Multimodal machine learning in precision health: A sco** review

A Kline, H Wang, Y Li, S Dennis, M Hutch, Z Xu… - npj Digital …, 2022 - nature.com
Abstract Machine learning is frequently being leveraged to tackle problems in the health
sector including utilization for clinical decision-support. Its use has historically been focused …

A review on methods and applications in multimodal deep learning

S Jabeen, X Li, MS Amin, O Bourahla, S Li… - ACM Transactions on …, 2023 - dl.acm.org
Deep Learning has implemented a wide range of applications and has become increasingly
popular in recent years. The goal of multimodal deep learning (MMDL) is to create models …

Mental health analysis in social media posts: a survey

M Garg - Archives of Computational Methods in Engineering, 2023 - Springer
The surge in internet use to express personal thoughts and beliefs makes it increasingly
feasible for the social NLP research community to find and validate associations between …

Automatic facial expression recognition in standardized and non-standardized emotional expressions

T Küntzler, TTA Höfling, GW Alpers - Frontiers in psychology, 2021 - frontiersin.org
Emotional facial expressions can inform researchers about an individual's emotional state.
Recent technological advances open up new avenues to automatic Facial Expression …

Detecting depression signs on social media: a systematic literature review

R Salas-Zárate, G Alor-Hernández, MP Salas-Zárate… - Healthcare, 2022 - mdpi.com
Among mental health diseases, depression is one of the most severe, as it often leads to
suicide; due to this, it is important to identify and summarize existing evidence concerning …

A multi-task learning framework for politeness and emotion detection in dialogues for mental health counselling and legal aid

P Priya, M Firdaus, A Ekbal - Expert Systems with Applications, 2023 - Elsevier
Abstract The World Health Organization (WHO) has highlighted the need to greatly
accelerate the prevention of crime and harassment against women and children, thereby …

A machine learning model for kids' behavior analysis from facial emotions using principal component analysis

S Rani, P Bhambri, M Chauhan - 2021 5th Asian Conference …, 2021 - ieeexplore.ieee.org
Identification of the emotional state of humans, especially kids', is a very complex activity.
Different types of emotions contribute to the behavior of kids. There are various methods to …

[HTML][HTML] Methods to establish race or ethnicity of Twitter users: sco** review

S Golder, R Stevens, K O'Connor, R James… - Journal of medical …, 2022 - jmir.org
Background A growing amount of health research uses social media data. Those critical of
social media research often cite that it may be unrepresentative of the population; however …