Application of the signature method to pattern recognition in the CEQUEL clinical trial

Application of the signature method to pattern recognition in the CEQUEL clinical trial

The classification procedure of streaming data usually requires various ad hoc methods or particular heuristic models. We explore a novel non-parametric and systematic approach to analysis of heterogeneous sequential data. We demonstrate an application of this method to classification of the delays...

Descripció completa

Dades bibliogràfiques
Autors principals:	Kormilitzin, A, Saunders, K, Harrison, P, Geddes, J, Lyons, T
Format:	Journal article
Publicat:	2016

Ítems similars

Biochemical and genetic predictors and correlates of response to lamotrigine and folic acid in bipolar depression: Analysis of the CEQUEL clinical trial
per: Tunbridge, E, et al.
Publicat: (2017)

Detecting early signs of depressive and manic episodes in patients with bipolar disorder using the signature-based model
per: Kormilitzin, A, et al.
Publicat: (2017)

Comparative Evaluation of Quetiapine Plus Lamotrigine Versus Quetiapine Monotherapy in Bipolar Depression: A Randomized Placebo Controlled Trial (CEQUEL)
per: Geddes, J, et al.
Publicat: (2014)

Comparative evaluation of quetiapine plus lamotrigine combination versus quetiapine monotherapy (and folic acid versus placebo) in bipolar depression (CEQUEL): a 2 × 2 factorial randomised trial.
per: Geddes, J, et al.
Publicat: (2015)

CEQUEL: A Comparative Evaluation of QUEtiapine-Lamotrigine combination versus quetiapine monotherapy, (and folic acid versus placebo) in people with bipolar depression: a 2x2 factorial randomised trial
per: Gardiner, A, et al.
Publicat: (2011)

Caregiver evaluation of the quality of end-of-life care (CEQUEL) scale: the caregiver's perception of patient care near death.
per: Philip C Higgins, et al.
Publicat: (2013-01-01)

Correction: Caregiver Evaluation of the Quality of End-Of-Life Care (CEQUEL) Scale: The Caregiver's Perception of Patient Care Near Death
Publicat: (2013-01-01)

A path signature approach for speech emotion recognition
per: Wang, B, et al.
Publicat: (2019)

A signature-based machine learning model for distinguishing bipolar disorder and borderline personality disorder
per: Arribas, I, et al.
Publicat: (2018)

Utilisation of the signature method to identify the early onset of sepsis from multivariate physiological time series in critical care monitoring
per: Morrill, JH, et al.
Publicat: (2020)

The signature-based model for early detection of sepsis from electronic health records in the intensive care unit
per: Morrill, J, et al.
Publicat: (2020)

Signature Pattern Recognition using Kohonen Network
per: Nadia Roosmalita Sari, et al.
Publicat: (2018-08-01)

Developing the path signature methodology and its application to landmark-based human action recognition
per: Yang, W, et al.
Publicat: (2022)

ImageSig: a signature transform for ultra-lightweight image recognition
per: Ibrahim, MR, et al.
Publicat: (2022)

Signature methods in machine learning
per: Lyons, T, et al.
Publicat: (2025)

Signature methods in machine learning
per: Lyons, T, et al.
Publicat: (2022)

Syntactic pattern recognition applications /
per: Fu, K. S. (King Sun), 1930-
Publicat: (1977)

Syntactic pattern recognition and applications/
per: Fu, K. S. (King Sun), 1930-
Publicat: (1982)

Clinical trial design: Horses for courses
per: Geddes, J
Publicat: (2009)

Clinical trial design: horses for courses.
per: Geddes, J
Publicat: (2009)

Applications of Pattern Recognition /
per: Travieso-Gonzalez, Carlos M., editor
Publicat: (2021)

Pattern recognition and applications /
per: Torres, M. I., et al.
Publicat: (c200)

Sensors and Pattern Recognition Methods for Security and Industrial Applications
per: Michał Choraś, et al.
Publicat: (2022-08-01)

Syntactic methods in pattern recognition/
per: Fu, K. S. (King Sun), 1930-
Publicat: (1976)

Clinical Trials in Psychiatry, 2nd edition
per: Geddes, J
Publicat: (2009)

Pattern recognition and massively distributed computing.
per: Davies, E, et al.
Publicat: (2002)

Named entity recognition in electronic health records using transfer learning bootstrapped neural networks
per: Gligic, L, et al.
Publicat: (2019)

The insertion method to invert the signature of a path
per: Fermanian, A, et al.
Publicat: (2023)

Chemical applications of pattern recognition/
per: 365189 Jurs, Peter C., et al.
Publicat: (1975)

Pattern recognition : theory and application /
per: Zoeller, Erwin A.
Publicat: (2008)

Pattern recognition : techniques and applications /
per: Shinghal, Rajjan, 1945- author
Publicat: (2006)

Pattern recognition theory and applications /
per: Devijver, Pierre A., et al.
Publicat: (1987)

Pattern recognition theory and applications /
per: 294553 Kittler, Josef
Publicat: (1981)

IMAGE PATTERN RECOGNITION : FUNDAMENTALS AND APPLICATIONS /
per: Rao, L. Koteswara, author, et al.
Publicat: (2022)

Hybrid methods in pattern recognition /
per: Bunke, H., et al.
Publicat: (2002)

Subspace methods of pattern recognition /
per: 189165 Oja, E.
Publicat: (1983)

Structural methods in pattern recognition /
per: 211538 Miclet, Laurent
Publicat: (1986)

Algebraic methods in pattern recognition /
per: 403685 Kulikowski, Juliusz
Publicat: (1972)

A generalised signature method for multivariate time series feature extraction
per: Morrill, J, et al.
Publicat: (2020)

Identifying psychiatric diagnosis from missing mood data through the use of log-signature features
per: Wu, Y, et al.
Publicat: (2022)