کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
5102738 1480090 2017 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Emergence of distributed coordination in the Kolkata Paise Restaurant problem with finite information
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات فیزیک ریاضی
پیش نمایش صفحه اول مقاله
Emergence of distributed coordination in the Kolkata Paise Restaurant problem with finite information
چکیده انگلیسی
In this paper, we study a large-scale distributed coordination problem and propose efficient adaptive strategies to solve the problem. The basic problem is to allocate finite number of resources to individual agents in the absence of a central planner such that there is as little congestion as possible and the fraction of unutilized resources is reduced as far as possible. In the absence of a central planner and global information, agents can employ adaptive strategies that uses only a finite knowledge about the competitors. In this paper, we show that a combination of finite information sets and reinforcement learning can increase the utilization fraction of resources substantially.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Physica A: Statistical Mechanics and its Applications - Volume 483, 1 October 2017, Pages 16-24
نویسندگان
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