3 papers
eess.SY2020
Data-Driven Model Reduction for Multilinear Control Systems via Tensor Trains
Can Chen, Amit Surana, Anthony Bloch +1
In this paper, we explore the role of tensor algebra in balanced truncation (BT) based model reduction/identification for high-dimensional multilinear/linear time invariant systems…
cs.LG2019
Tensor Entropy for Uniform Hypergraphs
Can Chen, Indika Rajapakse
In this paper, we develop the notion of entropy for uniform hypergraphs via tensor theory. We employ the probability distribution of the generalized singular values, calculated fro…
math.OC2019
Multilinear Time Invariant System Theory
Can Chen, Amit Surana, Anthony Bloch +1
In biological and engineering systems, structure, function and dynamics are highly coupled. Such interactions can be naturally and compactly captured via tensor based state space d…