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CRIME

CRIME-VIOLENT & NON-VIOLENT-FINANCLIAL-CYBER

U.S. National Plan to End Gender-Based Violence: Strategies for Action

United States. White House Office

From the document: "In this first-ever U.S. National Plan to End Gender-Based Violence (the National Plan or Plan), the Federal Government advances an unprecedented and comprehensive approach to preventing and addressing sexual violence, intimate partner violence, stalking, and other forms of gender-based violence (referred to collectively as GBV). This initiative builds on the lessons learned and progress made as the result of tireless and courageous leadership by GBV survivors, advocates, researchers, and policymakers, as well as other dedicated professionals and community members who lead prevention and response efforts. Gender-based violence is a public safety and public health crisis, affecting urban, suburban, rural, and Tribal communities in the United States. It is experienced by individuals of all backgrounds and can occur across the life course. GBV happens in all spaces and spheres of human interaction, public and private--in homes, schools, and public venues; through social media and other online spaces; and in workplaces. In today's globalized world, it can transcend national boundaries, including through online exploitation and abuse, human trafficking, and individuals fleeing GBV. The risks of GBV are heightened in conditions of disaster, conflict, or crisis, including public health crises such as a pandemic. [...] The priorities in this National Plan to End GBV, as well as those reflected in the 2022 update to the U.S. Global GBV Strategy, reflect our nation's ongoing commitment to continue advancing and integrating efforts to prevent and address gender-based violence both at home and abroad. Ending gender-based violence is, quite simply, a matter of human rights and justice."

United States. White House Office .2023. 149p.

Blood Libel: The Ritual Murder Accusation at the Limit of Jewish History

By Hannah R. Johnson

The ritual murder accusation is one of a series of myths that fall under the label blood libel, and describes the medieval legend that Jews require Christian blood for obscure religious purposes and are capable of committing murder to obtain it. This malicious myth continues to have an explosive afterlife in the public sphere, where Sarah Palin's 2011 gaffe is only the latest reminder of its power to excite controversy. Blood Libel is the first book-length study to analyze the recent historiography of the ritual murder accusation and to consider these debates in the context of intellectual and cultural history as well as methodology. Hannah R. Johnson articulates how ethics shapes methodological decisions in the study of the accusation and how questions about methodology, in turn, pose ethical problems of interpretation and understanding.

Ann Arbor: University of Michigan Press, 2012. 250p

Surveillance for Violent Deaths - National Violent Death Reporting System, 48 States, the District of Columbia, and Puerto Rico, 2020.

By Grace S. Liu, et al.

Problem/Condition: In 2020, approximately 71,000 persons died of violence-related injuries in the United States. This report summarizes data from CDC’s National Violent Death Reporting System (NVDRS) on violent deaths that occurred in 48 states, the District of Columbia, and Puerto Rico in 2020. Results are reported by sex, age group, race and ethnicity, method of injury, type of location where the injury occurred, circumstances of injury, and other selected characteristics.

Period Covered: 2020.

Description of System: NVDRS collects data regarding violent deaths obtained from death certificates, coroner and medical examiner records, and law enforcement reports. This report includes data collected for violent deaths that occurred in 2020. Data were collected from 48 states (all states with exception of Florida and Hawaii), the District of Columbia, and Puerto Rico. Forty-six states had statewide data, two additional states had data from counties representing a subset of their population (35 California counties, representing 71% of its population, and four Texas counties, representing 39% of its population), and the District of Columbia and Puerto Rico had jurisdiction-wide data. NVDRS collates information for each violent death and links deaths that are related (e.g., multiple homicides, homicide followed by suicide, or multiple suicides) into a single incident.

  • Results: For 2020, NVDRS collected information on 64,388 fatal incidents involving 66,017 deaths that occurred in 48 states (46 states collecting statewide data, 35 California counties, and four Texas counties), and the District of Columbia. In addition, information was collected for 729 fatal incidents involving 790 deaths in Puerto Rico. Data for Puerto Rico were analyzed separately. Of the 66,017 deaths, the majority (58.4%) were suicides, followed by homicides (31.3%), deaths of undetermined intent (8.2%), legal intervention deaths (1.3%) (i.e., deaths caused by law enforcement and other persons with legal authority to use deadly force acting in the line of duty, excluding legal executions), and unintentional firearm deaths (<1.0%). The term “legal intervention” is a classification incorporated into the International Classification of Diseases, Tenth Revision, and does not denote the lawfulness or legality of the circumstances surrounding a death caused by law enforcement.

    Demographic patterns and circumstances varied by manner of death. The suicide rate was higher for males than for females. Across all age groups, the suicide rate was highest among adults aged ≥85 years. In addition, non-Hispanic American Indian or Alaska Native (AI/AN) persons had the highest suicide rates among all racial and ethnic groups. Among both males and females, the most common method of injury for suicide was a firearm. Among all suicide victims, when circumstances were known, suicide was most often preceded by a mental health, intimate partner, or physical health problem or by a recent or impending crisis during the previous or upcoming 2 weeks. The homicide rate was higher for males than for females. Among all homicide victims, the homicide rate was highest among persons aged 20–24 years compared with other age groups. Non-Hispanic Black (Black) males experienced the highest homicide rate of any racial or ethnic group. Among all homicide victims, the most common method of injury was a firearm. Description text goes here

Washington DC. National Violent Death Reporting System, 2020.

Gambling and Crime: An Exploration of Gambling Availability and Culture in an English Prison

By Lauren Rebecca Smith | Steve Sharman | Amanda Roberts

Background: There is evidence that prisoners have the highest rate of problem gambling in any population, but little is known about the nature of in-prison gambling, the motives for it or how it relates to prior gambling behaviour. Aims: To investigate the prevalence and type of gambling prior to prison and the prevalence, type, and reasons for gambling in prison. Methods: Two hundred and eighty-two male volunteers in a Category B male prison in England completed a questionnaire which included the Problem Gambling Severity Index (PGSI). Results: One hundred and twenty-six (45%) reported gambling in prison, with eighty-one (30%) of participants reporting that gambling was a normal part of prison life. Pre-prison behaviour, whether type of index offence or prior gambling, had little relationship to in-prison gambling. Frequency of gambling in prison increased with increasing PGSI risk category. The most common types of gambling in prison were card/dice games, sports and ball games, while the most common motives were entertainment, excitement or sense of challenge and to win prizes, with significant differences in motive between PGSI risk categories. Prison canteen items formed the most common currency gambled. People within the higher PGSI risk category were more likely to have borrowed items from other prisoners. 7 Conclusions: Our research has added to existing literature by identifying high rates of gambling in prison and showing that prisoners' perceptions of gambling are as a normal part of prison life. Findings suggest that screening and support should be available to manage gambling in prison, including support to reduce gambling-related debt, particularly given associations between debt and violence in prison. Relief from boredom and need for excitement were among the most common reasons for gambling in prison, indicating that there is a need to provide a more appropriately stimulating prison environment.

Criminal Behaviour and Mental Health 43(6): 389-403, 2022

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Crime and Gambling Disorders: A Systematic Review

By A. Adolphe . L. Khatib , C. van Golde , S. M. Gainsbury , A. Blaszczynski

It is generally believed that there is an instrumental relationship between problem gambling and crime such that some gamblers resort to illegal activity to recoup financial shortfalls resulting from their gambling. However, a clear understanding of the risk factors for the commission of crimes beyond financial stresses is absent in the literature. The aim of this review was to identify the nature of crimes perpetrated by problem gamblers and the factors that contribute to the commission of gambling-related crimes. A systematic review adhering to guidelines outlined in the Preferred Reporting Items for Systematic Reviews and Meta-Analyses statement searching eight databasesPsycINFO, Westlaw AU, Heinonline, Legal Source via Ebsco, Legaltrac via Gale, PubMed, Scopus, and Medline-was conducted. A total of 21 papers were included after screening and application of exclusion criteria. All studies examined reported crimes committed by problem gamblers, with a validated assessment tool measuring problem gambling. The review provided evidence that gambling-related crime typically consists of non-violent, income-generating offences. However, it also revealed that problem gamblers may commit violent crimes at a higher than expected rate, which may have been concealed by deliberate and unintentional under-reporting of gambling-related crimes. The causal relationship between problem gambling and violent crime, however, remains uncertain. Based on this review, suggestions are offered for the evaluation of perpetrators of gambling-related crime on a case-by-case basis, to better understand the relationship between gambling and crime and facilitate more frequent application of therapeutic jurisprudence in future.

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Prevalence of gambling disorder among prisoners: a systematic review

By James Banks https://orci d.org/0000-0002- 1899-905j.banks@shu.ac.uk, Jaime Waters https://orci d.org/0000-0003- 0261-7349, and Victoria Olive

This paper presents the first systematic review of studies on the prevalence of gambling disorder among prisoners across international jurisdictions. Only original studies which were published in English and employed reliable and valid screening tools are included in this analysis. The review finds that rates of problem or pathological gambling in prison populations are highly variable, ranging from 5.9 to 73% of male and female inmates surveyed. Nevertheless, recorded rates of problem and pathological gambling among inmates are consistently and significantly higher than rates of problem and pathological gambling recorded among the general population. The review indicates that the institution of problem gambling treatment programmes in carceral settings is necessary, in order to aid community re-entry and reduce the likelihood of re-offending. Moreover, it is suggested that the screening of inmates should become standard practice across penal institutions and other criminal justice organisations, with a view to better addressing the needs of offenders.

International Journal of Offender Therapy and Comparative Criminology, 64:12, 2019.

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Myanmar’s Casino Cities: The Role of China and Transnational Criminal Networks

By Jason Tower and Priscilla Clapp

Complex transnational networks of Chinese investors, forced out of Cambodia for illegal gambling activity, are relocating to Karen State to build three megacities as a hub for casinos. They use partnerships with local armed groups, operating under the authority of the national army, to gain access to land, offering in return a share of the profits. • The Myanmar government has yet to license casinos, meaning this sector remains illegal. Investors have ignored government approval processes, however, and moved rapidly during the COVID-19 pandemic to build facilities to house illegal gambling. • To circumvent Chinese laws against gambling, ethnic Chinese with citizenship in other countries spearhead these projects. Of concern to Beijing, they have co-opted Chinese government institutions and agencies to present their activities as central to China’s Belt and Road Initiative. • These megacities flagrantly undermine Myanmar’s efforts to advance reforms serving the national interest, and Naypyidaw is responding with establishment of a commission to investigate them. • This kind of investment threatens to reverse recent gains made by decades of US assistance supporting democratic reform in Myanmar, and merits strong American support for efforts to control it.

Washington DC: United States Institute of Peace, 2020. 28p.

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Exploring the Association between Gambling-Related Offenses, Substance Use, Psychiatric Comorbidities, and Treatment Outcome

By Cristina Vintró-Alcaraz, Gemma Mestre-Bach, Roser Granero. et al;

Several studies have explored the association between gambling disorder (GD) and gambling-related crimes. However, it is still unclear how the commission of these offenses influences treatment outcomes. In this longitudinal study we sought: (1) to explore sociodemographic and clinical differences (e.g., psychiatric comorbidities) between individuals with GD who had committed gambling-related illegal acts (differentiating into those who had had legal consequences (n = 31) and those who had not (n = 55)), and patients with GD who had not committed crimes (n = 85); and (2) to compare the treatment outcome of these three groups, considering dropouts and relapses. Several sociodemographic and clinical variables were assessed, including the presence of substance use, and comorbid mental disorders. Patients received 16 sessions of cognitive-behavioral therapy. Patients who reported an absence of gambling-related illegal behavior were older, and showed the lowest GD severity, the most functional psychopathological state, the lowest impulsivity levels, and a more adaptive personality profile. Patients who had committed offenses with legal consequences presented the highest risk of dropout and relapses, higher number of psychological symptoms, higher likelihood of any other mental disorders, and greater prevalence of tobacco and illegal drugs use. Our findings uphold that patients who have committed gambling-related offenses show a more complex clinical profile that may interfere with their adherence to treatment

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Confounding Bias in the Relationship Between Problem Gambling and Crime

Christopher R Dennison , Jessica G Finkeldey , Gregory C Rocheleau

Although the relationship between problem gambling and criminal behavior has been widely researched, concerns over the causal nature of this association remain. Some argue that problem gambling does not lead to crime; instead, the same background characteristics that predict problem gambling also predict criminal behavior. Yet, studies suggestive of a spurious association often rely on small, non-random, and cross-sectional samples; thus, the extent to which the findings are 4 generalizable to the broader population is unknown. With this in mind, the present study uses data from The National Longitudinal Study of Adolescent to Adult Health and a series of propensity score weighting and matching techniques to examine the role of confounding bias in the relationship between problem gambling and criminal behavior in young adulthood. On the surface, results show a positive and significant relationship between problem gambling and a range of criminal behaviors. However, after statistically balancing differences in several background measures between problem gamblers and non-problem gamblers, such as low self-control, past substance use, and juvenile delinquency, we find no significant relationship between problem gambling and crime. These patterns are consistent across several propensity score weighting and matching algorithms. Our results therefore parallel those in support of the "generality of deviance" framework, whereby a similar set of covariates known to be associated with criminal behavior also predict problem gambling.

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The Possible Impact of Multidisciplinary Network in Dealing with Criminality Associated with Problematic or Pathological Gambling

By Cristina-Maria Badea and Raluca-Ștefania Badea

In the context of evolving new technologies around the world, access to online recreation and online freedom fails to be approached from the perspective of public health. Research in the domain of problem or pathological gambling shows that few countries have recently started to address the medical and social challenges of the issue, with regard to related-criminality and population health. Romania is not one of those countries, although reality shows an increase in gambling venues and online gambling opportunities which, as studies show, can only mean an increase in the number of problem or pathological gamblers, and possibly an increase in gambling-related crimes. With the present study we aim to point out both the urgent need for a multidisciplinary network to deal with the issues of gambling disorder and its relationship with criminality, and the possible benefits of trying to prevent the harm brought by criminality to society by addressing society’s responsibility to the people in terms of ensuring public health. It is the authors’ opinions that challenges raised by developing technologies, especially by online mobility and gambling market, together with online identity volatility, will bring even deeper layers of social issues if prevention of problem or pathological gambling is not undertaken as an important priority.

FIAT IUSTITIA, 2020, vol. 14, issue 1, 33-42

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Problem Gambling and Criminal Behavior Perspectives on Comorbidities and Social Disadvantage

By Kalle Lind

While gambling is a harmless and popular pastime for most people, as a habitual activity it also has the potential to cause harm to the gamblers themselves and their affected others. These gambling harms are not static but vary in terms of intensity and duration. Such negative consequences can affect several different life-domains, and they may include financial problems, emotional distress, disrupted relationships, cultural harms, intergenerational harms, decrements in health, reduced performance at work or studies, or criminal behavior. Comorbidity between problem gambling, mental health problems, and other addictions as well as the connection between problem gambling and social disadvantage on various measures have been confirmed by previous studies. Problem gambling has been recognized as a criminogenic factor, and it is highly prevalent among incarcerated populations. Criminogenic problem gambling refers to a situation where problem gambling and the related financial distress escalate to criminal behavior, typically to income-generating crime such as fraud and embezzlement. Criminal harm has been suggested to be a late-stage gambling harm, which occurs together with long-standing and untreated problem gambling as gamblers run out of legal financial options. Furthermore, previous studies indicate that a more general association also exists between problem gambling and nongambling related crime in a population level. Not only is the gambling participation rate very high in Finland, but gambling has also had an exceptional position in Finland’s culture, society, and everyday life for decades. At the same time, 2.5% of gamblers are estimated to account for 50% of the total gambling expenditure. The latest population survey indicates that the prevalence of problem gambling is about 3% of the population. The core regulative framework, the recently reformed Lotteries Act, underscores minimization and prevention of gambling-related economic, healthrelated, and social harms, including criminal activity. In this context, this dissertation addresses the connection between problem gambling and criminal behavior through 1) data derived from documents produced by the police on 55 problem gambling-related cases, 2) screening data (N = 1,573) from a national problem gambling support program, 3) pilot survey data (n = 96) collected at two Finnish prisons, and 4) gambling-related population survey data (n = 7,186) combined with register-based variables on convictions and social disadvantage. Through qualitative document analysis this study explores patterns and mechanisms of problem gambling-related crime reported to the police. Logistic regression is utilized to find predictors of problem gambling-related stealing and cheating among help-seeking problem gamblers. Furthermore, this study explores the prevalence of probable problem gambling (measured using the Brief Biosocial Gambling Screen), the need for support, and support preferences in prison environment. Finally, logistic regression models were run to explore the general association between problem gambling severity, socioeconomic disadvantage, and having a conviction. Most of the problem gambling-related cases found from the police information system were nonviolent property crimes that were committed at home or at the workplace. In most cases the events were preceded by severe financial problems, the emergence of suitable opportunities to commit a crime and coexisting issues of lifecontrol, such as depression, relationship problems, and substance use. The criminal incidents were classified in three categories: identity theft, unauthorized access, and violent outburst. The crime aftermath consisted of the psychologically distressing process of hiding the trails and revival through getting caught. Reportedly, the main motivation for the crimes was to continue gambling, chase losses, or hide the extent of the individual’s problem 3 gambling from their affected others. Consistent with previous literature, the results reveal that among help-seeking problem gamblers, being young and having low income and low education predicted gambling-related stealing and cheating. Furthermore, as expected, a long duration of gambling problems also predicted cheating and stealing. Depressive symptoms and having a negative perception on one’s financial situation were also associated to problem gambling-related stealing or cheating. Gender, starting age of gambling, and comorbid substance use were not found to be statistically significant predictors of criminogenic problem gambling. Overall, 37.6% of the screened attendees reported having cheated or stolen to fund their gambling.

Tampere, Finland: Tampere University, 2022. 208p.

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Review of Unlincensed Gambling in the UK

By Pricwaterhouse, Coopers and Betting and Gaming Council 2

In 2018/2019, we found evidence to suggest that the UK unlicensed online gambling market makes up a small but meaningful segment of the total market, with 47% of online gamblers aware of and 2.2% of online gamblers using unlicensed operators.

Pricewaterhouse Coopers, 2021. 66p.

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High Stakes: Gambling Reform for the Digital Age

By The UK Department for Culture, Media and Sport

Ensuring that gambling happens safely is a top government priority. We recognise that people should be free to spend their money as they choose, but when gambling poses the risk of becoming a clinical addiction the government needs to ensure there are proper protections. That is why change is now needed. Having a strong regulator with the powers and resources needed to oversee an increasingly high-tech industry is essential to ensuring this. We also need to have the right controls in place on the products people can be offered, safeguards covering how those who gamble are treated by operators, and the right safety nets in place to stop harm where it occurs. ● Gambling in its variety of forms is a popular pastime in Great Britain, with nearly half of all adults participating in at least one form (including the National Lottery) each month. Most spend small amounts which are similar to or less than spending on other leisure activities and do not report experiencing any harm from gambling. ● However, around 300,000 people in Great Britain are esƟmated to be experiencing ‘problem gambling’, defined as gambling to a degree which compromises, disrupts, or damages family, personal or recreational pursuits, and a further 1.8 million are identified as gambling at elevated levels of risk. Gambling harms can wreck lives, impact families and communities, and even lead to suicide in extreme cases. The package of measures outlined in this white paper will significantly increase protections with the aim of preventing harm. ● Our aim in the Review has been to assess the best available evidence to ensure that our goals can be delivered in the digital age, and that we have the balance of regulation right between protecting people from the potentially life-ruining effects of gambling-related harm while respecting the freedom of adults to engage in a legitimate leisure activity. We need to ensure that our regulatory and legislative frameworks continue to deliver on the three foundational principles of the 2005 Act: children and vulnerable people should be protected, the sector should be fair and open, and gambling should be crime free. ● The Review launched with a call for evidence which ran from December 2020 to March 2021 and received 16,000 submissions. Ministers and officials have supplemented this with hundreds of meetings with a wide range of stakeholders. Key publications before and since the call for evidence have also contributed significantly to our understanding of the issues, including the report of the Lords Select Committee on the Social and Economic Impact of the Gambling Industry, Public Health England’s (PHE) Gambling-related harms evidence review and the independent Review of the Regulation of BetIndex Ltd. We have also received advice from the Gambling Commission, which is being published alongside this white paper. We are grateful to all those who have contributed to the Review.

London: Department for Culture, Media & Sport, 2023. 268p.

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Trajectories of Handgun Carrying in Rural Communities From Early Adolescence to Young Adulthood

This study found distinct patterns of handgun carrying from adolescence to young adulthood in rural settings. Findings suggest that promoting handgun safety in rural areas should start early. Potential high-risk trajectories, including carrying at high frequencies, should be the focus of future work to explore the antecedents and consequences of handgun carrying in rural areas.

JAMA Netw Open. 2022 Apr 1;5(4):e225127. doi: 10.1001/jamanetworkopen.2022.5127. PMID: 35377427; PMCID: PMC8980900.

Rural-Urban Variation in the Association of Adolescent Violence and Handgun Carrying in the United States, 2002-2019

This cross-sectional study found that associations of interpersonal violence with handgun carrying were stronger in relative terms in urban areas than in rural areas; however, a higher percentage of rural than urban adolescents carried handguns, resulting in a greater absolute prevalence of handgun carrying associated with violence in rural areas than in urban areas. These findings suggest opportunities for preventing handgun carrying-related harms may differ between rural and urban

communities. 10.1001/jamanetworkopen.2023.1153. PMID: 36853603; PMCID: PMC9975933

Murder & Extremism in the United States in 2022

By Pitcavage, Mark

From the document: "[1] Every year, individuals with ties to different extreme causes and movements kill people in the United States; the ADL [Anti-Defamation League] Center on Extremism (COE) tracks these murders. Extremists regularly commit murders in the service of their ideology, in the service of a group or gang they may belong to, or even while engaging in traditional, non-ideological criminal activities. [2] In 2022, domestic extremists killed at least 25 people in the U.S., in 12 separate incidents. […] [3] The 2022 murder totals would have been much lower if not for two high-casualty extremist-related shooting sprees. Only 10 of the 25 deaths occurred outside of those sprees--and one of those 10 deaths occurred in a less lethal mass shooting attempt. [4] The issue of extremist-related mass killings is of growing concern and is the subject of a special section of this report. […] The Center on Extremism has identified 62 extremist-connected mass killing incidents since 1970, with 46 of them being ideologically motivated. […] [5] In 2022, 18 of the 25 extremist-related murders appear to have been committed in whole or part for ideological motives, while the remaining seven murders either have no clear motive or were committed for a non-ideological motive. [6] All the extremist-related murders in 2022 were committed by right-wing extremists of various kinds, who typically commit most such killings each year but only occasionally are responsible for all (the last time this occurred was 2012). […] [7] White supremacists commit the greatest number of domestic extremist-related murders in most years, but in 2022 the percentage was unusually high: 21 of the 25 murders were linked to white supremacists." This document includes charts, tables, and graphs to illustrate the text.

Anti-Defamation League. 2022

Trends, Risks, and Interventions in Lethal Violence: Proceedings of the Third Annual Spring Symposium of the Homicide Research

Edited by Carol Block and Richard Block

Papers examining recent and long-term trends in homicide in the United States discuss the relationships among youth violence, guns, and drug law offenses; age patterns in homicide; arrest trends and the impact of demographic changes; and the use of econometric forecasting to correct for missing data. Papers on international and regional violence patterns discuss trends in violence and homicide in the Netherlands and the southern subculture of violence. Nine papers on high-risk groups focus on violence and homicide against women and youth and in different types of workplaces, particularly convenience stores. Five papers focus on intervention strategies based on data analysis; topics include criminal justice sanctions for domestic assault, gun-related violence, violence in public schools in Atlanta, the impacts of exposure to violence on the behavior of inner-city youths and the impact of guidance and employment for adolescents. Further papers consider the use of the National Incident-Based Reporting System and the violence surveillance activities of the Centers for Disease Control. Figures, tables, sample data collection instruments and forms, footnotes, reference lists, and appended conference agenda and lists of participants and working group members

Washington D.C. US Department of Justice. Atlanta, Georgia. 1995. 349p.

Multimodal Classification of Onion Services for Proactive Cyber Threat Intelligence Using Explainable Deep Learning

By Harsha Moraliyage; Vidura Sumanasena; Daswin De Silva; Rashmika Nawaratne; Lina Sun; Damminda Alahakoon

The dark web has been confronted with a significant increase in the number and variety of onion services of illegitimate and criminal intent. Anonymity, encryption, and the technical complexity of the Tor network are key challenges in detecting, disabling, and regulating such services. Instead of tracking an operational location, cyber threat intelligence can become more proactive by utilizing recent advances in Artificial Intelligence (AI) to detect and classify onion services based on the content, as well as provide an interpretation of the classification outcome. In this paper, we propose a novel multimodal classification approach based on explainable deep learning that classifies onion services based on the image and text content of each site. A Convolutional Neural Network with Gradient-weighted Class Activation Mapping (Grad-CAM) and a pre-trained word embedding with Bahdanau additive attention are the core capabilities of this approach that classify and contextualize the representative features of an onion service. We demonstrate the superior classification accuracy of this approach as well as the role of explainability in decision-making that collectively enables proactive cyber threat intelligence in the dark web. 

IEEE Access, vol. 10, pp. 56044-56056, 2022,

Evolution of Dark Web Threat Analysis and Detection: A Systematic Approach

By Saiba Nazah; Shamsul Huda; Jemal Abawajy; Mohammad Mehedi Hassan

The Dark Web is one of the most challenging and untraceable mediums adopted by the cyber criminals, terrorists, and state-sponsored spies to fulfil their illicit motives. Cyber-crimes happening inside the Dark Web are like real world crimes. However, the sheer size, unpredictable ecosystem and anonymity provided by the Dark Web services are the essential confrontations to trace the criminals. To discover the potential solutions towards cyber-crimes evaluating the sailing Dark Web crime threats is a crucial step. In this paper, we will appraise the Dark Web by analysing the crimes with their consequences and enforced methods as well as future manoeuvres to lessen the crime threats. We used Systematic Literature Review (SLR) method with the aspiration to provide the direction and aspect of emerging crime threats in the Dark Web for the researchers and specialist in Cyber security field. For this SLR 65 most relevant articles from leading electronic databases were selected for data extraction and synthesis to answer our predefined research questions. The result of this systematic literature review provides (i) comprehensive knowledge on the growing crimes proceeding with Dark Web (ii) assessing the social, economic and ethical impacts of the cyber-crimes happening inside the Dark Web and (iii) analysing the challenges, established techniques and methods to locate the criminals and their drawbacks. Our study reveals that more in depth researches are required to identify criminals in the Dark Web with new prominent way, the crypto markets and Dark Web discussion forums analysis is crucial for forensic investigations, the anonymity provided by Dark Web services can be used as a weapon to catch the criminals and digital evidences should be analysed and processed in a way that follows the law enforcement to make the seizure of the criminals and shutting down the illicit sites in the Dark Web. 

 IEEE Access, vol. 8, pp. 171796-171819, 2020, 

The Dark Web Phenomenon: A Review and Research Agenda

Javeriah Saleem, Rafiqul Islam and Muhammad Ashad Kabir   

The dark web is a section of the Internet that is not accessible to search engines and requires an anonymizing browser called Tor. Its hidden network and anonymity pave the way for illegal activities and help cybercriminals to execute well-planned, coordinated, and malicious cyberattacks. Cyber security experts agree that online criminal activities are increasing exponentially, and they are also becoming more rampant and intensified. These illegal cyber activities include various destructive crimes that may target a single person or a whole nation, for example, data breaches, ransomware attacks, black markets, mafias, and terrorist attacks. So, maintaining data privacy and secrecy is the new dilemma of the era. This paper has extensively reviewed various attacks and attack patterns commonly applied in the dark web. We have also classified these attacks in our unique trilogies classification system. Furthermore, a detailed overview of existing threat detection techniques and their limitations is discussed for anonymity providing services like Tor, I2P, and Freenet. Finally, the paper has identified significant weaknesses that make the dark web vulnerable to different attacks.

 IEEE Access, vol. 10, pp. 33628-33660, 2022