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Bo Jiang
Professor
Research Institute for Interdisciplinary Sciences
School of Information Management and Engineering
Shanghai University of Finance and Economics
Education:
Ph.D., Department of Industrial and Systems Engineering, University of Minnesota, MN, 2013
M.S., School of Management, Fudan University, China, 2008
B.S., Department of Mathematics, East China Normal University, China, 2005
Research Interests:
Methodologies: Operations Research; Multidimensional Data (Tensor) Analysis; Robust Optimization.
Applications: Pricing and Revenue Management; Machine Learning; Supply Chain Management; Signal Processing.
More research details can be found at [Google Scholar Citation].
Selected Publications:
Q. Deng, Q. Feng, W. Gao, D. Ge, B. Jiang*, Y. Jiang, J. Liu, T. Liu, C. Xue, Y. Ye and C. Zhang, "An Enhanced ADMM-based Interior Point Methods for Linear and Conic Optimization"[PDF], INFORMS Journal on Computing, accepted, 2024.（Previous title: “New Developments of ADMM-based Interior Point Methods for Linear Programming and Conic Programming”）
A. Desir*, V. Goyal, B. Jiang*, T. Xie and J. Zhang, “Robust Assortment Optimization under the Markov Chain Choice Model"[PDF], Operations Research, published online, 2023.
S. He, H. Hu, B. Jiang, and Z. Li, "Approximating tensor norms via sphere covering: Bridging the gap between primal and dual"[PDF], SIAM Journal on Optimization, 33(3), 2026-2088, 2023.
X. Chen, B. Jiang, T. Lin, and S. Zhang, “Accelerating Adaptive Cubic Regularization of Newton's Method via Random Sampling”[PDF], Journal of Machine Learning Research, 23(90), 1-38, 2022.
B. Jiang, H. Wang, and S. Zhang, “An Optimal High-Order Tensor Method for Convex Optimization”[PDF], Mathematics of Operations Research, 46(4), 1390–1412, 2021.
X. Chen, S. He, B. Jiang, C. Ryan and T. Zhang, “The Discrete Moment Problem with Nonconvex Shape Constraints” [PDF], Operations Research, 69(1), 279-296, 2021.
B. Jiang, T. Lin, and S. Zhang, “A Unified Adaptive Tensor Approximation Scheme to Accelerate Composite Convex Optimization” [PDF], SIAM Journal on Optimization, 30(4), 2897-2926, 2020.
B. Jiang, Z. Li, and S. Zhang, “On Cones of Nonnegative Quartic Forms” [PDF], Foundations of Computational Mathematics, 17(1), 161-197, 2017.
B. Jiang, Z. Li, and S. Zhang, “Characterizing Real-Valued Multivariate Complex Polynomials and Their Symmetric Tensor Representations” [PDF], SIAM Journal on Matrix Analysis and Applications, 37(1), 381-408, 2016.
B. Jiang, S. Ma and S. Zhang, “Tensor Principal Component Analysis via Convex Optimization” [PDF], Mathematical Programming Series A, 150, 423-457, 2015.
S. He, B. Jiang, Z. Li, and S. Zhang, “Probability Bounds for Polynomial Functions in Random Variables” [PDF], Mathematics of Operations Research, 39(3), 889-907, 2014.
B. Jiang, S. He, Z. Li, and S. Zhang, “Moments Tensors, Hilbert's Identity, and k-wise Uncorrelated Random Variables” [PDF], Mathematics of Operations Research, 39(3), 775-788, 2014.