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IJON
2010

Multi-task preference learning with an application to hearing aid personalization

11 years 10 months ago
Multi-task preference learning with an application to hearing aid personalization
We present an EM-algorithm for the problem of learning preferences with Gaussian processes in the context of multi-task learning. We validate our approach on an audiological data set and show that predictive results for sound quality perception of normal-hearing and hearing-impaired subjects, in the context of pairwise comparison experiments, can be improved using a hierarchical model. Key words: preference learning, multi-task learning, hierarchical modeling, Gaussian processes
Adriana Birlutiu, Perry Groot, Tom Heskes
Added 28 Jan 2011
Updated 28 Jan 2011
Type Journal
Year 2010
Where IJON
Authors Adriana Birlutiu, Perry Groot, Tom Heskes
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