Big Five Personality Traits and Ensemble Machine Learning to Detect Cyber-Violence in Social Media

2019 ◽  
pp. 194-202
Author(s):  
Randa Zarnoufi ◽  
Mounia Abik
Keyword(s):  
Machine Learning ◽  
Social Media ◽  
Personality Traits ◽  
Big Five ◽  
Big Five Personality Traits ◽  
Big Five Personality ◽  
Ensemble Machine Learning ◽  
Cyber Violence

scholarly journals Preventive and Curative Personality Profiling Based on EEG, ERP, and Big Five Personality Traits: A Literature Review

2020 ◽  
Vol 17 (2) ◽  
pp. 531-545
Author(s):  
Cut Amalia Saffiera ◽  
Raini Hassan ◽  
Amelia Ritahani Ismail
Keyword(s):  
Artificial Intelligence ◽  
Machine Learning ◽  
Experimental Design ◽  
Personality Traits ◽  
Big Five ◽  
Healthy Lifestyle ◽  
Big Five Personality Traits ◽  
Event Related Potential ◽  
Big Five Personality ◽  
Electrophysiological Signals

Healthy lifestyle is a significant factor that impacts on the budget for medicine. According to psychological studies, personality traits based on the Big Five personality traits especially the neuroticism and conscientiousness, have the ability to predict healthy lifestyle profiling. Electrophysiological signals have been used to explore the nature of individual differences and personality that are related to perception. In this paper, we reviewed studies examining healthy lifestyle profile i.e., preventive and curative using electroencephalography (EEG) and event-related potential (ERP) signals. This study proposed a general experimental model by reviewing the literature to build suitable experimental design for implementing artificial intelligence techniques based on the machine learning.

Analyzing Big-Five Personality Traits of Indian Celebrities Using Online Social Media

2017 ◽  
Vol 62 (2) ◽  
pp. 113-124 ◽  
Author(s):  
Kaushik Dutta ◽  
Vivek Kumar Singh ◽  
Pranab Chakraborty ◽  
Sachin Kala Sidhardhan ◽  
Borra Sai Krishna ◽  
...  
Keyword(s):  
Social Media ◽  
Personality Traits ◽  
Big Five ◽  
Big Five Personality Traits ◽  
Big Five Personality ◽  
Online Social Media

Personality traits and social media as drivers of word-of-mouth towards sustainable fashion

2020 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Suha Fouad Salem ◽  
Alshaimaa Bahagat Alanadoly
Keyword(s):  
Social Media ◽  
Social Networking ◽  
Personality Traits ◽  
Big Five ◽  
Word Of Mouth ◽  
Big Five Personality Traits ◽  
Environmental Concerns ◽  
Big Five Personality ◽  
Content Type ◽  
Sustainable Fashion

PurposeThe main objective is to investigate the effects of antecedents of word-of-mouth (WOM) towards sustainable fashion, using the Personality Traits theory. More specifically, this study wants to examine the impact of the Big Five personality traits on social media activities, which could affect eco-friendly behaviour and environmental concerns for fashion production. This impact is influenced by the use of WOM on sustainability in the fashion industry.Design/methodology/approachThe partial least squares structural equation modelling (PLS SEM) technique is used to evaluate the internal and external measurement model with a sample size of 272.FindingsThe three most active personality traits on social media are extraversion, openness to experience and agreeableness. Additionally, the active use of social media has a positive impact on the optimisation of users' eco-friendly behaviour and an increase in users' concerns for fashion production. Eco-friendly behaviour and environmental concerns for fashion production are important factors that lead to the spread of WOM.Originality/valueThis study contributes to the existing literature by evaluating the effects of the Big Five personality traits on using social networking and how will this improve the creation of WOM towards sustainability. This study is among the several scientific studies which combine the theory of Big Five personality traits with social networking, green behaviour and the WOM in a sustainability context.

scholarly journals The Big Five Personality Traits, Big Two Metatraits and Social Media: A Meta-Analysis

2016 ◽  
Author(s):  
William Keith Campbell
Keyword(s):  
Social Media ◽  
Personality Traits ◽  
Big Five ◽  
Meta Analysis ◽  
Big Five Personality Traits ◽  
Big Five Personality ◽  
Media Industry ◽  
Analysis Model ◽  
Site Use ◽  
Negative Predictor

This article reports a meta-analysis of the relationships between socialnetwork site use and the Big Five personality traits (openness,conscientiousness, extraversion, agreeableness, and neuroticism) as well asthe Big Two metatraits (plasticity and stability). A random effectmeta-analysis model was used to calculate the meta-results of Big Five.Extraversion and openness were the strongest predictors of SNS activities,while conscientiousness, neuroticism, and agreeableness only correlatedwith a few of the SNS activities. A meta-analytical structural equationmodel (SEM) further demonstrated that plasticity was positively correlatedwith SNS activities, whereas stability was a negative predictor. Practicalimplications for social media industry and users are discussed.

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