A Toolkit for Risky Decision Making

被引:3
|
作者
Gavirangaswamy, Vinay [1 ]
Gupta, Aakash [2 ]
Terwilliger, Mark [3 ]
Gupta, Ajay [1 ,4 ]
机构
[1] Western Michigan Univ, Dept Comp Sci, Kalamazoo, MI 49008 USA
[2] Univ Penn, Philadelphia, PA 19104 USA
[3] Univ North Alabama, Coll Business, Comp Sci, Florence, SC USA
[4] Western Michigan Univ, Comp Sci, Kalamazoo, MI 49008 USA
关键词
Analysis Toolkit; Big Data; High Performance Computing; Risky Decision Making; SaaS; SOMATIC MARKER HYPOTHESIS; IOWA GAMBLING TASK; INDIVIDUAL-DIFFERENCES; AGE-DIFFERENCES; PERFORMANCE; PSYCHOLOGY; FRAMEWORK; SOFTWARE; MODELS;
D O I
10.4018/IJCINI.2019100101
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Research into risky decision making (RDM) has become a multidisciplinary effort. Conversations cut across fields such as psychology, economics, insurance, and marketing. This broad interest highlights the necessity for collaborative investigation of RDM to understand and manipulate the situations within which it manifests. A holistic understanding of RDM has been impeded by the independent development of diverse RDM research methodologies across different fields. There is no software specific to RDM that combines paradigms and analytical tools based on recent developments in high-performance computing technologies. This paper presents a toolkit called RDMTk, developed specifically for the study of risky decision making. RDMTk provides a free environment that can be used to manage globally-based experiments while fostering collaborative research. The incorporation of machine learning and high-performance computing (HPC) technologies in the toolkit further open additional possibilities such as scalable algorithms and big data problems arising from global scale experiments.
引用
收藏
页码:1 / 38
页数:38
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