Publications [#338855] of Lawrence Carin
Papers Published
- Li, H; Liao, X; Carin, L. "Active learning for semi-supervised multi-task learning." ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (September, 2009): 1637-1640. [doi]
(last updated on 2024/04/24)Abstract:
We present an algorithm for active learning (adaptive selection of training data) within the context of semi-supervised multi-task classifier design. The semi-supervised multi-task classifier exploits manifold information provided by the unlabeled data, while also leveraging relevant information across multiple data sets. The active-learning component defines which data would be most informative to classifier design if the associated labels are acquired. The framework is demonstrated through application to a real landmine detection problem. ©2009 IEEE.