Performance evaluation of different machine learning techniques using twitter data for identification of suicidal intent

A Ramachandran, A Gadwe, D Poddar… - … on Electronics and …, 2020 - ieeexplore.ieee.org
Rise of Social media influence has brought about immense changes in the way a person
lives their life. Sharing thoughts, ideas and expression over a public platform gives a deep …

Machine learning based dataset for finding suicidal ideation on twitter

A Chadha, B Kaushik - 2021 Third International Conference on …, 2021 - ieeexplore.ieee.org
Suicidal ideation is a major health issue nowadays. This may lead to death of various
people. Suicide is also one of the major reason of death in many of the countries [9][14] …

[PDF][PDF] Quantifying suicidal ideation on social media using machine learning: a critical review

ST Rabani, QR Khan, AMUD Khanday - Iraqi Journal of Science, 2021 - iasj.net
Suicidal ideation is one of the severe mental health issues and a serious social problem
faced by our society. This problem has been usually dealt with through the psychological …

Detection of suicide ideation in Twitter using ANN

K Yatapala, B Kumara - 2021 6th International conference on …, 2021 - ieeexplore.ieee.org
Suicide is considered one of the leading problems in the present. Detecting suicide earlier
and providing a solution is considered the most successful way to suicide ideation and …

[PDF][PDF] Detection of suicidal ideation on Twitter using machine learning & ensemble approaches

ST Rabani, QR Khan, AMUD Khanday - Baghdad science journal, 2020 - iasj.net
Suicidal ideation is one of the most severe mental health issues faced by people all over the
world. There are various risk factors involved that can lead to suicide. The most common & …

Towards a machine learning framework for suicide ideation detection in Twitter

YQ Lim, MJ Lee, YL Loo - 2022 3rd International Conference on …, 2022 - ieeexplore.ieee.org
A worldwide rise of number of individuals had been observed to commit suicide at young
age since 2019. With emergence of digital technologies, more suicides attempts were seen …

Analysis of suicidal tweets from twitter using ensemble machine learning methods

TH Sakib, M Ishak, FF Jhumu… - … conference on automation …, 2021 - ieeexplore.ieee.org
Suicidal ideation is basically to think about taking one's own life and is related to mental
health problems, but people with mental disorders, insecurity, stress and a sense of losing …

Suicidal ideation prediction in twitter data using machine learning techniques

E Rajesh Kumar, K Rama Rao, SR Nayak… - Journal of …, 2020 - Taylor & Francis
People prefer new technology by using online social media as a communication channels to
express their suicidal thoughts. Primary identification and detection are viewed as an …

Stacked CNN-LSTM approach for prediction of suicidal ideation on social media

B Priyamvada, S Singhal, A Nayyar, R Jain… - Multimedia Tools and …, 2023 - Springer
The growing use of social media forums to express suicidal ideation creates an immense
requirement for automatic recognition of suicidal posts. Individuals use social forums to …

Feature-based suicide-ideation detection from Twitter data using machine learning techniques

D Sarkar, P Samanta, P Kumar… - Hybrid Computational …, 2023 - api.taylorfrancis.com
Mental health is an important and highly debated topic for any generation, and it is
becoming increasingly prominent globally. This condition can be influenced by a number of …