Assistant Supervisor

Curriculum Vitae

Dr. Fuxin Li

Department of Computational Science and Technology

Georgia Institute of Technology

**** ***** ********

*** ***** *****

Atlanta, GA 30332-0765

United States of America

Phone: +1-404-***-****

Email: ***@**.******.***

WWW: http://www.cc.gatech.edu/ fli/

Educational Background

2003.9 - 2008.8, Ph.D. in Pattern Recognition and Intelligent Systems, Institute of Automation, Chinese

Academy of Sciences. Supervisor: Professor Jue Wang. Dissertation title: Euclidean Metric

Learning .

1997.9 - 2001.6, B.E. in Computer Science and Technology, Zhejiang University (Got Bachelor s degree at

the age of 17).

Experience

Working experience

2011.2 - now, Postdoctoral Researcher, Department of Computational Science and Engineering, Georgia

Institute of Technology. Supervisor: Dr. Guy Lebanon and Dr. Haesun Park.

2008.9 - 2010.12, EU-Research Assistant (Postdoctoral Researcher) at Institute of Numerical Simulation,

University of Bonn. Supervisor: Dr. Cristian Sminchisescu.

2001 - 2002, Programmer/Database Analyst, China Railway Ticket Selling and Booking System, Chinese

Academy of Railway Sciences.

Teaching experience

2010, Teaching Assistant. Computer Vision course. University of Bonn (in master curriculum).

2004 - 2007, 2-hour lecture in the course Introduction to Proteomics. Peking Union Medical College

(in graduate curriculum).

2005 - 2007, 2-hour lecture in the course Machine Learning Research. Graduate School of Chinese

Academy of Sciences (in graduate curriculum).

Research Interests

Statistical learning, regularization approaches, Monte Carlo methods, visual object recognition,

visualization, applications of machine learning in text, image and bioinformatics.

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Dr. Fuxin Li

Major Publications

Machine Learning and Computer Vision

Fuxin Li, Guy Lebanon, Cristian Sminchisescu. Chebyshev Approximations to the Histogram Chi-Square

Kernel. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR),

2012.

Jo o Carreira, Fuxin Li, Cristian Sminchisescu. Object Recognition as Ranking Holistic Figure-Ground

a

Hypotheses. International Journal of Computer Vision (IJCV). Accepted (First two authors

contributed equally), 2012.

Catalin Ionescu, Fuxin Li, Cristian Sminchisescu. Latent Structured Models for Human Pose Estimation.

In IEEE International Conference on Computer Vision (ICCV), 2011 (Oral presentation).

Fuxin Li, Cristian Sminchisescu. Convex Multiple Instance Learning by Estimating Likelihood Ratio,

Advances in Neural Processing Systems (NIPS), 2010.

Fuxin Li, Catalin Ionescu, Cristian Sminchisescu. Random Fourier Approximations for Skewed

Multiplicative Histogram Kernels. In German Association for Pattern Recognition (Deutsche

Arbeitsgemeinschaft f r Mustererkennung, DAGM), 2010. DAGM prize paper.

u

Fuxin Li, Jo o Carreira, Cristian Sminchisescu. Object Recognition as Ranking Holistic Figure-Ground

a

Hypotheses. In IEEE International Conference on Computer Vision and Pattern Recognition

(CVPR), 2010 (First two authors contributed equally).

Fuxin Li, Cristian Sminchisescu. The Feature Selection Path in Kernel Methods. In Arti cial Intelligence

and Statistics (AISTATS), 2010.

Fen Xia, Yanwu Yang, Liang Zhou, Fuxin Li, Min Cai, Daniel D. Zeng: A closed-form reduction of

multi-class cost-sensitive learning to weighted multi-class learning. Pattern Recognition 42(7):

1572-1581 (2009).

Fuxin Li, Yunshan Fu, Yu-Hong Dai, Cristian Sminchisescu, and Jue Wang. Kernel Learning by

Unconstrained Optimization. Arti cial Intelligence and Statistics (AISTATS), 2009.

Liang Zhou, Fuxin Li, Yanwu Yang. Path Algorithms for One-Class SVM. International Symposium on

Neural Networks (ISNN), 2008.

Zongying Song, Chunhong Pan, Q Yang, Fuxin Li, Wei Li. Building Roof Detection from a Single

High-Resolution Satellite Image in Dense Urban Area. In ISPRS 2008, Congress of the International

Society for Photogrammetry and Remote Sensing.

Fen Xia, Wensheng Zhang, Fuxin Li, Yanwu Yang. Ranking with Decision Tree. Knowledge and

Information Systems. 17(3):381-395 (2008).

Fuxin Li, Jian Yang, Jue Wang. A Transductive Framework of Distance Metric Learning by Spectral

Dimensionality Reduction. In Proceedings of International Conference on Machine Learning (ICML),

2007

Jian Yang, Fuxin Li, Jue Wang. A Better Scaled Local Tangent Space Alignment Algorithm. In

Proceedings of International Joint Conference on Neural Networks (IJCNN), 2005

Proteomics

Chen Shao, Wei Sun, Fuxin Li, Ruifeng Yang, Ling Zhang, Youhe Gao. Oscore: a combined score to

reduce false negative rates for peptide identi cation in tandem mass spectrometry analysis. Journal

of Mass Spectrometry. 2009(14):1, 25-31.

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Dr. Fuxin Li

Linjie Wang, Fuxin Li, Wei Sun, Shuzhen Wu, Xiaorong Wang, Ling Zhang, Dexian Zheng, Jue Wang and

Youhe Gao. Concanavalin A-captured Glycoproteins in Healthy Human Urine. Molecular & Cellular

Proteomics. 2006(5): 560 - 562

Wei Sun, Fuxin Li, Shuzhen Wu, Xiaorong Wang, Dexian Zheng, Jue Wang, Youhe Gao. Human urine

proteome analysis by three separation approaches. Proteomics. 2005(5): 4994-5001

Fuxin Li, Wei Sun, Youhe Gao, Jue Wang. RScore: A Peptide Randomicity Score For Evaluating MS/MS

Spectra. Rapid Communications in Mass Spectrometry. 2004(18):14,1655-1659

Wei Sun, Fuxin Li, Jue Wang, Dexian Zheng, Youhe Gao. AMASS: Software for Automatically Validating

the Quality of MS/MS Spectrum From SEQUEST Results. Molecular & Cellular Proteomics.

2004(3): 1194-1199

Honors

2011, Outstanding reviewer award for ICCV 2011.

2009-2011, co-winners of PASCAL VOC Segmentation Challenge three times in a row (Most prestigious

challenge in visual object recognition, we won against universities such as UCBerkeley, Chicago,

Stanford, Oxford, etc.).

2010, DAGM Paper Prize.

2005, Microsoft Fellowship. 6000$ (only 40 recipients per year across the entire Asia-Paci c region).

2005, First Class Scholarship. Insititute of Automation, Chinese Academy of Sciences.

2005, Liuyongling Scholarship. Chinese Academy of Sciences.

Professional activities

Reviewer for IEEE Transactions in Pattern Analysis and Machine Intelligence (PAMI).

Reviewer for Journal of Selected Topics in Signal Processing.

Reviewer for ACM Transactions on Intelligent Systems and Technology.

Reviewer for the Neurocomputing journal.

Reviewer for the Data Mining and Knowledge Discovery Journal.

Reviewer for conference NIPS 2011.

Reviewer for conference ICCV 2011 (outstanding reviewer).

Reviewer for conference IJCAI 2011.

Technical Skills

Pro cient in C/C++, ASP, MATLAB, Python and R/S-Plus.

Software

AMASS (Advanced MAss Spectrum Screener). Chinese Software Copyright No. 2004SR02787.

References

Guy Lebanon Cristian Sminchisescu Jue Wang

*******@**.******.*** ********.************@***.***-****.** ***.****@**.**.**

Associate Professor Professor Professor

College of Computing Institute of Numerical Simulation Institute of Automation

Georgia Institute of Technology University of Bonn Chinese Academy of Sciences

USA Germany China

AMASS (Advanced MAss Spectrum Screener). Chinese Software Copyright No. 2004SR02787.

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