An explainable ensemble model for revealing the level of depression in social media by considering personality traits and sentiment polarity pattern
Bibliographic Data
| ID | 22156838 |
|---|---|
| Authors | Gede Aditra Pradnyana (0000-0002-7821-8566, Sepuluh Nopember Institute of Technology), Wiwik Anggraeni (0000-0003-3010-3062, Sepuluh Nopember Institute of Technology), Eko Mulyanto Yuniarno (0000-0003-1243-3025, Sepuluh Nopember Institute of Technology), Mauridhi Hery Purnomo (0000-0002-6221-7382, Sepuluh Nopember Institute of Technology, corresponding author) |
| Year | 2025 |
| Volume | 46 |
| Pages | 100307 |
| Publication date | 2025-05-01 |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Online Social Networks and Media (JOURNAL) |
| Journal identifiers | ISSN: 2468-6964 • E-ISSN: 2468-6964 |
| Publisher | Elsevier BV (PUBLISHER) |
| DOI | 10.1016/j.osnem.2025.100307 |
| OpenAlex | W4408249562 |
| Language | EN |
| Citations received | 2 |
| References cited | 34 |
Big Five personality traits · Biology · Cognitive psychology · Data science · Economics · Personality · Sentiment analysis · Social media · World Wide Web · Complex Network Analysis Techniques · Computer Science · Mental Health via Writing · Psychology · Sentiment Analysis and Opinion Mining · Social Psychology · Artificial Intelligence
Personality and Depression
Bidirectional recurrent neural networks
Random Forests
Early depression detection in social media based on deep learning and underlying emotions
Multitask learning for recognizing stress and depression in social media
Ensemble Hybrid Learning Methods for Automated Depression Detection
Depression Screening in Humans With AI and Deep Learning Techniques
What Does Your Bio Say? Inferring Twitter Users’ Depression Status From Multimodal Profile Information Using Deep Learning
Depression Intensity Estimation via Social Media
The effects of personality and social media experiences on mental health
“Are we tweeting our real selves?” personality prediction of Indian Twitter users using deep learning ensemble model
Longitudinal associations among neuroticism, depression, and cyberbullying in early adolescents
Dress in Spartan Society
| Citations per year | 2 |
|---|---|
| Citation span | 2025 - 2025 (1) |
| Highly cited | No |