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

@article{Birlutiu2010MultitaskPL,
  title={Multi-task preference learning with an application to hearing aid personalization},
  author={Adriana Birlutiu and Perry Groot and Tom Heskes},
  journal={Neurocomputing},
  year={2010},
  volume={73},
  pages={1177-1185}
}
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. 
Highly Cited
This paper has 33 citations. REVIEW CITATIONS

From This Paper

Figures, tables, and topics from this paper.

References

Publications referenced by this paper.
Showing 1-10 of 46 references

Choosing between multinomial logit and multinomial probit models for analysis of unordered choice data. Paper 22 presented at the annual meeting of the MPSA

  • J. Kropko, G. Rabinowitz
  • Annual National Conference,
  • 2008
1 Excerpt