Publications

Complete list in reverse chronological order

International Journal Articles

International Conference Papers




Representative Publications

1. Minje Kim, Jiho Yoo, Kyeongok Kang, and Seungjin Choi (2011),
   "Nonnegative matrix partial co-factorization for spectral and temporal drum source separation,"
   IEEE Journal of Selected Topics in Signal Processing,
   vol. 5, no. 6, pp. 1192-1204, October 2011.

2. Yoonseop Kang and Seungjin Choi (2011),
   "Restricted deep belief networks for multi-view learning,"
   in Proceedings of the European Conference on Machine Learning
   and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD-2011),
   Athens, Greece, September 5-9, 2011.

3. Jiho Yoo and Seungjin Choi (2011),
   "Bayesian matrix co-factorization: Variational algorithm and Cramer-Rao bound,"
   in Proceedings of the European Conference on Machine Learning
   and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD-2011),
   Athens, Greece, September 5-9, 2011.

4. Jong Kyoung Kim and Seungjin Choi (2011),
   "Probabilistic models for semi-supervised discriminative motif discovery in DNA sequences,"
   IEEE/ACM Transactions on Computational Biology and Bioinformatics,
   vol. 8, no. 5, pp. 1309-1317, September/October 2011.

5. Jiho Yoo and Seungjin Choi (2011),
   "Matrix co-factorization on compressed sensing,"
   in Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence (IJCAI-2011),
   Barcelona, Spain, July 16-22, 2011.
   

6. Yongsoo Kim, Taek-Kyun Kim, Yungu Kim, Jiho Yoo, Sung Yong Yoo,
   Inyoul Lee, George Carlson, Leroy Hood, Seungjin Choi, and Daehee Hwang (2011),
   "Principal network analysis: Identification of subnetworks representing
   major dynamics using gene expression data,"
   Bioinformatics.
   vol. 27, no. 3, pp. 391-398, February 1, 2011.
   

7. Sunho Park and Seungjin Choi (2010),
   "Bayesian aggregation of binary classifiers,"
   in Proceedings of the Tenth IEEE International Conference on Data Mining (ICDM-2010),
   Sydney, Australia, December 14-17, 2010.
   

8. Hyekyoung Lee, Jiho Yoo, and Seungjin Choi (2010),
   "Semi-supervised nonnegative matrix factorization,"
   IEEE Signal Processing Letters,
   vol. 17, no. 1, pp. 4-7, January 2010.
   

9. Jong Kyoung Kim and Seungjin Choi (2009),
   "Clustering sequence sets for motif discovery,"
   in Advances in Neural Information Processing Systems 22 (NIPS-2009),
   edited by Y. Bengio, D. Schuurmans, J. Lafferty, C. K. I. Williams and A. Culotta,
   Vancouver, Canada, December 7-10, 2009.
   

10. Hyohyeong Kang, Yunjun Nam, and Seungjin Choi (2009),
    "Composite common spatial pattern for subject-to-subject transfer,"
    IEEE Signal Processing Letters,
    vol. 16, no. 8, pp. 683-686, August 2009.
    

11. Hyekyoung Lee and Seungjin Choi (2009),
    "Group nonnegative matrix factorization for EEG classification,"
    in Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS-2009),
    Clearwater Beach, Florida, April 16-18, 2009.
    

12. Andrzej Cichocki, Yoshikazu Washizawa, Tomasz Rutkowski, Hovagim Bakardjian, Anh-Huy Phan,
    Seungjin Choi, Hyekyoung Lee, Qibin Zhao, Liqing Zhang, and Yuanqing Li (2008),
    "Noninvasive BCIs: Multiway signal-processing array decompositions"
    IEEE Computer,
    vol. 41, no. 10, pp. 34-42, October 2008.
    

13. Heeyoul Choi, Seungjin Choi, and Yoonsuck Choe (2008),
    "Manifold integration with Markov random walks,"
    in Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence (AAAI-2008),
    Chicago, Illinois, July 13-17, 2008.
    

14. Sun Ho Lee and Seungjin Choi (2007),
    "Two-dimensional canonical correlation analysis,"
    IEEE Signal Processing Letters,
    vol. 14, no. 10, pp. 735-738, October 2007.
    

15. Kye-Hyeon Kim and Seungjin Choi (2007)
    "Neighbor search with global geometry: A minimax message passing algorithm,"
    in Proceedings of the International Conference on Machine Learning (ICML-2007),
    Corvallis, Oregon, June 20-24, 2007.

16. Yong-Deok Kim and Seungjin Choi (2007),
    "Nonnegative Tucker decomposition,"
    in Proceedings of the IEEE CVPR-2007 Workshop on Component Analysis Methods,
    Minneapolis, Minnesota, June 22, 2007.
    

17. Heeyoul Choi and Seungjin Choi (2007),
    "Robust kernel Isomap,"
    Pattern Recognition,
    vol. 40, no. 3, pp. 853-862, March 2007.
    (Matlab codes)
    

18. Seunghak Lee, Iryoung Jeong, and Seungjin Choi (2007),
    "Dynamically weighted hidden Markov model for spam deobfuscation,"
    in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI-2007),
    Hyderabad, India, January 6-12, 2007.
    

19. Jong-Hoon Ahn, Seungjin Choi, and Jong-Hoon Oh (2004)
    "A multiplicative up-propagation algorithm,"
    in Proceedings of the International Conference on Machine Learning (ICML-2004),
    pp. 17-24, Banff, Canada, July 4-8, 2004.