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ATAL
2009
Springer
14 years 2 months ago
Transfer via soft homomorphisms
The field of transfer learning aims to speed up learning across multiple related tasks by transferring knowledge between source and target tasks. Past work has shown that when th...
Jonathan Sorg, Satinder Singh
HICSS
2008
IEEE
172views Biometrics» more  HICSS 2008»
14 years 2 months ago
Semantic Web Services Monitoring: An OWL-S Based Approach
In this paper we describe mechanisms for execution monitoring of semantic web services, based on OWL-S. The use of semantic descriptions and ontologies is a valuable extension to ...
Roman Vaculín, Katia P. Sycara
ICRA
2008
IEEE
136views Robotics» more  ICRA 2008»
14 years 2 months ago
Multi-agent probabilistic search in a sequential decision-theoretic framework
— Consider the task of searching a region for the presence or absence of a target using a team of multiple searchers. This paper formulates this search problem as a sequential pr...
Timothy H. Chung, Joel W. Burdick
IPCCC
2007
IEEE
14 years 2 months ago
SpyCon: Emulating User Activities to Detect Evasive Spyware
The success of any spyware is determined by its ability to evade detection. Although traditional detection methodologies employing signature and anomaly based systems have had rea...
Madhusudhanan Chandrasekaran, Vidyaraman Vidyarama...
ATAL
2007
Springer
14 years 2 months ago
Transfer via inter-task mappings in policy search reinforcement learning
The ambitious goal of transfer learning is to accelerate learning on a target task after training on a different, but related, source task. While many past transfer methods have f...
Matthew E. Taylor, Shimon Whiteson, Peter Stone
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