کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
379000 659249 2011 19 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Reinforcement learning based resource allocation in business process management
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Reinforcement learning based resource allocation in business process management
چکیده انگلیسی

Efficient resource allocation is a complex and dynamic task in business process management. Although a wide variety of mechanisms are emerging to support resource allocation in business process execution, these approaches do not consider performance optimization. This paper introduces a mechanism in which the resource allocation optimization problem is modeled as Markov decision processes and solved using reinforcement learning. The proposed mechanism observes its environment to learn appropriate policies which optimize resource allocation in business process execution. The experimental results indicate that the proposed approach outperforms well known heuristic or hand-coded strategies, and may improve the current state of business process management.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Data & Knowledge Engineering - Volume 70, Issue 1, January 2011, Pages 127–145
نویسندگان
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