Email: lxduan AT gmail DOT com
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I am a Machine Learning Scientist at Amazon. I received Ph.D. from the School of Computer Engineering at the Nanyang Technological University in 2012 and B.Eng. from the Department of Electronic Engineering and Information Science at the University of Science and Technology of China in 2008.

Call For Paper: ICDM 2015 Workshop on Practical Transfer Learning


My research topics include:

  • Machine Learning: Transfer learning, multiple instance learning, multiple kernel learning, many class learning
  • Computer Vision: Image and video categorization
  • Medical Image Analysis: Ocular image classification

Journal Publications

  • [Code: HFA]

Conference Publications

  • [Code: HFA]
  • Best Student Paper Award

    [PDF] [BibTeX] [Slides]

Source Code

  • Heterogeneous Feature Augmentation (HFA) [Download]


I have been involved in the following academic services:

  • Conference Program Committee: ACCV 2014; ACM MM 2013; BRUREC (ICME Workshop) 2013; ICME 2012-2015; IJCAI 2013, 2015; TASK-CV (ECCV Workshop) 2014
  • Conference Reviewer: AAAI 2015; CVPR 2012-2015; ECCV 2012, 2014; ICCV 2013; NIPS 2014, 2015; ICME 2010
  • Journal Reviewer: International Journal of Computer Vision (IJCV), IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), IEEE Transactions on Neural Network and Learning Systems (T-NNLS), IEEE Transactions on Image Processing (T-IP), IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), IEEE Transactions on Multimedia (T-MM), IEEE Transactions on Cybernetics, ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), Computer Vision and Image Understanding (CVIU), Image and Vision Computing (IMAVIS), Information Sciences, Machine Vision and Applications (MVAP), Pattern Recognition Letters, Signal Processing, Neurocomputing, Journal of Signal Processing Systems


Here are some interesting links: