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Related papers: The Anatomy of a Cryptocurrency Pump-and-Dump Sche…

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The pump and dump scheme is a form of market manipulation attack in which coordinated actors drive up the price of an asset in order to sell at a higher price. Due in part to a lack of enforcement, these schemes are widespread within the…

Cryptography and Security · Computer Science 2023-09-14 Joshua Clough , Matthew Edwards

With the proliferation of pump-and-dump schemes (P&Ds) in the cryptocurrency market, it becomes imperative to detect such fraudulent activities in advance to alert potentially susceptible investors. In this paper, we focus on predicting the…

Statistical Finance · Quantitative Finance 2023-04-04 Sihao Hu , Zhen Zhang , Shengliang Lu , Bingsheng He , Zhao Li

In the last years, cryptocurrencies are increasingly popular. Even people who are not experts have started to invest in these securities and nowadays cryptocurrency exchanges process transactions for over 100 billion US dollars per month.…

Computers and Society · Computer Science 2024-09-04 Massimo La Morgia , Alessandro Mei , Francesco Sassi , Julinda Stefa

Cryptocurrency pump-and-dump schemes coordinated via Telegram threaten market integrity. However, existing research addressing this specific threat has not yet produced solutions that combine reliable results with fast response. This is in…

Computation and Language · Computer Science 2026-05-12 Ahmed Mahrous , Roberto Di Pietro

Interest surrounding cryptocurrencies, digital or virtual currencies that are used as a medium for financial transactions, has grown tremendously in recent years. The anonymity surrounding these currencies makes investors particularly…

Social and Information Networks · Computer Science 2019-12-19 Mehrnoosh Mirtaheri , Sami Abu-El-Haija , Fred Morstatter , Greg Ver Steeg , Aram Galstyan

Cryptocurrency markets often face manipulation through prevalent pump-and-dump (P&D) schemes, where self-organized Telegram groups, some exceeding two million members, artificially inflate target cryptocurrency prices. These groups sell…

Computational Engineering, Finance, and Science · Computer Science 2025-09-30 Manuel Bolz , Kevin Brundler , Liam Kane , Panagiotis Patsias , Liam Tessendorf , Krzysztof Gogol , Taehoon Kim , Claudio Tessone

Cryptocurrencies are increasingly popular. Even people who are not experts have started to invest in these assets, and nowadays, cryptocurrency exchanges process transactions for over 100 billion US dollars per month. Despite this, many…

Computers and Society · Computer Science 2024-09-04 Massimo La Morgia , Alessandro Mei , Francesco Sassi , Julinda Stefa

Cryptocurrencies represent one of the most attractive markets for financial speculation. As a consequence, they have attracted unprecedented attention on social media. Besides genuine discussions and legitimate investment initiatives,…

Computers and Society · Computer Science 2020-08-20 Leonardo Nizzoli , Serena Tardelli , Marco Avvenuti , Stefano Cresci , Maurizio Tesconi , Emilio Ferrara

Building on our prior threshold-based analysis of six months of Poloniex trading data, we have extended both the temporal span and granularity of our study by incorporating minute-level OHLCV records for 1021 tokens around each confirmed…

Trading and Market Microstructure · Quantitative Finance 2025-04-23 Mahya Karbalaii

Despite the fact that cryptocurrencies themselves have experienced an astonishing rate of adoption over the last decade, cryptocurrency fraud detection is a heavily under-researched problem area. Of all fraudulent activity regarding…

Machine Learning · Computer Science 2022-05-11 Viswanath Chadalapaka , Kyle Chang , Gireesh Mahajan , Anuj Vasil

We examine the influence of Twitter promotion on cryptocurrency pump-and-dump events. By analyzing abnormal returns, trading volume, and tweet activity, we uncover that Twitter effectively garners attention for pump-and-dump schemes,…

Trading and Market Microstructure · Quantitative Finance 2023-06-06 David Ardia , Keven Bluteau

Masterminds are entities organizing, coordinating, and orchestrating cryptocurrency pump-and-dump schemes, a form of trade-based manipulation undermining market integrity and causing financial losses for unwitting investors. Previous…

Computers and Society · Computer Science 2025-03-04 Honglin Fu , Yebo Feng , Cong Wu , Jiahua Xu

The intersection of social media, low-cost trading platforms, and naive investors has created an ideal situation for information-based market manipulations, especially pump&dumps. Manipulators accumulate small-cap stocks, disseminate false…

Social and Information Networks · Computer Science 2023-01-30 D. Nam , D. B. Skillicorn

We introduce systematic tests exploiting robust statistical and behavioral patterns in trading to detect fake transactions on 29 cryptocurrency exchanges. Regulated exchanges feature patterns consistently observed in financial markets and…

General Economics · Economics 2021-08-26 Lin William Cong , Xi Li , Ke Tang , Yang Yang

Increasingly growing Cryptocurrency markets have become a hive for scammers to run pump and dump schemes which is considered as an anomalous activity in exchange markets. Anomaly detection in time series is challenging since existing…

Artificial Intelligence · Computer Science 2020-03-17 Hadi Mansourifar , Lin Chen , Weidong Shi

Machine learning and AI-assisted trading have attracted growing interest for the past few years. Here, we use this approach to test the hypothesis that the inefficiency of the cryptocurrency market can be exploited to generate abnormal…

Physics and Society · Physics 2019-04-09 Laura Alessandretti , Abeer ElBahrawy , Luca Maria Aiello , Andrea Baronchelli

We propose a simple yet robust unsupervised model to detect pump-and-dump events on tokens listed on the Poloniex Exchange platform. By combining threshold-based criteria with exponentially weighted moving averages (EWMA) and volatility…

Statistical Finance · Quantitative Finance 2025-03-13 Mahya Karbalaii

This study aims to detect pump and dump (P&D) manipulation in cryptocurrency markets, where the scarcity of such events causes severe class imbalance and hinders accurate detection. To address this issue, the Synthetic Minority Oversampling…

Artificial Intelligence · Computer Science 2025-10-02 Jieun Yu , Minjung Park , Sangmi Chai

In recent years, the tendency of the number of financial institutions including cryptocurrencies in their portfolios has accelerated. Cryptocurrencies are the first pure digital assets to be included by asset managers. Although they have…

Trading and Market Microstructure · Quantitative Finance 2022-01-31 Fan Fang , Carmine Ventre , Michail Basios , Leslie Kanthan , Lingbo Li , David Martinez-Regoband , Fan Wu

As cryptocurrencies gain popularity and credibility, marketplaces for cryptocurrencies are growing in importance. Understanding the dynamics of these markets can help to assess how viable the cryptocurrnency ecosystem is and how design…

Computers and Society · Computer Science 2018-04-25 Peter M Krafft , Nicolás Della Penna , Alex Pentland
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