Nonlinear Sciences – Adaptation and Self-Organizing Systems
Scientific paper
2003-09-09
Physica A 331 (2004) 651-659
Nonlinear Sciences
Adaptation and Self-Organizing Systems
11 pages, 1 table, 5 figures. This replacement contains a few small corrections made during publication
Scientific paper
10.1016/j.physa.2003.07.002
The unprecedented access offered by the World Wide Web brings with it the potential to gather huge amounts of data on human activities. Here we exploit this by using a toy model of financial markets, the Minority Game (MG), to investigate human speculative trading behaviour and information capacity. Hundreds of individuals have played a total of tens of thousands of game turns against computer-controlled agents in the Web-based_Interactive Minority Game_. The analytical understanding of the MG permits fine-tuning of the market situations encountered, allowing for investigation of human behaviour in a variety of controlled environments. In particular, our results indicate a transition in players' decision-making, as the markets become more difficult, between deductive behaviour making use of short-term trends in the market, and highly repetitive behaviour that ignores entirely the market history, yet outperforms random decision-making. PACS: 02.50.Le; 89.65.Gh; 89.70.+c Keywords: Decision theory and game theory; Economics and financial markets; Information theory
Laureti Paolo
Ruch Peter
Wakeling Joseph
Zhang Yi-Cheng
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