Deep Learning for Digital Safety: Cyberbullying Detection in Arabic YouTube Content DOI

Shatha S. AlMutawa,

Maha Faisal

Published: Nov. 21, 2023

In today's digital age YouTube is a primary platform for content sharing, communication, and entertainment. Yet, its growth has also seen the emergence of challenges like cyberbullying, which diminishes platform's positive contributions. The challenge addressing cyberbullying intensifies when dealing with Arabic language, given diverse dialects distinct linguistic characteristics. this study, we utilize combination deep learning machine techniques, special focus on Convolutional Long Short-Term Memory (CLSTM) model, to detect in comments. lies not only volume data but diversity. We curated dataset 365 comments from 16 videos using Python applied CLSTM model analysis. Our achieved an accuracy rate 90%. These findings highlight efficacy protecting Arabic-speaking users present framework similar other languages.

Language: Английский

Cyber Security for Preserving Mental Wellness and Preventing Abuse DOI
Kanya J. Katkar, Myrian Machado Fernandes, Falak Prajapati

et al.

IGI Global eBooks, Journal Year: 2025, Volume and Issue: unknown, P. 275 - 304

Published: Feb. 21, 2025

This chapter examines the crucial intersection of cybersecurity and mental wellness in today's digital world. It explores how practices can protect cognitive health prevent abuse, addressing issues like cyberbullying, harassment, stalking, identity theft, data breaches—all which affect health. Through research case studies, it stresses importance literacy, awareness, safe online behavior. A collaborative model is proposed, involving professionals, technologists, educators, experts, to create secure, supportive spaces. The also highlights “Cyber Guardians” role technology, law enforcement, human intervention protecting children online. Social media machine learning are discussed as tools for identifying abuse improving content moderation. Strategies prevention, community partnerships, future technologies explored foster a safer environment, offering hope secure world all.

Language: Английский

Citations

0
Phone addiction, cyberbullying, and mental health amongst young adults in the United Arab Emirates: a cross-sectional study DOI Creative Commons
Nour Alqaderi, Ahmed Banibella Abdelmagied Elamin, Khadiga Yasser Abdelraouf Abdelmonem

et al.

BMC Psychology, Journal Year: 2023, Volume and Issue: 11(1)

Published: Oct. 6, 2023

Abstract Background Smartphone addiction is a common phenomenon worldwide and within the UAE. It related to many factors, including gender ethnicity, can lead mental health disorders, such as anxiety depression. This study investigates these factors concerning smartphone among young adults in Methods 421 participants answered questionnaire of validated reliable scales measuring addiction, cyberbullying experiences, health, demographic information. The average age was 21 years, groups were divided into two groups. Group 1 consists who are 20 years or younger, group 2 aged older. Results There positive correlation between with both A also found victims, anxiety, Females have higher levels comparison males. Conclusion problem that connects disorders like Conversely, not directly but strongly

Language: Английский

Citations

9
Cyberstalking Practices Among Youth in Turkey: Motivational Drivers, Digital Avenues, and Perceptual Paradigms DOI Creative Commons
Zindan Çakıcı

Türkiye İletişim Araştırmaları Dergisi, Journal Year: 2024, Volume and Issue: 46, P. 1 - 22

Published: Nov. 14, 2024

Cyberstalking is a phenomenon that induces severe psychological disorders, including fear, anxiety, depression, and post-traumatic stress disorder, in victims. A critical synthesis of the literature identifies notable deficiency multidimensional research concerning cyberstalking practices within Turkish context. This study undertakes comprehensive examination among youth, with specific focus on dynamics inter-platform migration. Utilizing snowball sampling technique, 16 participants aged 18-30, exhibiting diverse socio-demographic profiles, were recruited. During experimental phase, engaged systematic audible monitoring an individual, whom they had either recently acquainted or no prior information about, through digital media channels, replicating their routine practices. Subsequent semi-structured interviews conducted to elicit detailed insights into participants’ The findings reveal Instagram as primary locus practices, driven by acquisition motives. X (Twitter) serves means discern individuals’ political affiliations, Facebook repository historical data, Google facilitates access social networks. Notably, LinkedIn elicits greatest participant unease due notification mechanisms, while WhatsApp least utilized owing data limitations. While generally perceive normative, many resort various stratagems, creation fictitious accounts, restricted profiles. Despite intensive engagement these majority eschew self-identification ‘stalkers,’ citing perceived excessiveness intimidation associated label.

Language: Английский

Citations

2
“Online Harassment” in the Historical Process: A Bibliometric Analysis DOI Open Access
Yavuz Demir, Muammer Öztürk

Abant Sosyal Bilimler Dergisi, Journal Year: 2023, Volume and Issue: 23(2), P. 939 - 953

Published: July 29, 2023

Bu çalışma, internet ve sosyal medya ağlarında önemli bir sorun haline gelen çevrimiçi taciz konusuna ilişkin yapılan çalışmaları bibliyometrik yöntem yardımıyla incelemiştir. Çevrimiçi taciz, özellikle ağlarının popülerleşmeye başlamasıyla birlikte oldukça gelmiş bu ağlarda çeşitli kişi veya gruplara yönelik bireysel organize şekilde tacizin boyutları da artmıştır. bakımdan çalışmada, Web of Science veri tabanında yer alan “online harrassment” anahtar kavramı kullanılarak ortaya çıkan 301 araştırma makalesi incelenmiştir. Çalışma sonucunda konuda yayınların 2016 yılından itibaren yoğunluk kazandığı, iletişim alanının çalışmalara yoğun ilgi gösterdiği en çok yayının ABD’de yapıldığı belirlenmiştir. Çalışmada tacizle ile “ırkçılık”, “cinsel saldırı”, “haber”, “başa çıkma stratejileri”, “kültür”, YouTube”, “cinselleştirme”, “dijital oyun” “spor medyası” gibi ortak kelimelerin az kullanıldığı gelecekteki çalışmaların konulara yönlendirmesi bakımından önem taşımaktadır.

Citations

4
Digital Dilemma of Cyberbullying Victimization among High School Students: Prevalence, Risk Factors, and Associations with Stress and Mental Well-Being DOI Creative Commons
Osama Mohamed Elsayed Ramadan, Majed Mowanes Alruwaili, Abeer Nuwayfi Alruwaili

et al.

Children, Journal Year: 2024, Volume and Issue: 11(6), P. 634 - 634

Published: May 24, 2024

Cyberbullying has emerged as a pervasive problem among high school students, with potentially severe consequences for their mental well-being. This study aimed to investigate the prevalence, risk factors, and associations of cyberbullying stress well-being students in Zagazig, Egypt. A cross-sectional was conducted 562 using random sampling technique. The data were collected self-administered questionnaire that included Scale, Perceived Stress Scale (PSS-10), General Health Questionnaire (GHQ-12). Descriptive statistics, independent samples t-tests, multiple regression, mediation, logistic regression analyses employed analysis. prevalence victimization 38.3%, 20.6% exposed two or three behaviors 4.1% four more. Female those under 18 years old, lower educational achievement, higher daily internet use more likely experience cyberbullying. Cyberbullied reported significantly levels perceived poorer compared non-cyberbullied students. mediated relationship between general psychological health. is significant Egypt, detrimental effects on Targeted interventions prevention strategies are needed address promote adolescents digital age.

Language: Английский

Citations

1
The Importance of Self-Compassion in Student Well-Being DOI
Ranjit Singha

Advances in educational marketing, administration, and leadership book series, Journal Year: 2024, Volume and Issue: unknown, P. 77 - 102

Published: June 14, 2024

This chapter explores the significant correlation between self-compassion and students' overall well-being, focusing on its profound effects their mental, emotional, social aspects. An analysis of fundamental elements self-compassion, which are grounded in principles positive psychology mindfulness, reveals impact emotional resilience, diminished self-criticism, enhanced coping strategies. Empirical research supports favourable student outcomes as a protective factor against stress anxiety. Practical strategies provided educators, parents, students with toolkit to facilitate incorporation into academic environments. The culminates by issuing resolute appeal for readers adopt improve personally academically.

Language: Английский

Citations

1
The Use of Social Media and Its Effects on Students' Academic Performance DOI Open Access
Syed Ahmed Salman

Tuijin Jishu/Journal of Propulsion Technology, Journal Year: 2023, Volume and Issue: 44(3), P. 4646 - 4658

Published: Dec. 1, 2023

The rapid development of technology, especially social media, has enabled people to live increasingly comfortable, convenient, and uncomplicated lives in the modern era. Numerous individuals now consider media an indispensable component their daily as its use becomes widespread. primary objective this study is determine whether or not influences students' academic performance. In study, descriptive analysis was used methodology. This study's necessary data collected using a technique known "simple random sampling." After collecting data, they were analyzed with Statistical Package for Social Sciences (SPSS), resulting frequencies percentages displayed tables. According findings, no adverse effect on overall platforms are potent tools that can significantly enhance However, students should rely something other than it sole source information.

Language: Английский

Citations

2
Perancangan Media Digital Sebagai Strategi Promosi Penerimaan Peserta Didik Baru (PPDB) Pada Era Modern DOI Creative Commons

Andi Sahputra Depari,

Hijriah Hijriah,

Hesti Rosita Dwi Putri

et al.

Pengabdian Masyarakat dan Inovasi Teknologi (DIMASTEK), Journal Year: 2024, Volume and Issue: 3(01), P. 121 - 126

Published: April 28, 2024

The mentoring or training activities for designing digital media to promote the admission of new students (PPDB) represent a successful collaboration between teaching staff Kalimantan Institute Technology with KPS National School in Balikpapan. This involves teams lecturers, students, and Balikpapan, who are provided deep understanding concepts strategies involved PPDB. In collaborative atmosphere, participants actively engage discussions practical exercises design media. success these is reflected high level participation concrete results, expected enhance visibility attractiveness schools prospective general public, thereby supporting long-term growth educational institutions.

Language: Английский

Citations

0
The roots of digital aggression: Exploring cyber-violence through a systematic literature review DOI Creative Commons
Muaadh Mukred, Umi Asma’ Mokhtar,

Fahad Abdullah Moafa

et al.

International Journal of Information Management Data Insights, Journal Year: 2024, Volume and Issue: 4(2), P. 100281 - 100281

Published: Sept. 11, 2024

Language: Английский

Citations

0
Interventions on Cyberbullying DOI
Aikaterini Vasiou,

Malamati Veloni

Advances in social networking and online communities book series, Journal Year: 2024, Volume and Issue: unknown, P. 319 - 340

Published: Dec. 27, 2024

This chapter synthesizes findings from 17 systematic reviews examining 178 cyberbullying intervention programs, categorized by target audience, core components, and effectiveness. The majority of the included interventions predominantly school-aged children, while common components effective programs include skill training, cognitive affective strategies, behavioral change methods. There is considerable variability in effectiveness, influenced factors such as delivery methods, participant demographics, integration technology. It becomes apparent that there a need to create standardized instruments tailored approaches aiming enhance consistency long-term impact interventions. Future research should focus on creating implementing said tools methodically rigorous studies, identifying critical can interventions' positive outcomes, optimizing digital for delivery, conducting longitudinal follow-up studies ensure sustainability outcomes.

Language: Английский

Citations

0