- Machine Learning for Mental Health in Social Media🔍
- A deep learning model for detecting mental illness from user content ...🔍
- Machine learning models to detect anxiety and depression through ...🔍
- Predicting mental health using social media🔍
- a review on mapping mental health disorders through machine ...🔍
- Generalizability of Machine Learning to Categorize Various Mental ...🔍
- Discerning mental illnesses from social media posts using machine ...🔍
- Social Media Mining to Detect Mental Health Disorders Using ...🔍
Machine Learning for Mental Health in Social Media
Machine Learning for Mental Health in Social Media: Bibliometric ...
Background: Social media platforms provide an easily accessible and time-saving communication approach for individuals with mental disorders ...
Machine Learning for Mental Health in Social Media: Bibliometric ...
We aimed to provide a bibliometric analysis and discussion on research trends of ML for mental health in social media.
Machine Learning for Mental Health in Social Media - PubMed
We aimed to provide a bibliometric analysis and discussion on research trends of ML for mental health in social media.
A deep learning model for detecting mental illness from user content ...
Users of social media often share their feelings or emotional states through their posts. In this study, we developed a deep learning model ...
Machine learning models to detect anxiety and depression through ...
Symptoms of mental health disorders have been noted and observed on social media forums such Facebook. We explored machine learning models used to detect ...
(PDF) Machine Learning for Mental Health in Social Media
We aimed to provide a bibliometric analysis and discussion on research trends of ML for mental health in social media.
Predicting mental health using social media: A roadmap for future ...
Keywords: Mental healthcare, Mental disorder prediction, Social media analysis, Big social data, Machine learning, Deep learning. Ramin Safa*. Department of ...
a review on mapping mental health disorders through machine ...
Also, we encountered many studies focused on mental health disorder detection on online social media, but their only focus was doing text ...
Generalizability of Machine Learning to Categorize Various Mental ...
According to the experimental findings, the suggested method successfully classified mental illness in social media texts even when training ...
Discerning mental illnesses from social media posts using machine ...
Reddit is used to identify one's language patterns through social media posts. Machine Learning and Deep Learning are used to develop promising ...
Social Media Mining to Detect Mental Health Disorders Using ...
Machine learning models are trained to analyse the mental health of the people. Machine learning algorithms are employed to analyse the mental ...
Extracting Mental Health Indicators From English and Spanish ...
Abstract: This study examines the communications of English- and Spanish-speaking Twitter users through traditional and deep learning ...
Machine learning-based proactive social-sensor service for mental ...
Focusing on the Twitter platform, a generic framework is designed in this paper to support proactive mental health monitoring. Detailed data cleaning and pre- ...
Mental Illness Detection and Analysis on Social Media
Recently, advances in deep learning and soft computing have shown great improvements on mental health detection and analysis over social media data. As per ...
Deploying machine learning to improve mental health | MIT News
Machine-learning algorithms may be able to make sense of these data, mapping them onto the individual's past experiences and the experiences of ...
Predictive Analytics in Mental Health Leveraging LLM Embeddings ...
Predictive Analytics in Mental Health Leveraging LLM Embeddings and Machine Learning Models for Social Media Analysis: 10.4018/IJWSR.338222: The prevalence ...
Machine Learning Techniques to Predict Mental Health Diagnoses
The study highlights Convolutional Neural Networks (CNN), Random Forest (RF), Support Vector Machine (SVM), Deep Neural Networks, and Extreme ...
Explainable Deep Learning for Mental Health Detection from ...
A fine-tuned RoBERTa-based model is also proposed for English social media posts for depressive state identification. Along with the proposed ...
Mental Illness Classification on Social Media Texts using Deep ...
We trained traditional machine learning, deep learning, and transfer learning multi-class models to detect mental disorders of individuals. This ...
A Review of Mental Health Analysis Through Social Media Using ...
For that purpose, machine learning (ML) and deep learning (DL) algorithms have been used in the prediction and diagnosis of many diseases. Many people across ...