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Rationality and intelligence (1997)

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by Stuart Russell
Venue:Artificial Intelligence
Citations:69 - 1 self
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@ARTICLE{Russell97rationalityand,
    author = {Stuart Russell},
    title = {Rationality and intelligence},
    journal = {Artificial Intelligence},
    year = {1997}
}

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Abstract

The long-term goal of our field is the creation and understanding of intelligence. Productive research in AI, both practical and theoretical, benefits from a notion of intelligence that is precise enough to allow the cumulative development of robust systems and general results. This paper outlines a gradual evolution in our formal conception of intelligence that brings it closer to our informal conception and simultaneously reduces the gap between theory and practice. 1 Artificial Intelligence AI is a field in which the ultimate goal has often been somewhat ill-defined and subject to dispute. Some researchers aim to emulate human cognition, others aim at the creation of

Citations

5662 Probabilistic reasoning in intelligent systems: networks of plausible inference - Pearl - 1988
2960 Artificial Intelligence: A Modern Approach. 2nd edn - Russell, Norvig - 2003
1555 STRIPS: A new approach to the application of theorem proving to problem solving - Fikes, Nilsson - 1971
1446 A new approach to linear filtering and prediction problems - Kalman - 1960
1203 Intelligence without Representation - Brooks - 1991
1154 Unified theories of cognition - Newell - 1990
990 Decision with multiple objectives: preferences and value trade-offs - Keeney, Raiffa - 1976
829 A Machine–oriented Logic Based on the Resolution Principle - Robinson - 1965
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567 Computing machinery and intelligence - Turing - 1950
549 A logical calculus of the ideas immanent in nervous activity - McCulloch, Pitts - 1943
545 Some Studies in Machine Learning using the Game of Checkers - Samuel - 2000
530 Pengi: An implementation of a theory of activity - Agre, Chapman - 1987
527 The society of mind - Minsky - 1986
473 An Analysis of Time-Dependent Planning - Dean, Boddy - 1988
435 A Behavioral Model of Rational Choice - Simon - 1955
396 A model for reasoning about persistence and causation - Dean, Kanazawa - 1990
293 Programs with common sense - McCarthy - 1959
285 The Optimal Control of Partially Observable Markov Processes - Sondik - 1971
278 Syntactic Structures. The Hague: Mouton - Chomsky - 1957
256 A market-oriented programming environment and its application to distributed multicommodity flow problems - Wellman - 1993
246 Chunking in Soar: The anatomy of a general learning mechanism - Laird, Rosenbloom, et al. - 1986
243 Acting optimally in partially observable stochastic domains - Cassandra, Kaelbling, et al. - 1994
193 Logical Foundations of Probability - Carnap - 1962
189 Artificial intelligence: A new synthesis - Nilsson - 1998
184 An analysis of temporal-difference learning with function approximation - Tsitsiklis, Roy - 1997
182 Rational Choice and the Structure of the Environment - Simon - 1967
178 The EM algorithm for graphical association models with missing data - Lauritzen - 1995
169 Toward efficient agnostic learning - KEARNS, SCHAPIRE, et al. - 1994
162 Reasoning about beliefs and actions under computational resource constraints - Horvitz - 1987
147 and Eric Wefald. Principles of metareasoning - Russell - 1991
144 Artificial Intelligence: The Very Idea - Haugeland - 1985
118 Two theses of knowledge representation: Language restrictions, taxonomic classification, and the utility of representation services - Doyle, Patil - 1991
114 Approximating optimal policies for partially observable stochastic domains - Parr, Russell - 1995
111 Expressiveness and tractability in knowledge representation and reasoning - Levesque, Brachman - 1987
110 The Handbook of - Barr, Feigenbaum - 1982
109 Information value theory - Howard - 1966
109 What computers still can’t do. A critique of artificial reason. Cambridge MA: MITPress - Dreyfus - 1992
107 Optimal composition of real-time systems - Zilberstein, Russell - 1996
101 Graphical models for preference and utility - Bacchus, Grove - 1995
96 A Behavioral Model of Rational Choice,’ The Quarterly - Simon - 1955
94 Neurocomputing: Foundations of Research - Anderson, Rosenfeld - 1989
93 Making believers out of computers - Levesque - 1986
87 The BATmobile: towards a bayesian automated taxi - Forbes, Huang, et al. - 1995
86 The Clarke tax as a consensus mechanism among automated agents - Ephrati, Rosenschein - 1991
76 Composing real-time systems - Russell, Zilberstein - 1991
75 Change in View: Principles of Reasoning - Harman - 1986
72 Minimal Rationality - Cherniak - 1986
72 Provably bounded-optimal agents - Russell, Subramanian - 1995
71 Meta-rules: Reasoning about control - Davis - 1980
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