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COLT
2000
Springer
15 years 11 months ago
Estimation and Approximation Bounds for Gradient-Based Reinforcement Learning
We model reinforcement learning as the problem of learning to control a Partially Observable Markov Decision Process (  ¢¡¤£¦¥§  ), and focus on gradient ascent approache...
Peter L. Bartlett, Jonathan Baxter
CODES
1999
IEEE
15 years 11 months ago
Power estimation for architectural exploration of HW/SW communication on system-level buses
The power consumption due to the HW/SW communication on system-level buses represents one of the major contributions to the overall power budget. A model to estimate the switching...
William Fornaciari, Donatella Sciuto, Cristina Sil...
ISCAS
1994
IEEE
104views Hardware» more  ISCAS 1994»
15 years 10 months ago
A Homotopy Continuation Method for Parameter Estimation in MRF Models and Image Restoration
In this paper, we present an alternate approach to estimate the parameters of a Markov random field (MRF) model for images using the concepts of homotopy continuation method. We a...
P. K. Nanda, Uday B. Desai, P. G. Poonacha
DAC
1994
ACM
15 years 10 months ago
Memory Estimation for High Level Synthesis
Abstract -- This paper describes a new memory estimation technique for DSP applications written in an applicative language. Since no concept of storage is present in an applicative...
Ingrid Verbauwhede, Chris J. Scheers, Jan M. Rabae...
CLOR
2006
15 years 10 months ago
Synergistic Face Detection and Pose Estimation with Energy-Based Models
We describe a novel method for real-time, simultaneous multi-view face detection and facial pose estimation. The method employs a convolutional network to map face images to point...
Margarita Osadchy, Yann LeCun, Matthew L. Miller