A Comparative Study of Continual, Lifelong, and Online Supervised Learning Libraries by Nicholas Cummins, Brad Killen, Somayeh Bakhtiari Ramezani, Shahram Rahimi, Maria Seale, Sudip Mittal

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Automatic detection of expressed emotion from Five-Minute Speech Samples: Challenges and opportunities. by Bahman Mirheidari, André Bittar, Nicholas Cummins, Johnny Downs, Helen L Fisher, Heidi Christensen

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Screening for Depression and Anxiety Using a Nonverbal Working Memory Task in a Sample of Older Brazilians: Observational Study of Preliminary Artificial Intelligence Model Transfe... by Alexandra Livia Georgescu, Nicholas Cummins, Emilia Molimpakis, Eduardo Giacomazzi, Joana Rodrigues Marczyk, Stefano Goria

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Collection and Analysis of Repeated Speech Samples: Methodological Framework and Example Protocol by Nicholas Cummins, Lauren Louise White, Zahia Rahman, Catriona Lucas, Tian Pan, Ewan Carr, Faith Matcham, Johnny Downs, Richard Dobson, Thomas F Quatieri, Judith Dineley

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Identifying depression subtypes and investigating their consistency and transitions in a 1-year cohort analysis. by Carolin Oetzmann, Nicholas Cummins, Femke Lamers, Faith Matcham, Sara Siddi, Katie M White, Josep Maria Haro, Srinivasan Vairavan, Brenda W J H Penninx, Vaibhav A Narayan, Matthew Hotopf, Ewan Carr

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Assessing seasonal and weather effects on depression and physical activity using mobile health data by Yuezhou Zhang, Amos A. Folarin, Yatharth Ranjan, Nicholas Cummins, Zulqarnain Rashid, Pauline Conde, Callum Stewart, Shaoxiong Sun, Srinivasan Vairavan, Faith Matcham, Carolin Oetzmann, Sara Siddi, Femke Lamers, Sara Simblett, Til Wykes, David C. Mohr, Josep Maria Haro, Brenda W. J. H. Penninx, Vaibhav A. Narayan, Matthew Hotopf, Richard J. B. Dobson, Abhishek Pratap, RADAR-CNS consortium

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