发明名称 |
LEARNING ADMISSION POLICY FOR OPTIMIZING QUALITY OF SERVICE OF COMPUTING RESOURCES NETWORKS |
摘要 |
A system for learning admission policy for optimizing quality of service of computer resources networks is provided herein. The system includes a statistical data extractor configured to extract historical data of deployment requests issued to an admission unit of a computer resources network. The system further includes a Markov decision process simulator configured to generate a simulation model based on the extracted historical data and resources specifications of the computer resources network, in terms of a Markov decision process. The system further includes a value function generator configured to determine a value function for deployment requests admissions. The system further includes a machine learning unit configured to train a classifier based on the simulation model and the value function, to yield an admission policy usable for processing incoming deployment requests.
|
申请公布号 |
US2013031035(A1) |
申请公布日期 |
2013.01.31 |
申请号 |
US201113194950 |
申请日期 |
2011.07.31 |
申请人 |
INTERNATIONAL BUSINESS MACHINES CORPORATION;JEANNE ARROYO DIANA;FELDMAN ZOHAR;MASIN MICHAEL;STEINDER MALGORZATA;TANTAWI ASSER NASRELDIN;WHALLEY IAN NICHOLAS |
发明人 |
JEANNE ARROYO DIANA;FELDMAN ZOHAR;MASIN MICHAEL;STEINDER MALGORZATA;TANTAWI ASSER NASRELDIN;WHALLEY IAN NICHOLAS |
分类号 |
G06F15/18 |
主分类号 |
G06F15/18 |
代理机构 |
|
代理人 |
|
主权项 |
|
地址 |
|