Mitigating Online Sexual Grooming Cybercrime on Social Media Using Machine Learning: A Desktop Survey

Ngejane, Cynthia H.; Mabuza-Hocquet, Gugulethu; Eloff, Jan H. P.; Lefophane, Samuel

doi:10.1109/icabcd.2018.8465413

Cited by 20 publications

(9 citation statements)

References 9 publications

Supporting

Mentioning

Contrasting

Unclassified

Order By: Relevance

“…According to the definition of child sexual grooming, it is "a communication process by which a perpetrator uses affinity seeking strategies, while concurrently engaging in sexual desensitization and gathering information about targeted victims with the aim to develop relationships that result in need fulfillment, such as physical sexual solicitation." Therefore, the labels "pedophile" or "sexual predator" are frequently used to refer to such individuals [18].…”

Section: Groomingmentioning

confidence: 99%

Perspective Chapter: Sexual Cybercrime – The Transition from the Virtual Aggression to the Physical Aggression

Hedidi¹

2023

Forensic and Legal Medicine - State of the Art, Practical Applications and New Perspectives

View full text Add to dashboard Cite

Cybercrime is all criminal offenses committed on telecommunications networks in general and more particularly on the Internet. Sexual cybercrime promotes the transition from virtual sexual assault to physical or bodily assault, the victims of which are often women and children through intimidation and harassment as well as the absence of consent. The damage caused by the cybersex crime of the victims can lead to serious repercussions on their physical and mental health. The obligation of the fight against this social scourge has imposed its analysis on several ways to generate the means of protection because it is the only way to preserve our families and our children particularly from being victims of sexual cybercrime.

show abstract

Section: Groomingmentioning

confidence: 99%

Perspective Chapter: Sexual Cybercrime – The Transition from the Virtual Aggression to the Physical Aggression

Hedidi¹

2023

Forensic and Legal Medicine - State of the Art, Practical Applications and New Perspectives

View full text Add to dashboard Cite

show abstract

“…Por fim, recentemente foi realizada uma revisão de literatura em Ngejane et al [2018]. Nessa revisão, foram considerados todos os trabalhos com melhores resultados, considerando as métricas acurácia e F 1 .…”

Section: Trabalhos Relacionadosunclassified

Identificação de predadores sexuais brasileiros por meio de análise de conversas realizadas na Internet

Santos

Guedes

2019

Anais Do Brazilian Workshop on Social Network Analysis and Mining (BraSNAM)

View full text Add to dashboard Cite

Nos dias de hoje, aplicações sociais representam uma dos principais ameaças a crianças e adolescentes na Internet. Dentre os diversos riscos existentes destaca-se a presença de predadores sexuais que buscam, entre os mais diversos fins, obter conteúdo pornográfico infantil, extorquir com finalidades financeiras e, em cenários mais graves, o abuso sexual. O presente trabalho tem como objetivo identificar predadores sexuais brasileiros por meio de Redes Neurais Convolucionais. Para atingir esse objetivo, são consideradas conversas provenientes de provas criminais disponibilizadas recentemente ao público. Resultados preliminares consolidam a metodologia apresentada como uma alternativa para tarefas de classificação binária de textos para a lı́ngua portuguesa.

show abstract

“…Machine-learning approaches are being used by researchers to detect power outages caused by cyber-attacks [8] and to prevent the Internet of Things vulnerabilities [9]. Other applications include detecting spam and network attacks [10], detecting phishing attempts against banks [11], and increasing sexual crimes on social media [12] Stock prediction [13], risk mapping [14], and www.ijacsa.thesai.org cyber profiling [15] are some of the sectors where these technologies have been used. Implementation areas include predicting crime trends and patterns [16], criminal identity detection [17], and crime prevention [18].…”

Section: Introductionmentioning

confidence: 99%

A Framework for Crime Detection and Diminution in Digital Forensics (CD3F)

Singh¹,

Singh²,

Vege³

et al. 2022

IJACSA

View full text Add to dashboard Cite

Cyber-attacks have become one of the world's most serious issues. Every day, they wreak serious financial harm to governments and people. As cyber-attacks become more common, so does cyber-crime. Identifying cyber-crime perpetrators and understanding attack tactics are critical in the battle against crime and criminals. Cyber-attack detection and prevention are difficult undertakings. Researchers have lately developed security models and made forecasts using artificial intelligence technologies to solve these concerns. In the literature, the authors explained numerous ways of predicting crime. They, on the other hand, have a problem forecasting cyber-crime and cyber-attack strategies. Here, in this paper author proposed a digital forensic investigation procedure that deals with cybercrime. In this investigation, the process author explains digital forensics techniques for ensuring that digital evidence is located, collected, preserved, evaluated, and reported in such a way that the evidence's integrity is preserved. These sequential digital forensic stages affect a standard and accepted digital forensic investigation procedure, and each phase is influenced by sequential occurrences, with each event relying on tasks. Digital forensics investigation is a technique for ensuring that digital evidence is handled in such a way that the evidence's integrity is preserved. Sequential digital forensic stages affect a standard and accepted digital forensic investigation procedure, and each phase is influenced by sequential occurrences, with each event relying on tasks.

show abstract

Mitigating Online Sexual Grooming Cybercrime on Social Media Using Machine Learning: A Desktop Survey

Cited by 20 publications

References 9 publications

Perspective Chapter: Sexual Cybercrime – The Transition from the Virtual Aggression to the Physical Aggression

Perspective Chapter: Sexual Cybercrime – The Transition from the Virtual Aggression to the Physical Aggression

Identificação de predadores sexuais brasileiros por meio de análise de conversas realizadas na Internet

A Framework for Crime Detection and Diminution in Digital Forensics (CD3F)

Contact Info

Product

Resources

About