JMLR
2010
13 years 7 months ago
2010
A composite loss assigns a penalty to a realvalued prediction by associating the prediction with a probability via a link function then applying a class probability estimation (CP...
JMLR
2010
13 years 7 months ago
2010
JMLR
2010
13 years 7 months ago
2010
Brain-computer interfaces (BCIs) are limited in their applicability in everyday settings by the current necessity to record subjectspecific calibration data prior to actual use of...
JMLR
2010
13 years 7 months ago
2010
Virtually all methods of learning dynamic systems from data start from the same basic assumption: the learning algorithm will be given a sequence of data generated from the dynami...
JMLR
2010
13 years 7 months ago
2010
This paper proposes a novel algorithm for semisupervised learning. This algorithm learns graph cuts that maximize the margin with respect to the labels induced by the harmonic fun...
JMLR
2010
13 years 7 months ago
2010
JMLR
2010
13 years 7 months ago
2010
JMLR
2010
13 years 7 months ago
2010
Selecting conveniently the proposal kernel and the adjustment multiplier weights of the auxiliary particle filter may increase significantly the accuracy and computational efficie...
JMLR
2010
13 years 7 months ago
2010
JMLR
2010
13 years 7 months ago
2010
This paper deals with functional regression, in which the input attributes as well as the response are functions. To deal with this problem, we develop a functional reproducing ke...