Information Search in Decisions From Experience: Do Our Patterns of Sampling Foreshadow Our Decisions?

被引:92
作者
Hills, Thomas T. [1 ]
Hertwig, Ralph [1 ]
机构
[1] Univ Basel, Dept Psychol, CH-4055 Basel, Switzerland
关键词
decisions from experience; underweighting rare events; exploration; exploitation; PROSPECT-THEORY; RISKY CHOICE; RARE EVENTS; PROBABILITIES;
D O I
10.1177/0956797610387443
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Do different patterns of sampling influence the decisions people make, even when the information the decisions are based on is equivalent? Do more and less switching between options correlate with different kinds of decision policies? In past research, the correspondence between search and decision patterns has been difficult to ascertain because the information obtained has often been confounded with its consequences in an exploration-exploitation trade-off. We used a sampling task in which information is explored prior to being exploited. We found that search patterns did reveal decision policies. Individuals who transitioned more frequently between options were more likely to choose options that win most of the time in round-wise comparisons and were more likely to underweight rare, risky events. Less switching between options was associated with choosing options that win in the long run on the basis of summary comparisons-decisions consistent with expected-value maximization and linear weighting of outcomes.
引用
收藏
页码:1787 / 1792
页数:6
相关论文
共 15 条
[11]   PROSPECT THEORY - ANALYSIS OF DECISION UNDER RISK [J].
KAHNEMAN, D ;
TVERSKY, A .
ECONOMETRICA, 1979, 47 (02) :263-291
[12]   Biased samples not-mode of presentation: Re-examining the apparent underweighting of rare events in experience-based choice [J].
Rakow, Tim ;
Demes, Kali A. ;
Newell, Ben R. .
ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES, 2008, 106 (02) :168-179
[13]   THE LOGIC OF RISK-SENSITIVE FORAGING PREFERENCES [J].
STEPHENS, DW .
ANIMAL BEHAVIOUR, 1981, 29 (MAY) :628-629
[14]  
Sutton R.S., 2017, Introduction to reinforcement learning
[15]   Are Probabilities Overweighted or Underweighted When Rare Outcomes Are Experienced (Rarely)? [J].
Ungemach, Christoph ;
Chater, Nick ;
Stewart, Neil .
PSYCHOLOGICAL SCIENCE, 2009, 20 (04) :473-479