May 18 – 22, 2026
Virginia Tech
America/New_York timezone

Streaming Tensor BM-Decomposition

May 19, 2026, 4:10 PM
25m
Torgersen Hall 1060 (Virginia Tech)

Torgersen Hall 1060

Virginia Tech

Minisymposium Talk Recent Advances in Tensor Decompositions for Model and Data Reduction Recent Advances in Tensor Decompositions for Model and Data Reduction

Speaker

Fan Tian

Description

Tensor decomposition is widely used for analyzing multi-way data in various applications that often involve continuously generated data. Efficient methods to process and extract meaningful patterns dynamically are hence essential for these applications. In this talk, we consider the problem of computing the streaming tensor BM-decompositions (BMD). An incremental algorithm, OnlineBMD, is presented, which is the first work that addresses third-order tensor BMD in a dynamic setting.

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