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Presenter: Han Chen (Duke University) Collaborator(s): Anru Zhang Title: Finite-Step Tractable Tensor Ring Decomposition | Presenter: Jiaheng Chen (University of Chicago) Collaborator(s): Omar Al-Ghattas, Daniel Sanz-Alonso Title: Sharp Concentration of Simple Random Tensors |
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Presenter: Shabarish Chenakkod (University of Michigan) Collaborator(s): Michal Derezinski, Xiaoyu Dong Title: Optimal Oblivious Subspace Embeddings with Near-optimal Sparsity | Presenter: John R Hood (University of Chicago) Collaborator(s): Caterina De Bacco, Aaron Schein Title: Modeling Higher Order Interactions Among Latent Communities in Hypergraphs |
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Presenter: Amirhamzeh Khoshnam (University of Massachusetts Boston) Collaborator(s): Neriman Tokcan (University of Massachusetts Boston), Daniel Chafamo (University of Pennsylvania Title: Tensor decomposition application in omics data analysis | Presenter: Jingyang Li (University of Michigan) Collaborator(s): Jian-Feng Cai, Yang Chen, Dong Xia Title: Online Tensor Learning: Computational and Statistical Trade-offs, Adaptivity and Optimal Regret |
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Presenter: Yuetian Luo (University of Chicago) Collaborator(s): Ilias Diakonicolas, Daniel M. Kane, Anru R. Zhang Title: Statistical and Computational Limits for Low-rank Tensor Detection | Presenter: Zhongyuan Lyu (Columbia University) Collaborator(s): Dong Xia Title: Optimal Clustering by Lloyd’s Algorithm for Low-rank Mixture Model |
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Presenter: Kwangmoon Park (University of Wisconsin-Madison) Collaborator(s): Sunduz Keles Title: Sparse Higher-Order Partial Least Squares for Applications in Single-Cell 3D Genomics Data | Presenter: Riccardo Rossetti (Duke University) Collaborator(s): Galen Reeves Title: Fundamental Limits for High-Dimensional Factor Regression Models |
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Presenter: Bongjung Sung (Duke University) Collaborator(s): Peter D. Hoff Title: Testing Separability of High-Dimensional Covariance Matrices | Presenter: Runshi Tang (University of Wisconsin, Madison) Collaborator(s): Julien Chhor, Olga Klopp, Alexandre Tsybakov, Anru R. Zhang Title: Revisit CP Tensor Decomposition: Statistical Optimality and Fast Convergence |
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Presenter: Ke Xu (University of Notre Dame) Collaborator(s): Elynn Chen, Yuefeng Han Title: Statistical Inference for Low-Rank Tensor Models | Presenter: Yuepeng Yang (University of Chicago) Collaborator(s): Cong Ma Title: Estimating shared subspace with AJIVE: the power and limitation of multiple data matrices |