Ximing Wang
Department of Industrial and Systems Engineering
University of Florida
Research
Research Interest
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Machine Learning and Data Mining
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Robust Optimization and Chance Constraints
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Network Optimization and Multi-Level Problems
Research Work
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Obtained machine learning optimization models with data uncertainties and solving algorithms on large-scale data sets.
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Constructed a modified active set algorithm for discrete network design bi-level problem.
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Developed the annual travel time reliability calculation spreadsheet for arterial roads.
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Developed several techniques to extract roads from aerial images by image processing and pattern recognition.
Publications
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Wang, X., Fan, N., and Pardalos, P. M. Robust Chance-Constrained Support Vector Machines with Second-Order Moment Information. Annals of Operations Research (2018) 263: 45-68. [Link] [PDF]
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Wang, X., Fan, N., and Pardalos, P. M. Stochastic Subgradient Descent Method for Large-Scale Robust Chance-Constrained Support Vector Machines. Optimization Letters (2017) 11: 1013-1024. [Link] [PDF]
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Wang, X., and Pardalos, P. M. A Modified Active Set Algorithm for Transportation Discrete Network Design Bi-Level Problem. Journal of Global Optimization (2017) 67: 325-342. [Link] [PDF] [Code] [Data] [Frank-Wolfe]
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Wang, X., and Pardalos, P. M. A Survey of Support Vector Machines with Uncertainties. Annals of Data Science (2014) 1: 293-309. [Link] [PDF]
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Elefteriadou, L., Lu, C., Li, Z., Wang, X., and Jin, L. Multimodal and Corridor Applications of Travel Time Reliability. Technical Report. Florida Department of Transportation (2012). [Link]
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Wang, X. The Research and Application of Road Extraction from Remote Sensing Images. Master Thesis. Tsinghua University (2011). [Link]
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Wang, X., Zhao, H., Tang, Z., and Fu, G. Road Extraction in Remote Sensing Images based on PCNN and Mathematical Morphology. In SPIE Satellite Data Compression, Communication, and Processing (2009), 74550N. [Link]
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Wang, X., Zhao, H., Fang, B., Fu, G., and Wang, W. The Development of Road Information Extraction from Remote Sensing Images. In SPIE International Conference on Earth Observation Data Processing and Analysis (2008), 72850U. [Link]
Conference Presentations
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Wang, X., and Pardalos, P. M. Support Vector Machine Classification with Robust Chance Constraints. In Institute for Operations Research and Management Sciences (INFORMS) Annual Meeting (2014), San Francisco, CA. [Slides]
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Wang, X., Lawphongpanich, S., and Yin, Y. Piecewise Linear Approximation of Bi-level Problems in Transportation. In Institute for Operations Research and Management Sciences (INFORMS) Annual Meeting (2013), Minneapolis, MN. [Slides]
Journal and Conference Reviews
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Annals of Operations Research
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Optimization Letters
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Annals of Mathematics and Artificial Intelligence
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Optimization Methods and Software
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Journal of Optimization Theory and Applications
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Journal of Industrial and Management Optimization
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Transportation Research Board Annual Meeting and Journal of Transportation Research Record