Masashi Sugiyama and Motoaki Kawanabe
- Published in print:
- 2012
- Published Online:
- September 2013
- ISBN:
- 9780262017091
- eISBN:
- 9780262301220
- Item type:
- chapter
- Publisher:
- The MIT Press
- DOI:
- 10.7551/mitpress/9780262017091.003.0007
- Subject:
- Computer Science, Machine Learning
This chapter discusses state-of-the-art applications of covariate shift adaptation techniques to various real-world problems. It covers non-stationarity adaptation in brain-computer interfaces; ...
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This chapter discusses state-of-the-art applications of covariate shift adaptation techniques to various real-world problems. It covers non-stationarity adaptation in brain-computer interfaces; speaker identification through change in voice quality; domain adaptation in natural language processing; age prediction from face images under changing illumination conditions; user adaptation in human activity recognition; and efficient sample reuse in autonomous robot control.Less
This chapter discusses state-of-the-art applications of covariate shift adaptation techniques to various real-world problems. It covers non-stationarity adaptation in brain-computer interfaces; speaker identification through change in voice quality; domain adaptation in natural language processing; age prediction from face images under changing illumination conditions; user adaptation in human activity recognition; and efficient sample reuse in autonomous robot control.
