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A matlab implementation of Fuzzy Q-Learning for making cloud auto-scaling more intelligent through online policy learning

License: Other

HTML 53.18% C# 31.73% MATLAB 4.25% Batchfile 0.13% Shell 10.71%
q-learning reinforcement-learning autoscaling cloud fuzzy-control

fuzzy-q-learning's Introduction

README License

Fuzzy-Q-Learning

A matlab implementation of Fuzzy Q-Learning for making cloud auto-scaling more intelligent through online policy learning.

Demo (in Matlab environment):

setup
demo

Please cite the following paper if you used the code:

P. Jamshidi, A. Sharifloo, C. Pahl, H. Arabnejad, A. Metzger, G. Estrada, "Fuzzy Self-Learning Controllers for Elasticity Management in Dynamic Cloud Architectures", in Proc. of IEEE/IFIP WICSA and CompArch, (April 2016).

Contact

If you notice a bug, want to request a feature, or have a question or feedback, please send an email to [email protected]. We would like to hear from people using our code.

License

The code is published under the FreeBSD License.

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