Utilisation of the signature method to identify the early onset of sepsis from multivariate physiological time series in critical care monitoring

Objectives: Patients in an ICU are particularly vulnerable to sepsis. It is therefore important to detect its onset as early as possible. This study focuses on the development and validation of a new signature-based regression model, augmented with a particular choice of the handcrafted features, t...

Full description

Bibliographic Details
Main Authors: Morrill, JH, Kormilitzin, A, Nevado-Holgado, A, Swaminathan, S, Howison, S, Lyons, T
Format: Journal article
Language:English
Published: Lippincott, Williams & Wilkins 2020