Multi-Task Dynamical Systems

1 code implementation • 8 Oct 2022 • Alex Bird, Christopher K. I. Williams, Christopher Hawthorne

Time series datasets are often composed of a variety of sequences from the same domain, but from different entities, such as individuals, products, or organizations.

Multi-Task Learning Time Series +1

Multi-Task Time Series Analysis applied to Drug Response Modelling

no code implementations • 21 Mar 2019 • Alex Bird, Christopher K. I. Williams, Christopher Hawthorne

Time series models such as dynamical systems are frequently fitted to a cohort of data, ignoring variation between individual entities such as patients.

Multi-Task Learning Time Series +1

Input-Output Non-Linear Dynamical Systems applied to Physiological Condition Monitoring

no code implementations • 31 Jul 2016 • Konstantinos Georgatzis, Christopher K. I. Williams, Christopher Hawthorne

We present a non-linear dynamical system for modelling the effect of drug infusions on the vital signs of patients admitted in Intensive Care Units (ICUs).