Satisficing revisited

被引:39
作者
Goodrich, MA
Stirling, WC
Boer, ER
机构
[1] Brigham Young Univ, Dept Comp Sci, Provo, UT 84602 USA
[2] Brigham Young Univ, Dept Elect & Comp Engn, Provo, UT 84602 USA
[3] Nissan Res 7 Dev Inc, Nissan Cambridge Basic Res, Cambridge, MA USA
关键词
D O I
10.1023/A:1008325423033
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
In the debate between simple inference heuristics and complex decision mechanisms, we take a position squarely in the middle. A decision making process that extends to both naturalistic and novel settings should extend beyond the confines of this debate; both simple heuristics and complex mechanisms are cognitive skills adapted to and appropriate for some circumstances but not for others. Rather than ask 'Which skill is better?' it is often more important to ask 'When is a skill justified?' The selection and application of an appropriate cognitive skill for a particular problem has both costs and benefits, and therefore requires the resolution of a tradeoff. In revisiting satisficing, we observe that the essence of satisficing is tradeoff. Unlike heuristics, which derive their justification from empirical phenomena, and unlike optimal solutions, which derive their justification by an evaluation of alternatives, satisficing decision-making derives its justification by an evaluation of consequences. We formulate and present a satisficing decision paradigm that has its motivation in Herbert Simon's work on bounded rationality. We characterize satisficing using a cost-benefit tradeoff, and generate a decision rule applicable to both designing intelligent machines as well as describing human behavior.
引用
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页码:79 / 110
页数:32
相关论文
共 58 条
[1]
Two strategies for learning a route in a driving simulator [J].
Aginsky, V ;
Harris, C ;
Rensink, R ;
Beusmans, J .
JOURNAL OF ENVIRONMENTAL PSYCHOLOGY, 1997, 17 (04) :317-331
[2]
OUTLINE FOR A THEORY OF INTELLIGENCE [J].
ALBUS, JS .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1991, 21 (03) :473-509
[3]
[Anonymous], 1988, The design of everyday things
[4]
BALL LJ, 1996, P 1 INT S DESCR MOD, P317
[5]
Boer E., 1998, P 17 EUR ANN C HUM D
[6]
BOER ER, 1998, P 1998 IEEE INT C SY
[7]
A ROBUST LAYERED CONTROL-SYSTEM FOR A MOBILE ROBOT [J].
BROOKS, RA .
IEEE JOURNAL OF ROBOTICS AND AUTOMATION, 1986, 2 (01) :14-23
[8]
BROOKS RA, 1991, 293 AI MIT
[9]
Action as a fast and frugal heuristic [J].
Connolly, T .
MINDS AND MACHINES, 1999, 9 (04) :479-496
[10]
DREYFUS HL, 1985, PHILOS TECHNOLOGY, V2