Exploration–exploitation trade-off features a saltatory search behaviour
Author(s) -
Dimitri Volchenkov,
Jonathan Helbach,
Marko Tscherepanow,
Sina Kühnel
Publication year - 2013
Publication title -
journal of the royal society interface
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.655
H-Index - 139
eISSN - 1742-5689
pISSN - 1742-5662
DOI - 10.1098/rsif.2013.0352
Subject(s) - variety (cybernetics) , computer science , scale (ratio) , noise (video) , simple (philosophy) , statistical physics , brownian motion , ranging , econometrics , theoretical computer science , data science , artificial intelligence , mathematics , geography , statistics , cartography , physics , telecommunications , philosophy , epistemology , image (mathematics)
Searching experiments conducted in different virtual environments over a gender-balanced group of people revealed a gender irrelevant scale-free spread of searching activity on large spatio-temporal scales. We have suggested and solved analytically a simple statistical model of the coherent-noise type describing the exploration-exploitation trade-off in humans ('should I stay' or 'should I go'). The model exhibits a variety of saltatory behaviours, ranging from Lévy flights occurring under uncertainty to Brownian walks performed by a treasure hunter confident of the eventual success.
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