Publications [#338818] of Lawrence Carin

Papers Published

1. Li, L; Zhou, M; Wang, E; Carin, L, Joint dictionary learning and topic modeling for image clustering, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (August, 2011), pp. 2168-2171, IEEE [doi]
   (last updated on 2024/12/31)

   Abstract:
   A new Bayesian model is proposed, integrating dictionary learning and topic modeling into a unified framework. The model is applied to cluster multiple images, and a subset of the images may be annotated. Example results are presented on the MNIST digit data and on the Microsoft MSRC multi-scene image data. These results reveal the working mechanisms of the model and demonstrate state-of-the-art performance. © 2011 IEEE.