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» Context-Sensitive MTL Networks for Machine Lifelong Learning
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FLAIRS
2007
13 years 6 months ago
Context-Sensitive MTL Networks for Machine Lifelong Learning
Context-sensitive Multiple Task Learning, or csMTL, is presented as a method of inductive transfer that uses a single output neural network and additional contextual inputs for le...
Daniel L. Silver, Ryan Poirier
AAAI
2006
13 years 6 months ago
Machine Life-Long Learning with csMTL Networks
Daniel L. Silver, Ryan Poirier
ICMLA
2003
13 years 5 months ago
The Consolidation of Neural Network Task Knowledge
— Fundamental to the problem of lifelong machine learning is how to consolidate the knowledge of a learned task within a long-term memory structure (domain knowledge) without the...
Daniel L. Silver, Peter McCracken
ICALT
2006
IEEE
13 years 10 months ago
Building Learning Networks for Lifelong Learners: Challenges, Models, Technologies and Standards
In this tutorial five key problems are discussed that occur in the area of lifelong learning. For each problem we will look at the possible technological solutions. The five probl...
Rob Koper
FLAIRS
2010
13 years 6 months ago
CsMTL MLP For WEKA: Neural Network Learning with Inductive Transfer
We present context-sensitive Multiple Task Learning, or csMTL as a method of inductive transfer. It uses additional contextual inputs along with other input features when learning ...
Liangliang Tu, Benjamin Fowler, Daniel L. Silver