Cargando…

Transfer Learning for Risk Classification of Social Media Posts: Model Evaluation Study

BACKGROUND: Mental illness affects a significant portion of the worldwide population. Online mental health forums can provide a supportive environment for those afflicted and also generate a large amount of data that can be mined to predict mental health states using machine learning methods. OBJECT...

Descripción completa

Detalles Bibliográficos
Autores principales:	Howard, Derek, Maslej, Marta M, Lee, Justin, Ritchie, Jacob, Woollard, Geoffrey, French, Leon
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	JMIR Publications 2020
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7254287/ https://www.ncbi.nlm.nih.gov/pubmed/32401222 http://dx.doi.org/10.2196/15371

Ejemplares similares

SEED: Symptom Extraction from English Social Media Posts using Deep Learning and Transfer Learning
por: Magge, Arjun, et al.
Publicado: (2022)

Gender Identification in Social Media Using Transfer Learning
por: Sotelo, Aquilino Francisco, et al.
Publicado: (2020)

Analysis and classification of privacy-sensitive content in social media posts
por: Bioglio, Livio, et al.
Publicado: (2022)

Classification of Health-Related Social Media Posts: Evaluation of Post Content–Classifier Models and Analysis of User Demographics
por: Rivas, Ryan, et al.
Publicado: (2020)

Deep Learning Approaches for Cyberbullying Detection and Classification on Social Media
por: S, Neelakandan, et al.
Publicado: (2022)

Quantum computing and machine learning for Arabic language sentiment classification in social media
por: Omar, Ahmed, et al.
Publicado: (2023)

Transfer learning for ECG classification
por: Weimann, Kuba, et al.
Publicado: (2021)

Fostering Cyber-Physical Social Systems through an Ontological Approach to Personality Classification Based on Social Media Posts
por: Cernian, Alexandra, et al.
Publicado: (2021)

Transfer Learning Aurora Image Classification and Magnetic Disturbance Evaluation
por: Sado, P., et al.
Publicado: (2022)

Debunking multi-lingual social media posts using deep learning
por: Kotiyal, Bina, et al.
Publicado: (2023)

Evaluating the predictability of medical conditions from social media posts
por: Merchant, Raina M., et al.
Publicado: (2019)

Strategies for self-controlling social media use: Classification and role in preventing social media addiction symptoms
por: Brevers, Damien, et al.
Publicado: (2019)

Transferability Based on Drug Structure Similarity in the Automatic Classification of Noncompliant Drug Use on Social Media: Natural Language Processing Approach
por: Nishiyama, Tomohiro, et al.
Publicado: (2023)

Big Transfer Learning for Fine Art Classification
por: Zhao, Wentao, et al.
Publicado: (2022)

Self-harm and social media: thematic analysis of images posted on three social media sites
por: Shanahan, Nicola, et al.
Publicado: (2019)

Event classification from the Urdu language text on social media
por: Awan, Malik Daler Ali, et al.
Publicado: (2021)

Exploring Deep Learning and Transfer Learning for Colonic Polyp Classification
por: Ribeiro, Eduardo, et al.
Publicado: (2016)

Deep Learning-Based Transfer Learning for Classification of Skin Cancer
por: Jain, Satin, et al.
Publicado: (2021)

Social media may hinder learning about science; social media's role in learning about COVID-19
por: Lee, Sangwon, et al.
Publicado: (2023)

Social Media Data Mining of Antitobacco Campaign Messages: Machine Learning Analysis of Facebook Posts
por: Lin, Shuo-Yu, et al.
Publicado: (2023)

Social Media Reinvented: Can Social Media Help Tackle the Post-Pandemic Mental Health Onslaught?
por: Sarangi, Ashish, et al.
Publicado: (2022)

To Post or Not to Post: Plastic Surgery Practice Marketing, Websites, and Social Media?
por: Mess, Sarah A., et al.
Publicado: (2019)

The classification of skateboarding tricks via transfer learning pipelines
por: Abdullah, Muhammad Amirul, et al.
Publicado: (2021)

Comparing transfer learning to feature optimization in microstructure classification
por: Banerjee, Debanshu, et al.
Publicado: (2022)

Classification of Gliomas and Germinomas of the Basal Ganglia by Transfer Learning
por: Ye, Ningrong, et al.
Publicado: (2022)

Breast Cancer Detection and Classification Empowered With Transfer Learning
por: Arooj, Sahar, et al.
Publicado: (2022)

Alzheimer Disease Classification through Transfer Learning Approach
por: Raza, Noman, et al.
Publicado: (2023)

Vision-Transformer-Based Transfer Learning for Mammogram Classification
por: Ayana, Gelan, et al.
Publicado: (2023)

Texture classification for visual data using transfer learning
por: Goyal, Vinat, et al.
Publicado: (2022)

An Automated Toxicity Classification on Social Media Using LSTM and Word Embedding
por: Alsharef, Ahmad, et al.
Publicado: (2022)

Medical dataset classification for Kurdish short text over social media
por: Saeed, Ari M., et al.
Publicado: (2022)

Social media livestreaming to disseminate geriatrics research
por: Bradley, Sara A., et al.
Publicado: (2022)

Hashtag recommendation for enhancing the popularity of social media posts
por: Chakrabarti, Purnadip, et al.
Publicado: (2023)

Learning the Language of Social Media: A Comparison of Engagement Metrics and Social Media Strategies Used by Food and Nutrition-Related Social Media Accounts
por: Barklamb, Amy M., et al.
Publicado: (2020)

Subconscious learning via games and social media
por: Sourina, Olga, et al.
Publicado: (2015)

Subconscious Learning via Games and Social Media
por: An, Ji-Young
Publicado: (2015)

Extracting Useful Emergency Information from Social Media: A Method Integrating Machine Learning and Rule-Based Classification
por: Shen, Hongzhou, et al.
Publicado: (2023)

Examining the Utility of Social Media in COVID-19 Vaccination: Unsupervised Learning of 672,133 Twitter Posts
por: Liew, Tau Ming, et al.
Publicado: (2021)

Public Discourse and Sentiment Toward Dementia on Chinese Social Media: Machine Learning Analysis of Weibo Posts
por: Kong, Dexia, et al.
Publicado: (2022)

Learning Behavior Evaluation Model and Teaching Strategy Innovation by Social Media Network Following Learning Psychology
por: Yuan, Lijuan, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_9n21mk1hidbbc5ipiqoihemo16