Zobrazeno 1 - 10
of 86
pro vyhledávání: '"Dobson Richard Jb."'
In this study, we explore the impact of different masking strategies on time series imputation models. We evaluate the effects of pre-masking versus in-mini-batch masking, normalization timing, and the choice between augmenting and overlaying artific
Externí odkaz:
http://arxiv.org/abs/2405.17508
Autor:
Qian, Linglong, Raj, Joseph Arul, Ellis, Hugh Logan, Zhang, Ao, Zhang, Yuezhou, Wang, Tao, Dobson, Richard JB, Ibrahim, Zina
We introduce the Conditional Self-Attention Imputation (CSAI), a novel recurrent neural network architecture designed to address the challenges of complex missing data patterns in multivariate time series derived from hospital electronic health recor
Externí odkaz:
http://arxiv.org/abs/2312.16713
Autor:
Zhang, Yuezhou, Folarin, Amos A, Sun, Shaoxiong, Cummins, Nicholas, Ranjan, Yatharth, Rashid, Zulqarnain, Stewart, Callum, Conde, Pauline, Sankesara, Heet, Laiou, Petroula, Matcham, Faith, White, Katie M, Oetzmann, Carolin, Lamers, Femke, Siddi, Sara, Simblett, Sara, Vairavan, Srinivasan, Myin-Germeys, Inez, Mohr, David C., Wykes, Til, Haro, Josep Maria, Annas, Peter, Penninx, Brenda WJH, Narayan, Vaibhav A, Hotopf, Matthew, Dobson, Richard JB, consortium, RADAR-CNS
Objective: This study aimed to explore the associations between depression severity and wearable-measured circadian rhythms, accounting for seasonal impacts and quantifying seasonal changes in circadian rhythms.Materials and Methods: Data used in thi
Externí odkaz:
http://arxiv.org/abs/2312.02953
Autor:
Zhang, Yuezhou, Folarin, Amos A, Dineley, Judith, Conde, Pauline, de Angel, Valeria, Sun, Shaoxiong, Ranjan, Yatharth, Rashid, Zulqarnain, Stewart, Callum, Laiou, Petroula, Sankesara, Heet, Qian, Linglong, Matcham, Faith, White, Katie M, Oetzmann, Carolin, Lamers, Femke, Siddi, Sara, Simblett, Sara, Schuller, Björn W., Vairavan, Srinivasan, Wykes, Til, Haro, Josep Maria, Penninx, Brenda WJH, Narayan, Vaibhav A, Hotopf, Matthew, Dobson, Richard JB, Cummins, Nicholas, consortium, RADAR-CNS
Language use has been shown to correlate with depression, but large-scale validation is needed. Traditional methods like clinic studies are expensive. So, natural language processing has been employed on social media to predict depression, but limita
Externí odkaz:
http://arxiv.org/abs/2308.11773
Autor:
Rashid, Zulqarnain, Folarin, Amos A, Ranjan, Yatharth, Conde, Pauline, Sankesara, Heet, Zhang, Yuezhou, Sun, Shaoxiong, Stewart, Callum, Laiou, Petroula, Dobson, Richard JB
Digital Biomarkers and remote patient monitoring can provide valuable and timely insights into how a patient is coping with their condition (disease progression, treatment response, etc.), complementing treatment in traditional healthcare settings.Sm
Externí odkaz:
http://arxiv.org/abs/2308.02043
Publikováno v:
Journal of Integrative Bioinformatics, Vol 6, Iss 1, Pp 1-14 (2009)
Metabolic models have the potential to impact on genome annotation and on the interpretation of gene expression and other high throughput genome data. The genome of Streptomyces coelicolor genome has been sequenced and some 30% of the open reading fr
Externí odkaz:
https://doaj.org/article/fe85838447e44b09ba1083aaee24cfbb
Publikováno v:
Journal of Integrative Bioinformatics, Vol 6, Iss 1, Pp 25-49 (2009)
Functional annotation of a protein sequence in the absence of experimental data or clear similarity to a sequence of known function is difficult. In this study, a simple set of sequence attributes based on physicochemical and predicted structural cha
Externí odkaz:
https://doaj.org/article/dda04736047b440fade051ff671573ff
Autor:
Noor, Kawsar, Smith, Katherine, Bennett, Julia, OConnell, Jade, Fisk, Jessica, Hunt, Monika, Philippo, Gary, Xu, Teresa, Knight, Simon, Romao, Luis, Dobson, Richard JB, Wong, Wai Keong
After a patient consultation, a clinician determines the steps in the management of the patient. A clinician may for example request to see the patient again or refer them to a specialist. Whilst most clinicians will record their intent as "next step
Externí odkaz:
http://arxiv.org/abs/2204.09594
Autor:
Zhang, Yuezhou, Folarin, Amos A, Sun, Shaoxiong, Cummins, Nicholas, Vairavan, Srinivasan, Qian, Linglong, Ranjan, Yatharth, Rashid, Zulqarnain, Conde, Pauline, Stewart, Callum, Laiou, Petroula, Sankesara, Heet, Matcham, Faith, White, Katie M, Oetzmann, Carolin, Ivan, Alina, Lamers, Femke, Siddi, Sara, Simblett, Sara, Rintala, Aki, Mohr, David C, Myin-Germeys, Inez, Wykes, Til, Haro, Josep Maria, Penninx, Brenda WJH, Narayan, Vaibhav A, Annas, Peter, Hotopf, Matthew, Dobson, Richard JB, consortium, RADAR-CNS
Gait is an essential manifestation of depression. Laboratory gait characteristics have been found to be closely associated with depression. However, the gait characteristics of daily walking in real-world scenarios and their relationships with depres
Externí odkaz:
http://arxiv.org/abs/2201.12644
Autor:
Sun, Shaoxiong, Folarin, Amos A, Zhang, Yuezhou, Cummins, Nicholas, Liu, Shuo, Stewart, Callum, Ranjan, Yatharth, Rashid, Zulqarnain, Conde, Pauline, Laiou, Petroula, Sankesara, Heet, Costa, Gloria Dalla, Leocani, Letizia, Sørensen, Per Soelberg, Magyari, Melinda, Guerrero, Ana Isabel, Zabalza, Ana, Vairavan, Srinivasan, Bailon, Raquel, Simblett, Sara, Myin-Germeys, Inez, Rintala, Aki, Wykes, Til, Narayan, Vaibhav A, Hotopf, Matthew, Comi, Giancarlo, Dobson, Richard JB, consortium, RADAR-CNS
Multiple sclerosis (MS) is a progressive inflammatory and neurodegenerative disease of the central nervous system affecting over 2.5 million people globally. In-clinic six-minute walk test (6MWT) is a widely used objective measure to evaluate the pro
Externí odkaz:
http://arxiv.org/abs/2112.11903