2 papers
math.NA2020
Efficient Algorithms for Eigensystem Realization using Randomized SVD
Rachel Minster, Arvind K. Saibaba, Jishnudeep Kar +1
Eigensystem Realization Algorithm (ERA) is a data-driven approach for subspace system identification and is widely used in many areas of engineering. However, the computational cos…
math.NA2019
Randomized algorithms for low-rank tensor decompositions in the Tucker format
Rachel Minster, Arvind K. Saibaba, Misha E. Kilmer
Many applications in data science and scientific computing involve large-scale datasets that are expensive to store and compute with, but can be efficiently compressed and stored i…