Shujian Yu

About Me

Shujian Yu

2015.8 - 2019.5, Graduate Research Assistant, Computational NeuroEngineering Laboratory, University of Florida
2018.6 - 2018.8, Visiting student, Machine Learning Group, University of Tromso (UiT), Norway
2017.6 - 2017.8, Machine Learning Research Scientist (Intern), Nokia Bell Labs, NJ
2016.5 - 2016.8, Data Mining Research Scientist (Intern), Bosch Research Center, CA
2013.8 - 2014.5, Graduate Research Assistant, Spectral Analysis Laboratory, University of Florida
2011.7 - 2013.6, Undergraduate Research Assistant, Data Science and Computer Vision Laboratory, Huazhong University of Science and Technology
My Research Interests

Understanding Deep Neural Networks with Information Theory,
Streaming Data Mining and its Applications,
Multiview (Feature) Learning,
(Correlation Filter) Visual Tracking,
Hypothesis Testing and Statistics


CNEL Papers
Journal Papers
1Shujian Yu, Jose C. Principe, "Simple Stopping Criteria for Information Theoretic Feature Selection", Entropy, Vol. , No. , pp. -, Jan. 2019,DOI:10.3390/e21010099
2Shujian Yu, Zubin Abraham, Heng Wang, Mohak Shah, Jose C. Principe, "Concept Drift Detection and Adaptation with Hierarchical Hypothesis Testing", Journal of the Franklin Institute, Vol. , No. , pp. -, 2019,DOI:10.1016/j.jfranklin.2019.01.043
3Zheng Cao, Shujian Yu, Bing Ouyang, Fraser Dalgleish, Anni Vuorenkoski, Gabriel Alsenas, Jose Principe, "Marine Animal Classification with Correntropy Loss Based Multi-view Learning", Journal of Oceanic Engineering, Vol. 99, No. , pp. 1-14, Aug. 2018,DOI:10.1109/JOE.2018.2861500
4Xinge You, Weigang Guo, Shujian Yu, Kan Li, José C. Príncipe, and Dacheng Tao, "Kernel Learning for Dynamic Texture Synthesis", Trans. on Image Processing, Vol. 25, No. 10, pp. 4782-4795, Oct. 2016,DOI:10.1109/TIP.2016.2598653
Conference Papers
1Shujian Yu, Matthew Emigh, Eder Santana, Jose C. Principe, "AUTOENCODERS TRAINED WITH RELEVANT INFORMATION: BLENDING SHANNON AND WIENER’S PERSPECTIVES," Intl. Conf. on Acoustics, Speech, and Signal Processing.(Accepted) (author PDF)
2Shujian Yu, Xiaoyang Wang, Jose C. Principe, "Request-and-Reverify: Hierarchical Hypothesis Testing for Concept Drift Detection with Expensive Labels", , pp. 3033-3039, 2018,DOI:10.24963/ijcai.2018/421 (author PDF)
3Shujian Yu, "Concept Drift Detection with Hierarchical Hypothesis Testing", , pp. 768-776, June 2017,DOI:10.1137/1.9781611974973.86 (author PDF)
4Shujian Yu, Zheng Cao, "ROBUST LINEAR DISCRIMINANT ANALYSIS WITH A LAPLACIAN ASSUMPTION ON PROJECTION DISTRIBUTION", Intl. Conf. on Acoustics, Speech, and Signal Processing, pp. -, 2017 (author PDF)

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