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Minyoung Kim

Personal Information:

Position: Alumni Kim, Minyoung
Description:

Minyoung Kim is an alumnus of SEQAM. He completed his Ph.D in 2008. He received BS and MS degrees both in Computer Science & Engineering in Seoul National University, Korea. His primary research interest includes machine learning, graphical models, and computer vision especially in-depth understanding of generative/discriminative model/learning  for the sequence classification/segmentation and motion tracking. He is now an assistant professor of the Department of Electronic IT Media Engineering at Seoul National University of Science and Technology.

Publications

  • M. Kim and V. Pavlovic. "Central Subspace Dimensionality Reduction Using Covariance Operators", IEEE Trans. Pattern Anal. Mach. Intell., Vol. 33. 2011, pp. 657-670. [More] 
  • M. Kim and V. Pavlovic. "Sequence classification via large margin hidden Markov models", Data Min. Knowl. Discov., Vol. 23. 2011, pp. 322-344. [More] 
  • M. Kim and V. Pavlovic. "Hidden Conditional Ordinal Random Fields for Sequence Classification". ECML/PKDD. 2010. pp. 51-65. [More] 
  • M. Kim and V. Pavlovic. "Structured output ordinal regression for dynamic facial emotion intensity prediction". Computer Vision - ECCV 2010. Daniilidis, Kostas, Maragos, Petros, Paragios and Nikos eds. 2010. pp. 649-662. [More] 
  • M. Kim and V. Pavlovic. "Dimensionality Reduction using Covariance Operator Inverse Regression". IEEE Conf. Computer Vision and Pattern Recognition. 2008. [More] 
  • M. Kim, S. Kumar, V. Pavlovic and H. Rowley. "Face Tracking and Recognition with Visual Constraints in Real-World Videos". IEEE Conf. Computer Vision and Pattern Recognition. 2008. [More] 
  • M. Kim and V. Pavlovic. "A Recursive Method for Discriminative Mixture Learning". Int'l Conf. Machine Learning (ICML). 2007. [More] 
  • M. Kim and V. Pavlovic. "Conditional State Space Models for Discriminative Motion Estimation". IEEE Int'l Conf. Computer Vision. 2007. [More] 
  • M. Kim and V. Pavlovic. "Discriminative Learning of Dynamical Systems for Motion Tracking". IEEE Conf. Computer Vision and Pattern Recognition. 2007. [More] 
  • M. Kim, S. Kumar, V. Pavlovic and H. Rowley. "Face Tracking and Recognition with Visual Constrains". Tech. Rep. DCS-TR-623. 2007. [More] 
  • M. Kim and V. Pavlovic. "Covariance Kernels and Dimensionality Reduction for Regression". Tech. Rep. DCS-TR-622. 2007. [More] 
  • M. Kim and V. Pavlovic. "Discriminative Learning of Mixture of Bayesian Network Classifiers for Sequence Classification". IEEE Conf. Computer Vision and Pattern Recognition. 2006. pp. 268-275. [More] 
  • M. Kim and V. Pavlovic. "Discriminative Tracking Methods". Tech. Rep. DCS-TR6xx. 2006. [More] 
  • M. Kim and V. Pavlovic. "Discriminative Learning of Mixture of Bayesian Network Classifiers for Sequence Classification". Tech. Rep. RU-DCS-TR5. 2005. [More] 

Projects

Theses