Automatic patient functionality assessment from multimodal data using deep learning techniques – Development and feasibility evaluation

Sociodemographic characteristics of missing data in digital phenotyping

(2021) Mathew V. Kiang et al.   Scientific Reports

A survey on the use of machine learning methods in context-aware middlewares for human activity recognition

(2021) Leandro Miranda et al.   ARTIFICIAL INTELLIGENCE REVIEW

Predicting hospitalisation-associated functional decline in older patients admitted to a cardiac care unit with cardiovascular disease: a prospective cohort study

(2020) Bastiaan Van Grootven et al.   BMC Geriatrics

Deep Learning–Based Multimodal Data Fusion: Case Study in Food Intake Episodes Detection Using Wearable Sensors

(2020) Nooshin Bahador et al.   JMIR mHealth and uHealth

Assessment of e-Social Activity in Psychiatric Patients

(2019) Pablo Bonilla-Escribano et al.   IEEE Journal of Biomedical and Health Informatics

Exercise in the treatment of clinical anxiety in general practice – a systematic review and meta-analysis

(2018) Elizabeth Aylett et al.   BMC HEALTH SERVICES RESEARCH

Combining continuous smartphone native sensors data capture and unsupervised data mining techniques for behavioral changes detection: The feasibility study of the Evidence Based Behavior (eB2) platform (Preprint)

(2018) Sofian Berrouiguet et al.   JMIR mHealth and uHealth

Akaike and Bayesian Information Criteria for Hidden Markov Models

(2018) Noura Dridi et al.   IEEE SIGNAL PROCESSING LETTERS

User profiles of an electronic mental health tool for ecological momentary assessment: MEmind

(2017) María Luisa Barrigón et al.   INTERNATIONAL JOURNAL OF METHODS IN PSYCHIATRIC RESEARCH

Screening for generalized anxiety disorder in Spanish primary care centers with the GAD-7

(2017) Roger Muñoz-Navarro et al.   PSYCHIATRY RESEARCH

Deep learning

(2015) Yann LeCun et al.   NATURE

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

The Behavioral Intervention Technology Model: An Integrated Conceptual and Technological Framework for eHealth and mHealth Interventions

(2014) David C Mohr et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Cross-validation pitfalls when selecting and assessing regression and classification models

(2014) Damjan Krstajic et al.   Journal of Cheminformatics

Interconnection Framework for mHealth and Remote Monitoring Based on the Internet of Things

(2013) Antonio J. Jara et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Disability transitions after 30 months in three community-dwelling diagnostic groups in Spain

(2013) Jesús de Pedro-Cuesta et al.   PLoS One

Effects of Exercise and Physical Activity on Anxiety

(2013) Elizabeth Anderson et al.   Frontiers in Psychiatry

BeTelGeuse: A Platform for Gathering and Processing Situational Data

(2009) Joonas Kukkonen et al.   IEEE PERVASIVE COMPUTING