Transfering Nonlinear Representations using Gaussian Processes with a Shared Latent Space

When a series of problems are related, representations derived fromlearning earlier tasks may be useful in solving later problems. Inthis paper we propose a novel approach to transfer learning withlow-dimensional, non-linear latent spaces. We show how suchrepresentations can be jointly learned acros...

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Bibliographic Details
Main Authors: Urtasun, Raquel, Quattoni, Ariadna, Darrell, Trevor
Other Authors: Trevor Darrell
Published: 2007
Subjects:
Online Access:http://hdl.handle.net/1721.1/39426