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Studying Collective Human Decision Making and Creativity with evolutionary computation

ARTIFICIAL LIFE 2015年第3期21卷 379-393页

作者： Sayama, Hiroki Dionne, Shelley D. Binghamton Univ Binghamton NY 13902 USA

We report a summary of our interdisciplinary research project evolutionary Perspective on Collective Decision Making that was conducted through close collaboration between computational, organizational, and social scientists at Binghamton University. We redefined collective human decision making and creativity as evolution of ecologies of ideas, where populations of ideas evolve via continual applications of evolutionary operators such as reproduction, recombination, mutation, selection, and migration of ideas, each conducted by participating humans. Based on this evolutionary perspective, we generated hypotheses about collective human decision making, using agent-based computer simulations. The hypotheses were then tested through several experiments with real human subjects. Throughout this project, we utilized evolutionary computation (EC) in non-traditional ways(1) as a theoretical framework for reinterpreting the dynamics of idea generation and selection, (2) as a computational simulation model of collective human decision-making processes, and (3) as a research tool for collecting high-resolution experimental data on actual collaborative design and decision making from human subjects. We believe our work demonstrates untapped potential of EC for interdisciplinary research involving human and social dynamics.

关键词： Evolution of ideas collective human decision making collaborative design creativity agent-based simulation human subject experiments evolutionary computation hyperinteractive evolutionary computation

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Using evolutionary computation as Models/Tools for Human Decision Making and Creativity Research 4

Using Evolutionary Computation as Models/Tools for Human Dec...

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4th IEEE Symposium on Artificial Life (ALife)

作者： Sayama, Hiroki Dionne, Shelley D. SUNY Binghamton Collect Dynam Complex Syst Res Grp Binghamton NY 13902 USA SUNY Binghamton Sch Management Ctr Leadership Studies Binghamton NY 13902 USA

ISBN: (纸本)9781467358637

This paper presents a review of our recently completed interdisciplinary research project "evolutionary Perspective on Collective Decision Making" that was conducted through close collaboration between computational, organizational and social scientists at Binghamton University. In this project, we utilized evolutionary computation in several non-traditional ways-(1) as a theoretical framework for reinterpreting the dynamics of collective human decision making processes, (2) as a computational simulation model of idea generation and selection, and (3) as a research tool for collecting high-resolution experimental data of actual collaborative design and decision making from human subjects.

关键词： Evolution of ideas human decision making collaborative design creativity agent-based simulation human subject experiments evolutionary computation hyperinteractive evolutionary computation

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Using evolutionary computation as Models/Tools for Human Decision Making and Creativity Research

Using Evolutionary Computation as Models/Tools for Human Dec...

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IEEE Symposium on Artificial Life

作者： Hiroki Sayama Shelley D. Dionne Collective Dynamics of Complex Systems Research Group Binghamton University Center for Leadership Studies School of Management Binghamton University

ISBN: (纸本)9781467358620

This paper presents a review of our recently completed interdisciplinary research project "evolutionary Perspective on Collective Decision Making" that was conducted through close collaboration between computational, organizational and social scientists at Binghamton University. In this project, we utilized evolutionary computation in several non-traditional ways-(1) as a theoretical framework for reinterpreting the dynamics of collective human decision is making processes, (2) as a computational simulation model of idea generation and selection, and (3) as a research tool for collecting high-resolution experimental data of actual collaborative design and decision making from human subjects.

关键词： Evolution of ideas Human decision making Collaborative design Creativity Agent-based simulation Human subject experiments evolutionary computation hyperinteractive evolutionary computation

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