Výsledky vyhledávání - "Martínez-García Maria"

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Protect Before Generate: Error Correcting Codes within Discrete Deep Generative Models

Autor: Martínez-García, María, Villacrés, Grace, Mitchell, David, Olmos, Pablo M.

Despite significant advancements in deep probabilistic models, learning low-dimensional discrete latent representations remains a challenging task. In this paper, we introduce a novel method that enhances variational inference in discrete latent vari

Externí odkaz: http://arxiv.org/abs/2410.07840

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Sleep Activity Recognition and Characterization from Multi-Source Passively Sensed Data

Autor: Martínez-García, María, Moreno-Pino, Fernando, Olmos, Pablo M., Artés-Rodríguez, Antonio

Sleep constitutes a key indicator of human health, performance, and quality of life. Sleep deprivation has long been related to the onset, development, and worsening of several mental and metabolic disorders, constituting an essential marker for prev

Externí odkaz: http://arxiv.org/abs/2301.10156

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Heterogeneous Hidden Markov Models for Sleep Activity Recognition from Multi-Source Passively Sensed Data

Autor: Moreno-Pino, Fernando, Martínez-García, María, Olmos, Pablo M., Artés-Rodríguez, Antonio

Psychiatric patients' passive activity monitoring is crucial to detect behavioural shifts in real-time, comprising a tool that helps clinicians supervise patients' evolution over time and enhance the associated treatments' outcomes. Frequently, sleep

Externí odkaz: http://arxiv.org/abs/2211.10371

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