The Application of Machine Learning to Online Mindfulness Intervention Data: a Primer and Empirical Example in Compliance Assessment

Applications of Machine Learning in Real-Life Digital Health Interventions: Review of the Literature

(2019) Andreas K Triantafyllidis et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Efficacy of the Mindfulness Meditation Mobile App “Calm” to Reduce Stress Among College Students: Randomized Controlled Trial

(2019) Jennifer Huberty et al.   JMIR mHealth and uHealth

From Research to Practice: Ten Lessons in Delivering Digital Mental Health Services

(2019) Nickolai Titov et al.   Journal of Clinical Medicine

Automatic extraction of informal topics from online suicidal ideation

(2018) Reilly N. Grant et al.   BMC BIOINFORMATICS

The association between adherence and outcome in an Internet intervention for depression

(2018) Kristina Fuhr et al.   JOURNAL OF AFFECTIVE DISORDERS

Peering Into the Black Box of Artificial Intelligence: Evaluation Metrics of Machine Learning Methods

(2018) Guy S. Handelman et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Designing, Prototyping and Evaluating Digital Mindfulness Applications: A Case Study of Mindful Breathing for Stress Reduction

(2017) Bin Zhu et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

A review of clustering techniques and developments

(2017) Amit Saxena et al.   NEUROCOMPUTING

The Effect of Timing and Frequency of Push Notifications on Usage of a Smartphone-Based Stress Management Intervention: An Exploratory Trial

(2017) Leanne G. Morrison et al.   PLoS One

Random forest missing data algorithms

(2017) Fei Tang et al.   Statistical Analysis and Data Mining

Classification of bipolar disorder episodes based on analysis of voice and motor activity of patients

(2016) Alban Maxhuni et al.   Pervasive and Mobile Computing

Comparison of Random Forest and Parametric Imputation Models for Imputing Missing Data Using MICE: A CALIBER Study

(2014) Anoop D. Shah et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Automated Indexing of Internet Stories for Health Behavior Change: Weight Loss Attitude Pilot Study

(2014) Ramesh Manuvinakurike et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Mindfulness training for stress management: a randomised controlled study of medical and psychology students

(2013) Michael de Vibe et al.   BMC Medical Education

Adolescent's preferred modes of delivery for mental health services

(2012) Sally Bradford et al.   Child and Adolescent Mental Health

Mindfulness online: a preliminary evaluation of the feasibility of a web-based mindfulness course and the impact on stress

(2012) Adele Krusche et al.   BMJ Open

Harnessing Context Sensing to Develop a Mobile Intervention for Depression

(2011) Michelle Nicole Burns et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Classification and regression trees

(2011) Wei-Yin Loh   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Missing data imputation using statistical and machine learning methods in a real breast cancer problem

(2010) José M. Jerez et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A systematic analysis of performance measures for classification tasks

(2009) Marina Sokolova et al.   INFORMATION PROCESSING & MANAGEMENT

Depression relapse prophylaxis with Mindfulness-Based Cognitive Therapy: Replication and extension in the Swiss health care system

(2009) Guido Bondolfi et al.   JOURNAL OF AFFECTIVE DISORDERS

Improving Mental Health Services in Primary Care: Reducing Administrative and Financial Barriers to Access and Collaboration

(2009)   PEDIATRICS

Randomized controlled trial of mindfulness-based stress reduction (MBSR) for survivors of breast cancer

(2009) Cecile A. Lengacher et al.   PSYCHO-ONCOLOGY