Detecting and analyzing suicidal ideation on social media using deep learning and machine learning models

THH Aldhyani, SN Alsubari, AS Alshebami… - International journal of …, 2022 - mdpi.com
Individuals who suffer from suicidal ideation frequently express their views and ideas on
social media. Thus, several studies found that people who are contemplating suicide can be …

A comparative analysis on suicidal ideation detection using NLP, machine, and deep learning

R Haque, N Islam, M Islam, MM Ahsan - Technologies, 2022 - mdpi.com
Social networks are essential resources to obtain information about people's opinions and
feelings towards various issues as they share their views with their friends and family …

Leveraging reddit for suicidal ideation detection: A review of machine learning and natural language processing techniques

E Yeskuatov, SL Chua, LK Foo - International journal of environmental …, 2022 - mdpi.com
Suicide is a major public-health problem that exists in virtually every part of the world.
Hundreds of thousands of people commit suicide every year. The early detection of suicidal …

Detection of suicide ideation in social media forums using deep learning

MM Tadesse, H Lin, B Xu, L Yang - Algorithms, 2019 - mdpi.com
Suicide ideation expressed in social media has an impact on language usage. Many at-risk
individuals use social forum platforms to discuss their problems or get access to information …

[HTML][HTML] An ensemble deep learning technique for detecting suicidal ideation from posts in social media platforms

S Renjith, A Abraham, SB Jyothi, L Chandran… - Journal of King Saud …, 2022 - Elsevier
Suicidal ideation detection from social media is an evolving research with great challenges.
Many of the people who have the tendency to suicide share their thoughts and opinions …

Exploring and learning suicidal ideation connotations on social media with deep learning

R Sawhney, P Manchanda, P Mathur… - Proceedings of the …, 2018 - aclanthology.org
The increasing suicide rates amongst youth and its high correlation with suicidal ideation
expression on social media warrants a deeper investigation into models for the detection of …

Supervised learning for suicidal ideation detection in online user content

S Ji, CP Yu, S Fung, S Pan, G Long - Complexity, 2018 - Wiley Online Library
Early detection and treatment are regarded as the most effective ways to prevent suicidal
ideation and potential suicide attempts—two critical risk factors resulting in successful …

A computational approach to feature extraction for identification of suicidal ideation in tweets

R Sawhney, P Manchanda, R Singh… - Proceedings of ACL …, 2018 - aclanthology.org
Technological advancements in the World Wide Web and social networks in particular
coupled with an increase in social media usage has led to a positive correlation between the …

Suicidal ideation detection: A review of machine learning methods and applications

S Ji, S Pan, X Li, E Cambria, G Long… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Suicide is a critical issue in modern society. Early detection and prevention of suicide
attempts should be addressed to save people's life. Current suicidal ideation detection (SID) …

[HTML][HTML] Suicide ideation detection from online social media: A multi-modal feature based technique

M Chatterjee, P Kumar, P Samanta, D Sarkar - International Journal of …, 2022 - Elsevier
According to an estimate of World Health Organization, each year approximately 700,000
people die by suicide, with many more contemplating suicide. Early detection of suicidal …