3 papers
math.NA2021
Streaming Generalized Canonical Polyadic Tensor Decompositions
Eric Phipps, Nick Johnson, Tamara G. Kolda
In this paper, we develop a method which we call OnlineGCP for computing the Generalized Canonical Polyadic (GCP) tensor decomposition of streaming data. GCP differs from tradition…
cs.MS2018
Software for Sparse Tensor Decomposition on Emerging Computing Architectures
Eric Phipps, Tamara G. Kolda
In this paper, we develop software for decomposing sparse tensors that is portable to and performant on a variety of multicore, manycore, and GPU computing architectures. The resul…
stat.CO2017
Surrogate-based Ensemble Grouping Strategies for Embedded Sampling-based Uncertainty Quantification
Marta D'Elia, Eric Phipps, Ahmad Rushdi +1
The embedded ensemble propagation approach introduced in [49] has been demonstrated to be a powerful means of reducing the computational cost of sampling-based uncertainty quantifi…