Search Results for author: Kate Saunders

Found 3 papers, 1 papers with code

Personalised recommendations of sleep behaviour with neural networks using sleep diaries captured in Sleepio

no code implementations29 Jul 2022 Alejo Nevado-Holgado, Colin Espie, Maria Liakata, Alasdair Henry, Jenny Gu, Niall Taylor, Kate Saunders, Tom Walker, Chris Miller

In collaboration with Big Health, the therapeutics company that created and utilizes Sleepio, we have analysed data from a random sample of 401, 174 sleep diaries and built a neural network to model sleep behaviour and sleep quality of each individual in a personalised manner.

Sleep Quality

A signature-based machine learning model for bipolar disorder and borderline personality disorder

1 code implementation22 Jul 2017 Imanol Perez Arribas, Kate Saunders, Guy Goodwin, Terry Lyons

Participants with bipolar disorder or borderline personality disorder and healthy volunteers completed daily mood ratings using a bespoke smartphone app for up to a year.

BIG-bench Machine Learning Time Series +1

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