Uncovering Social States in Healthy and Clinical Populations Using Digital Phenotyping and Hidden Markov Models: Observational Study

Uncovering Social States in Healthy and Clinical Populations Using Digital Phenotyping and Hidden Markov Models: Observational Study

BackgroundBrain-related disorders are characterized by observable behavioral symptoms, for example, social withdrawal. Smartphones can passively collect behavioral data reflecting digital activities such as communication app usage and calls. These data are collected objective...

Full description

Saved in:

Bibliographic Details
Main Authors:	Imogen E Leaning, Andrea Costanzo, Raj Jagesar, Lianne M Reus, Pieter Jelle Visser, Martien J H Kas, Christian F Beckmann, Henricus G Ruhé, Andre F Marquand
Format:	Article
Language:	English
Published:	JMIR Publications 2025-04-01
Series:	Journal of Medical Internet Research
Online Access:	https://www.jmir.org/2025/1/e64007
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Characterising Eye Movement Events With an Unsupervised Hidden Markov Model
by: Malte Lüken, et al.
Published: (2022-02-01)

Feedforward Factorial Hidden Markov Model
by: Zhongxing Peng, et al.
Published: (2025-04-01)

ADAPTIVE LEARNING OF HIDDEN MARKOV MODELS FOR EMOTIONAL SPEECH
by: A. V. Tkachenia
Published: (2016-10-01)

From observed transitions to hidden paths in Markov networks
by: Alexander M. Maier, et al.
Published: (2025-07-01)

Uncovering the Hidden Curriculum in Health Professions Education
by: Laura L. Wolford, et al.
Published: (2025-06-01)

Uncovering the hidden complexity of multicellular magnetotactic bacteria.
by: Kayla S Stoy, et al.
Published: (2024-07-01)

THE APPLICATION OF DISCRETE HIDDEN MARKOV MODEL ON CROSSES OF DIPLOID PLANT
by: Nahrul Hayati, et al.
Published: (2023-09-01)

SOLUTION TO EVALUATION PROBLEM OF HIDDEN SEMI-MARKOV QP-MODELS
by: V. M. Deundyak, et al.
Published: (2014-12-01)

Unsupervised Part-Of-Speech Tagging with Anchor Hidden Markov Models
by: Karl Stratos, et al.
Published: (2021-03-01)

Hidden Markov Mined Activity Model for Human Activity Recognition
by: A. M. Jehad Sarkar
Published: (2014-03-01)

Finite Mixture of the Hidden Markov Model for Driving Style Analysis
by: Lusa Ding, et al.
Published: (2022-01-01)

Using Hidden Markov Modeling to Decompose Human-Written Summaries
by: Hongyan Jing
Published: (2021-03-01)

Multimedia Recognition of Piano Music Based on the Hidden Markov Model
by: Ying Zhu
Published: (2021-01-01)

Uncovering hidden enhancers through unbiased in vivo testing
by: Brandon J. Mannion, et al.
Published: (2025-08-01)

Predicting Social Unrest Events with Hidden Markov Models Using GDELT
by: Fengcai Qiao, et al.
Published: (2017-01-01)

Automatic Classification and Analysis of Music Multimedia Combined with Hidden Markov Model
by: Yanjiao Chen
Published: (2021-01-01)

An Enhanced Informed Watermarking Scheme Using the Posterior Hidden Markov Model
by: Chuntao Wang
Published: (2014-01-01)

Improve the Initial Π Hidden Markov Model to Predict the Battery Health
by: YAN Jing-bin, et al.
Published: (2017-12-01)

fHMM: Hidden Markov Models for Financial Time Series in R
by: Lennart Oelschläger, et al.
Published: (2024-06-01)

UTILIZING DISCRETE HIDDEN MARKOV MODELS TO ANALYZE TETRAPLOID PLANT BREEDING
by: Nahrul Hayati, et al.
Published: (2024-10-01)

GPS-Based Hidden Markov Models to Document Pastoral Mobility in the Sahel
by: Arthur Scriban, et al.
Published: (2024-10-01)

Detecting Stellar Flares in Photometric Data Using Hidden Markov Models
by: J. Arturo Esquivel, et al.
Published: (2025-01-01)

Learning to Learn Sequential Network Attacks Using Hidden Markov Models
by: Timothy Chadza, et al.
Published: (2020-01-01)

The hidden dangers in routine medical complaints: uncovering patient harm
by: Shaoting Luo, et al.
Published: (2025-07-01)

Retracted: Automatic Classification and Analysis of Music Multimedia Combined with Hidden Markov Model
by: Advances in Multimedia
Published: (2023-01-01)

Research on Financial Stock Market Prediction Based on the Hidden Quantum Markov Model
by: Xingyao Song, et al.
Published: (2025-08-01)

A Novel Method for Decoding Any High-Order Hidden Markov Model
by: Fei Ye, et al.
Published: (2014-01-01)

Multi-Agent-Supported Tracking Based on Hidden Markov Model with Weighted Entropy
by: Hao Sheng, et al.
Published: (2025-07-01)

Transition and dynamic reconfiguration in late-life depression based on hidden Markov model
by: Hairong Xiao, et al.
Published: (2025-05-01)

ANALYSIS OF WEATHER CHANGES FOR ESTIMATION OF SHALLOT CROPS FLUCTUATION USING HIDDEN MARKOV
by: Yan Aditya Pradana, et al.
Published: (2022-03-01)

Segmentation Algorithm of Spine CT Image Based on Hidden Markov Ｒandom Field
by: LIU Xia, et al.
Published: (2018-04-01)

Hidden semi-Markov models to segment reading phases from eye movements
by: Brice Olivier, et al.
Published: (2022-09-01)

A network security situation prediction method based on hidden Markov model
by: Xiong ZHAN, et al.
Published: (2015-12-01)

Hybridization of a hidden Markov model using Elman neural network with application
by: Omar Qasim
Published: (2014-07-01)

Hidden Markov model based P2P flow identification technique
by: Bo XU, et al.
Published: (2012-06-01)

Three-State Hidden Markov Model for Spectrum Prediction in Cognitive Radio Networks
by: Emmanuel Oluwatosin Rabiu, et al.
Published: (2024-10-01)

A recurrent neural network and parallel hidden Markov model algorithm to segment and detect heart murmurs in phonocardiograms.
by: Andrew McDonald, et al.
Published: (2024-11-01)

Genomic relationships and speciation times of human, chimpanzee, and gorilla inferred from a coalescent hidden Markov model.
by: Asger Hobolth, et al.
Published: (2007-02-01)

Seasonal movement behavior of domestic goats in response to environmental variability and time of day using Hidden Markov Models
by: Hua Cheng, et al.
Published: (2025-04-01)

Follow that fish: Uncovering the hidden blue economy in coral reef fisheries.
by: Shanna Grafeld, et al.
Published: (2017-01-01)