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Online learning in Artificial Neural Networks for CMP uncore power ...


Online learning in Artificial Neural Networks for CMP uncore power ...

We propose a novel technique in which a simple Proportional Integral (PI) controller is used as a secondary classifier during ANN training, dynamically pulling ...

Online learning in Artificial Neural Networks for CMP uncore power ...

Up By Their Bootstraps: Online Learning in Artificial Neural Networks for. CMP Uncore Power Management. Jae-Yeon Won, Xi Chen, Paul Gratz and Jiang Hu. Texas ...

Up by their bootstraps: Online learning in Artificial Neural Networks ...

We find, however, there are predictable patterns in uncore utility which point towards the potential of a proactive approach to uncore power management. In this ...

Up by their bootstraps: Online learning in Artificial Neural Networks ...

Up by their bootstraps: Online learning in Artificial Neural Networks for CMP uncore power management. Jae Yeon Won, Xi Chen, Paul Gratz, Jiang Hu, Vassos ...

Chen, Xi - Browsing KTISIS | Ktisis Cyprus University of Technology

1-Jan-2014, Up by their bootstraps: Online learning in Artificial Neural Networks for CMP uncore power management ...

Publication in top-tier High Performance Computer Architecture ...

Hence, the Team utilized artificial intelligence principles to proactively leverage uncore utility pattern prediction via an Artificial Neural Network (ANN).

‪Xi Chen‬ - ‪Google Scholar‬

Up by their bootstraps: Online learning in artificial neural networks for CMP uncore power management. JY Won, X Chen, P Gratz, J Hu, V Soteriou. High ...

Up by their bootstraps: Online learning in Artificial Neural Networks ...

Up by their bootstraps: Online learning in Artificial Neural Networks for CMP uncore power management · Jae-Yeon Won · Xi Chen · Paul Gratz · Jiang Hu · Vassos ...

‪Xi Chen‬ - ‪Google Scholar‬

Up by their bootstraps: Online learning in artificial neural networks for CMP uncore power management. JY Won, X Chen, P Gratz, J Hu, V Soteriou. High ...

‪Jae-Yeon Won‬ - ‪Google Académico‬

computer architectureartificial neural network (ANN) ... Up by their bootstraps: Online learning in artificial neural networks for CMP uncore power management.

[PDF] An Energy-aware Online Learning Framework for Resource ...

Up by their bootstraps: Online learning in Artificial Neural Networks for CMP uncore power management ... uncore utility pattern prediction via an Artificial ...

An Energy-aware Online Learning Framework for Resource ...

Up by their bootstraps: Online learning in artificial neural networks for CMP uncore power management. In Proceedings of the 2014 IEEE 20th ...

A review of online learning in supervised neural networks

By referencing the theory of the BP neural network [20] and the online learning strategy [31] , online learning BP neural network algorithm was ...

Scholars - Texas A&M University

Up By Their Bootstraps: Online Learning in Artificial Neural Networks for CMP Uncore Power Management Conference Paper. Publication Date: 2014. TAMU Faculty ...

Agile: A Learning-Enabled Power and Performance-Efficient ...

Soteriou, “Up by their bootstraps: Online learning in artificial neural networks for cmp uncore power man- agement,” in Proc. IEEE Int. Symp. High Perform ...

Estimation of energy consumption in machine learning - ScienceDirect

Here, the developer of the power models extracts characteristics of the application, for example, kernel sizes in a neural network, and relate it to the energy ...

CSci 8980: Machine Learning in Computer Systems - Index of /

Up By Their Bootstraps: Online Learning in Artificial Neural Networks for CMP Uncore Power Management Jae-Yeon Won et al. HPCA 2014; ReLeQ: An Automatic ...

duf: Dynamic uncore frequency scaling to reduce power consumption

Up by their bootstraps: Online learning in Artificial Neural Networks for CMP uncore power management ... uncore utility pattern prediction via an Artificial ...

A survey of machine learning for Network-on-Chips

Soteriou, Up by their bootstraps: online learning in artificial neural networks for cmp uncore power management, in: 2014 IEEE 20th ...

duf: Dynamic uncore frequency scaling to reduce power ...

... online learning in artificial neural networks for CMP uncore power management. Proceedings of the International Symposium on High Performance Computer ...