A Behavioral Characterization of the Drift Diffusion Model and Its Multialternative Extension for Choice Under Time Pressure

被引:15
作者
Baldassi, Carlo [1 ,2 ,3 ]
Cerreia-Vioglio, Simone [1 ,3 ,4 ]
Maccheroni, Fabio [1 ,3 ,4 ]
Marinacci, Massimo [1 ,3 ,4 ]
Pirazzini, Marco [1 ,3 ]
机构
[1] Bocconi Univ, Dept Decis Sci, I-20136 Milan, Italy
[2] Bocconi Univ, Bocconi Inst Data Sci & Analyt BIDSA, I-20136 Milan, Italy
[3] Bocconi Univ, Artificial Intelligence Lab ARTLAB, I-20136 Milan, Italy
[4] Bocconi Univ, Innocenzo Gasparini Inst Econ Res IGIER, I-20136 Milan, Italy
基金
欧洲研究理事会;
关键词
drift diffusion model; softmax; neuroscience; marketing; consideration sets; VISUAL WORKING-MEMORY; DECISION FIELD-THEORY; CONSIDERATION SETS; STOCHASTIC CHOICE; RESPONSE-TIME; ATTENTION; DYNAMICS; PREDICTIONS; FIXATIONS; ACCURACY;
D O I
10.1287/mnsc.2019.3475
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we provide an axiomatic foundation for the value-based version of the drift diffusion model (DDM) of Ratcliff, a successful model that describes two-alternative speeded decisions between consumer goods. Our axioms present a test for model misspecification and connect the externally observable properties of choice with an important neurophysiologic account of how choice is internally implemented. We then extend our axiomatic analysis to multialternative choice under time pressure. In a nutshell, we show that binary DDM comparisons of the alternatives, paired with Markovian exploration of the consideration set, approximately lead to softmaximization.
引用
收藏
页码:5075 / 5093
页数:19
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