games project


Feb 1, 2011

An Autonomic Context Management Model based on Machine Learning

T. Cioara, I. Anghel, I. Salomie, M. Dinsoreanu – An Autonomic Context Management Model based on Machine Learning, in Proceedings of the 12th IEEE International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, Timisoara, Romania, September 2010,, be published, ACM INDEXED

Category: Publications
Posted by: alerox
In this paper we approach the context management problem by defining a self-healing algorithm that uses a policy-driven reinforcement learning mechanism to take run-time decisions. The situation calculus and information system theories are used to define and formalize self-healing concepts such as context situation entropy and equivalent context situations. The self-healing property is enforced by monitoring the system’s execution environment to evaluate the degree of fulfilling the context policies for a context situation, and to determine the actions to be executed in order to keep the system in a consistent healthy state.