Learning classifiers on a partially labeled data manifold
Publication
, Journal Article
Qiuhua, L; Xuejun, L; Carin, L
Published in: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
August 6, 2007
We present an algorithm for learning parametric classifiers on a partially labeled data manifold, based on a graph representation of the manifold. The unlabeled data are utilized by basing classifier learning on neighborhoods, formed via Markov random, walks. The proposed algorithm, yields superior performance on three benchmark data sets and the margin of improvements over existing semi-supervised algorithms is significant. © 2007 IEEE.
Duke Scholars
Published In
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
DOI
ISSN
1520-6149
Publication Date
August 6, 2007
Volume
2
Citation
APA
Chicago
ICMJE
MLA
NLM
Qiuhua, L., Xuejun, L., & Carin, L. (2007). Learning classifiers on a partially labeled data manifold. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2. https://doi.org/10.1109/ICASSP.2007.366312
Qiuhua, L., L. Xuejun, and L. Carin. “Learning classifiers on a partially labeled data manifold.” ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings 2 (August 6, 2007). https://doi.org/10.1109/ICASSP.2007.366312.
Qiuhua L, Xuejun L, Carin L. Learning classifiers on a partially labeled data manifold. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 2007 Aug 6;2.
Qiuhua, L., et al. “Learning classifiers on a partially labeled data manifold.” ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, vol. 2, Aug. 2007. Scopus, doi:10.1109/ICASSP.2007.366312.
Qiuhua L, Xuejun L, Carin L. Learning classifiers on a partially labeled data manifold. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 2007 Aug 6;2.
Published In
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
DOI
ISSN
1520-6149
Publication Date
August 6, 2007
Volume
2