistical Physics, Dynamical Systems and Complexity
ISSN: 1012-2443
eISSN: 1573-7470
DOI: 10.1007/s10472-015-9475-5
Publisher site: See Article on Publisher Site

Abstract

The paper presents a focused survey about the presence and the use of the concept of “preferences” in Artificial Intelligence. Preferences are a central concept for decision making and have extensively been studied in disciplines such as economy, operational research, decision analysis, psychology and philosophy. However, in the recent years it has also become an important topic both for research and applications in Computer Science and more specifically in Artificial Intelligence, in fields spanning from recommender systems to automatic planning, from non monotonic reasoning to computational social choice and algorithmic decision theory. The survey essentially covers the basics of preference modelling, the use of preference in reasoning and argumentation, the problem of compact representations of preferences, preference learning and the use of non conventional preference models based on extended logical languages. It aims at providing a general reference for all researchers both in Artificial Intelligence and Decision Analysis interested in this exciting interdisciplinary topic.

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Annals of Mathematics and Artificial Intelligence – Springer Journals

Published: Sep 19, 2015

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Preferences in artificial intelligence

Preferences in artificial intelligence

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Preferences in artificial intelligence

Preferences in artificial intelligence

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