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ICML
2010
IEEE
15 years 6 months ago
Toward Off-Policy Learning Control with Function Approximation
We present the first temporal-difference learning algorithm for off-policy control with unrestricted linear function approximation whose per-time-step complexity is linear in the ...
Hamid Reza Maei, Csaba Szepesvári, Shalabh ...
IDA
2002
Springer
15 years 5 months ago
Classification with sparse grids using simplicial basis functions
Recently we presented a new approach [20] to the classification problem arising in data mining. It is based on the regularization network approach but in contrast to other methods...
Jochen Garcke, Michael Griebel
147
Voted
DATE
2005
IEEE
140views Hardware» more  DATE 2005»
15 years 11 months ago
Quality-Driven Proactive Computation Elimination for Power-Aware Multimedia Processing
We present a novel, quality-driven, architectural-level approach that trades-off the output quality to enable power-aware processing of multimedia streams. The error tolerance of ...
Shrirang M. Yardi, Michael S. Hsiao, Thomas L. Mar...
DAC
2005
ACM
16 years 6 months ago
Energy optimal speed control of devices with discrete speed sets
We obtain analytically, the energy optimal speed profile of a generic multi-speed device with a discrete set of speeds, to execute a given task within a given time. Current implem...
Ravishankar Rao, Sarma B. K. Vrudhula
148
Voted
TVLSI
2010
15 years 8 days ago
On the Power Management of Simultaneous Multithreading Processors
SMT processors are widely used in high performance computing tasks. However, with the improved performance of the SMT architecture, the utilization of their functional units is sig...
Ahmed Youssef, Mohamed Zahran, Mohab Anis, Mohamed...