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» Belief Networks in Construction Simulation
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JMLR
2010
106views more  JMLR 2010»
14 years 6 months ago
Why Does Unsupervised Pre-training Help Deep Learning?
Much recent research has been devoted to learning algorithms for deep architectures such as Deep Belief Networks and stacks of auto-encoder variants, with impressive results obtai...
Dumitru Erhan, Yoshua Bengio, Aaron C. Courville, ...
ADHOC
2010
126views more  ADHOC 2010»
14 years 11 months ago
Stable energy-aware topology management in ad hoc networks
Abstract-- The efficiency of a communication network depends not only on its control protocols, but also on the underlying network topology. We propose a distributed topology manag...
Lichun Bao, J. J. Garcia-Luna-Aceves
RSS
2007
176views Robotics» more  RSS 2007»
15 years 1 months ago
Active Policy Learning for Robot Planning and Exploration under Uncertainty
Abstract— This paper proposes a simulation-based active policy learning algorithm for finite-horizon, partially-observed sequential decision processes. The algorithm is tested i...
Ruben Martinez-Cantin, Nando de Freitas, Arnaud Do...
INFOCOM
2003
IEEE
15 years 5 months ago
Turning Heterogeneity into an Advantage in Overlay Routing
Abstract— Distributed hash table (DHT)-based overlay networks, represented by Pastry, CAN, and Chord, offer an administration-free and fault-tolerant application-level overlay ne...
Zhichen Xu, Mallik Mahalingam, Magnus Karlsson
AINA
2007
IEEE
15 years 6 months ago
Using Social Network Theory Towards Development of Wireless Ad Hoc Network Trust
The evolution and existence of stable trust relations have been studied extensively in the context of social theory. However, reputation systems or trust schemes have only been re...
Sameer Pai, Tanya Roosta, Stephen B. Wicker, Shank...