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Dark web marketplaces have been a significant outlet for illicit trade, serving millions of users worldwide for over a decade. However, not all users are the same. This paper aims to identify the key players in Bitcoin transaction networks…

Understanding behavioral drivers of success in illicit digital marketplaces is critical for developing effective enforcement strategies and understanding digital commerce evolution, as darknet drug markets represent a growing share of the…

Cryptography and Security · Computer Science 2025-08-05 Syon Balakrishnan , Aaron Grinberg

Cybercrime forums play a central role in the cybercrime ecosystem, serving as hubs for the exchange of illicit goods, services, and knowledge. Previous studies have explored the market and social structures of these forums, but less is…

Computers and Society · Computer Science 2026-03-03 Raphael Hoheisel , Tom Meurs , Jai Wientjes , Marianne Junger , Abhishta Abhishta , Masarah Paquet-Clouston

Exploring the darknet can be a daunting task; this paper explores the application of data mining the darknet within a Canadian cybercrime perspective. Measuring activity through marketplace analysis and vendor attribution has proven…

Cryptography and Security · Computer Science 2021-05-31 Edward Crowder , Jay Lansiquot

Providers of online marketplaces are constantly combatting against problematic transactions, such as selling illegal items and posting fictive items, exercised by some of their users. A typical approach to detect fraud activity has been to…

Social and Information Networks · Computer Science 2020-12-23 Shun Kodate , Ryusuke Chiba , Shunya Kimura , Naoki Masuda

The criminal underground is populated with forum marketplaces where, allegedly, cybercriminals share and trade knowledge, skills, and cybercrime products. However, it is still unclear whether all marketplaces matter the same in the overall…

Cryptography and Security · Computer Science 2023-06-14 Michele Campobasso , Radu Rădulescu , Sylvan Brons , Luca Allodi

With rise in security breaches over the past few years, there has been an increasing need to mine insights from social media platforms to raise alerts of possible attacks in an attempt to defend conflict during competition. In this study,…

Social and Information Networks · Computer Science 2020-06-23 Soumajyoti Sarkar , Mohammad Almukaynizi , Jana Shakarian , Paulo Shakarian

The darknet markets are notorious black markets in cyberspace, which involve selling or brokering drugs, weapons, stolen credit cards, and other illicit goods. To combat illicit transactions in the cyberspace, it is important to analyze the…

Machine Learning · Computer Science 2019-11-13 Panpan Zheng , Shuhan Yuan , Xintao Wu , Yubao Wu

Market instability has been extensively studied using mathematical approaches to characterize complex trading dynamics and detect structural change points. This study explores the potential for early warning of market instability by…

Physics and Society · Physics 2026-04-24 Mariko I. Ito , Hiroyuki Hasada , Yudai Honma , Takaaki Ohnishi , Tsutomu Watanabe , Kazuyuki Aihara

Dark Web Marketplaces (DWM) facilitate the online trade of illicit goods. Due to the illicit nature of these marketplaces, quality datasets are scarce and difficult to produce. The Dark Net Market archives (2015) presented raw scraped…

Social and Information Networks · Computer Science 2023-11-21 Hanjo D. Boekhout , Arjan A. Blokland , Frank W. Takes

User feedback is one of the most effective methods to build and maintain trust in electronic commerce platforms. Unfortunately, dishonest sellers often bend over backward to manipulate users' feedback or place phony bids in order to…

Social and Information Networks · Computer Science 2022-04-22 Michael Fire , Rami Puzis , Dima Kagan , Yuval Elovici

This study proposes a prototype for locating important individuals and financial exchanges in networks of people trafficking that have grown during the conflict between Russia and Ukraine. It focuses on the role of digital platforms,…

Computers and Society · Computer Science 2025-04-25 Murat Ozer , Goksel Kucukkaya , Yasin Kose , Assel Mukasheva , Kazim Ciris , Bharath V. Penumatcha

The DarkWeb represents a hotbed for illicit activity, where users communicate on different market forums in order to exchange goods and services. Law enforcement agencies benefit from forensic tools that perform authorship analysis, in…

Computation and Language · Computer Science 2022-11-02 Andrei Manolache , Florin Brad , Antonio Barbalau , Radu Tudor Ionescu , Marius Popescu

The advent of Big Data has made the collection and analysis of cyber threat intelligence challenging due to its volume, leading research to focus on identifying key threat actors; yet these studies have failed to consider the technical…

Cryptography and Security · Computer Science 2025-06-04 Estelle Ruellan , Francois Labreche , Masarah Paquet-Clouston

With rise in security breaches over the past few years, there has been an increasing need to mine insights from social media platforms to raise alerts of possible attacks in an attempt to defend conflict during competition. We use…

Social and Information Networks · Computer Science 2018-11-16 Soumajyoti Sarkar , Mohammad Almukaynizi , Jana Shakarian , Paulo Shakarian

In this paper, we present an operational system for cyber threat intelligence gathering from various social platforms on the Internet particularly sites on the darknet and deepnet. We focus our attention to collecting information from…

Cryptography and Security · Computer Science 2016-08-02 Eric Nunes , Ahmad Diab , Andrew Gunn , Ericsson Marin , Vineet Mishra , Vivin Paliath , John Robertson , Jana Shakarian , Amanda Thart , Paulo Shakarian

Dark patterns, which are user interface designs in online services, induce users to take unintended actions. Recently, dark patterns have been raised as an issue of privacy and fairness. Thus, a wide range of research on detecting dark…

Machine Learning · Computer Science 2025-04-01 Yuki Yada , Jiaying Feng , Tsuneo Matsumoto , Nao Fukushima , Fuyuko Kido , Hayato Yamana

Recent incidents of data breaches call for organizations to proactively identify cyber attacks on their systems. Darkweb/Deepweb (D2web) forums and marketplaces provide environments where hackers anonymously discuss existing vulnerabilities…

Cryptography and Security · Computer Science 2018-10-31 Mohammed Almukaynizi , Ericsson Marin , Eric Nunes , Paulo Shakarian , Gerardo I. Simari , Dipsy Kapoor , Timothy Siedlecki

Underground forums where users discuss, buy, and sell illicit services and goods facilitate a better understanding of the economy and organization of cybercriminals. Prior work has shown that in particular private interactions provide a…

Cryptography and Security · Computer Science 2018-05-14 Rebekah Overdorf , Carmela Troncoso , Rachel Greenstadt , Damon McCoy

The availability of sophisticated technologies and methods of perpetrating criminogenic activities in the cyberspace is a pertinent societal problem. Darknet is an encrypted network technology that uses the internet infrastructure and can…

Cryptography and Security · Computer Science 2020-03-18 Victor Adewopo , Bilal Gonen , Said Varlioglu , Murat Ozer
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