Ontology highlight
ABSTRACT:
SUBMITTER: Hernandez CX
PROVIDER: S-EPMC7398762 | biostudies-literature | 2018 Jun
REPOSITORIES: biostudies-literature
Hernández Carlos X CX Wayment-Steele Hannah K HK Sultan Mohammad M MM Husic Brooke E BE Pande Vijay S VS
Physical review. E 20180601 6-1
Often the analysis of time-dependent chemical and biophysical systems produces high-dimensional time-series data for which it can be difficult to interpret which individual features are most salient. While recent work from our group and others has demonstrated the utility of time-lagged covariate models to study such systems, linearity assumptions can limit the compression of inherently nonlinear dynamics into just a few characteristic components. Recent work in the field of deep learning has le ...[more]