Homo Heuristicus: Why Biased Minds Make Better Inferences

被引:924
作者
Gigerenzer, Gerd [1 ]
Brighton, Henry [1 ]
机构
[1] Max Planck Inst Human Dev, D-14195 Berlin, Germany
关键词
Heuristics; Decision-making; Inferences; Rationality; Uncertainity; Induction; REASON DECISION-MAKING; TAKE-THE-BEST; ECOLOGICAL RATIONALITY; EMPIRICAL TESTS; NEURAL-NETWORKS; LINEAR-MODELS; HOT HAND; RECOGNITION; CHOICE; FRUGAL;
D O I
10.1111/j.1756-8765.2008.01006.x
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Heuristics are efficient cognitive processes that ignore information. In contrast to the widely held view that less processing reduces accuracy, the study of heuristics shows that less information, computation, and time can in fact improve accuracy. We review the major progress made so far: (a) the discovery of less-is-more effects; (b) the study of the ecological rationality of heuristics, which examines in which environments a given strategy succeeds or fails, and why; (c) an advancement from vague labels to computational models of heuristics; (d) the development of a systematic theory of heuristics that identifies their building blocks and the evolved capacities they exploit, and views the cognitive system as relying on an "adaptive toolbox;'' and (e) the development of an empirical methodology that accounts for individual differences, conducts competitive tests, and has provided evidence for people's adaptive use of heuristics. Homo heuristicus has a biased mind and ignores part of the available information, yet a biased mind can handle uncertainty more efficiently and robustly than an unbiased mind relying on more resource-intensive and general-purpose processing strategies.
引用
收藏
页码:107 / 143
页数:37
相关论文
共 127 条
[1]  
ABC Research Group, 1999, SIMPLE HEURISTICS MA, P287, DOI DOI 10.1111/.1745-9125.2010.00223.X
[2]   THE ADAPTIVE NATURE OF HUMAN CATEGORIZATION [J].
ANDERSON, JR .
PSYCHOLOGICAL REVIEW, 1991, 98 (03) :409-429
[3]  
[Anonymous], 2004, Introduction to Machine Learning
[4]  
[Anonymous], 1967, British Journal for the Philosophy of Science, V17, P319, DOI [DOI 10.1093/BJPS/17.4.319, 10.1093/bjps/17.4.319]
[5]  
[Anonymous], 2008, Rationality for mortals: how people cope with uncertainty
[6]  
[Anonymous], 1999, The ABC Research Group, Simple Heuristics that Make Us Smart
[7]   THE EVOLUTION OF COOPERATION [J].
AXELROD, R ;
HAMILTON, WD .
SCIENCE, 1981, 211 (4489) :1390-1396
[8]   The hot hand fallacy and the gambler's fallacy: Two faces of subjective randomness? [J].
Ayton, P ;
Fischer, I .
MEMORY & COGNITION, 2004, 32 (08) :1369-1378
[9]   Base-rate respect: From ecological rationality to dual processes [J].
Barbey, Aron K. ;
Sloman, Steven A. .
BEHAVIORAL AND BRAIN SCIENCES, 2007, 30 (03) :241-+
[10]  
Beach L.R., 1978, ACAD MANAGE REV, V3, P439, DOI DOI 10.5465/AMR.1978.4305717