ABSTRACT
As the increasing of popularity of social web, cyber bullying has become a more and more serious issue among children. Bullying causes huge negative effects on children, even suicide. SocialFilter is a realtime system that helps parents and educators track children's messages on Twitter, especially in order to detect whether they have been bullied or bullying others. The aim of the system is 4 I's, identity of bullies, inference of bullying message, influence of bully behavior, and intervention. We solve this problem by using machine learning technique. The current system is tracking tens of thousands of active children users on Twitter and automatically detect bullying messages at real time.
- K. Bjorkqvist. Sex differences in physical, verbal, and indirect aggression: A review of recent research. Sex Roles, 30, 1994.Google Scholar
- L. Bowers, P. Smith, and V. Binney. Perceived family relationships of bullies, victims and bully/victims in middle childhood. J Soc Pers Relat, 11:215--232, 1994.Google ScholarCross Ref
- bullyingstatistics.org. Cyber bullying statistics. http://www.bullyingstatistics.org/content/cyber-bullying-statistics.html.Google Scholar
- S. Goldbaum, W. Craig, D. Pepler, and J. C. J. Developmental trajectories of victimization: Identifying risk and protective factors. Zins, J. E., Elias, M. J., Maher, C. A., eds. Bullying, victimization, and peer harassment: A handbook of prevention and intervention, pages 143--60, 2007.Google Scholar
- irkmlab.soe.ucsc.edu. Happytweets. http://santacruz.soe.ucsc.edu/filtering/.Google Scholar
- K. M. J. Lagerspetz, K. Bjorkqvist, and T. Peltonen. Is indirect aggression typical of females? gender diffeiences in aggressiveness in 11-l2-year-old children. Agtessive Behavior, 14:303--315, 1988.Google ScholarCross Ref
- T. Nansel, M. O. M, and R. Pilla. Bullying behaviors among us youth: Prevalence and association with psychosocial adjustment. J Am Med Assoc, 285, 2001.Google Scholar
- J. Pennebaker, C. Chung, and M. Ireland. The development and psychometric properties of liwc2007. LIWC Manual, 2007.Google Scholar
- stopbullying.gov. Cyber bullying. http://www.stopbullying.gov/topics/cyberbullying/index.html.Google Scholar
- Telegraph. Cyberbullying is a new threat for children. http://www.telegraph.co.uk/education/education/educationadvice/8593880/Cyberbullying-is-a-new-threat-for-children.html.Google Scholar
- J. Wang, T. R. Nansel, and R. J. Iannotti. School bullying among adolescents in the united states: Physical, verbal, relational, and cyber. Journal of Adolescent Health, 45(4):368--375, 2009.Google ScholarCross Ref
- P. Li and C. J. C. Burges. Learning to rank using classification and gradient boosting. NIPS 06, 2006.Google Scholar
Index Terms
- 4Is of social bully filtering: identity, inference, influence, and intervention
Recommendations
Examining middle school students' views on text bullying
This study aimed to examine middle school students' views on text bullying in regard to gender, grade level, reactions to bullying and frequency of internet use. The participating 872 students were selected through simple random sampling method among ...
Cyberbullying: Eliciting harm without consequence
Students (N=260; M age=12.88years) reported their involvement in cyberbullying as well as their perceptions of the likelihood of cyberbully behavior eliciting harm, being reported, and the initiator receiving consequences. Also, students' scores on the ...
Buddy: Helping School-age Children to Combat Bullying
CHI EA '23: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing SystemsBullying has been an ongoing and prevalent problem at school for years. School-age children need a way to feel safe and protected in their own school and be able to ask for help when being bullied. With the goal of improving quality education, we ...
Comments