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What's New
16-Mar-2020
[Cancellation] Differential Inclusions in Optimal Control of Deterministic and Stochastic Systems
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11-Feb-2020
[Cancellation] Stochastic Trust-region Methods with Trust-region Radius Depending on Probabilistic Models
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17-Dec-2019
[Cancellation] Due to the unforeseen condition on PolyU campus, please note that the Colloquim talk by Prof...
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10-Dec-2019
AMA UGC Teaching and Learning PALMS Project has won 7 International Educational Awards, 10 Dec 2019
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[Cancellation] Due to the unforeseen condition on PolyU campus, please note that the Distinguished Lectures...
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04-Sep-2019
Media reports on “AMA’s Active Learning Pedagogies and Mobile Applications in University STEM Education”, 4...
Read Mode 29-Aug-2019
AMA Seminar: Inverting the Markovian Projection with an Application to Local Stochastic Volatility Models
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12-Jul-2019
Congratulations to Miss Lee Ka Yi, our Investment Science graduate, for receiving the Medal of Honour (MH) ...
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11-Jul-2019
Congratulations to Mr. Salihu Sabiu Musa for winning the Best Research Paper Presentation Award presented b...
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02-Jul-2019
Congratulations to the following colleagues for receiving the RGC GRF in 2019-2020: Chen XJ, He DH, James H...
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25-May-2019
Dr. Yang Lei, AMA alumnus, won 2018-2019 Hong Kong Mathematical Society Best Thesis Award
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25-May-2019
Dr. Wang Zhi-an received 2019 Hong Kong Mathematical Society Award for Young Scholars
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27-Jan-2019
Drs. James Huang and Li Xun won 2018 Outstanding Achievement Award in Scientific Research for Institution o...
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12-Dec-2018
Chair Professors Jian Huang and Liqun Qi recognized as Highly Cited Researchers 2018
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08-Nov-2018
The Chinese Academy of Sciences (CAS) approved the CAS AMSS-PolyU Joint Lab of Applied Mathematics
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15-Oct-2018
Dr. He and his co-authors receives the Second Prize for the 2019 Award for Outstanding Research Articles in...
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16-Jul-2018
Prof. Sun Defeng awarded the triennial Beale--Orchard-Hays Prize for Excellence in Computational Mathematic...
Read ModeAcademic Staff
Assistant Professor
Dr. Guo Xin
郭昕博士
Qualifications
- BSc, Beijing Normal University, 2006
- MPhil, City University of Hong Kong, 2008
- PhD, City University of Hong Kong, 2011
Research Interests
- Statistical learning theory
Selected Publications
- Kenneth C. Land, Qiang Fu, Xin Guo, Sun Y. Jeon, Eric N. Reither, and Emma Zhang, Playing with the rules and making misleading statements: a response to Luo, Hodges, Winship, and Powers, (invited article), American Journal of Sociology, to appear.
- Kevin A. McGoff, Xin Guo, Anastasia Deckard, Christina M. Kelliher, Adam R. Leman, Lauren J. Francey, John B. Hogenesch, Steven B. Haase, and John L. Harer, The Local Edge Machine: Inference of Dynamic Models of Gene Regulation, Genome Biology, 17:214, 2016.
- Xin Guo, Jun Fan, and Ding-Xuan Zhou, Sparsity and error analysis of empirical feature-based regularization schemes, Journal of Machine Learning Research, 17(89):1-34, 2016.
- Wen-Jun Shen, Hau-San Wong, Quan-Wu Xiao, Xin Guo, and Stephen Smale, Introduction to the peptide binding problem of computational immunology: new results, Foundations of Computational Mathematics, 14(5):951-984, October 2014.
- Xin Guo, and Ding-Xuan Zhou, An empirical feature-based learning algorithm producing sparse approximations, Applied and Computational Harmonic Analysis, 32:389-400, 2012.
- Xin Guo, Learning gradients via an early stopping gradient descent method, Journal of Approximation Theory, 162:1919-1944, 2010.
- Lei Shi, Xin Guo, and Ding-Xuan Zhou, Hermite learning with gradient data, Journal of Computational and Applied Mathematics, 233:3046-3059, 2010.
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