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Cryptocurrencies have gained significant attention in recent years due to their decentralized nature and potential for financial innovation. Thus, the ability to accurately predict its price has become a subject of great interest for…

Machine Learning · Computer Science 2024-10-21 Arthur Emanuel de Oliveira Carosia

This paper leverages machine learning algorithms to forecast and analyze financial time series. The process begins with a denoising autoencoder to filter out random noise fluctuations from the main contract price data. Then, one-dimensional…

Machine Learning · Computer Science 2025-07-22 Zhuohuan Hu , Richard Yu , Zizhou Zhang , Haoran Zheng , Qianying Liu , Yining Zhou

This paper identifies the cryptocurrency market crashes and analyses its dynamics using the complex network. We identify three distinct crashes during 2017-20, and the analysis is carried out by dividing the time series into pre-crash,…

Statistical Finance · Quantitative Finance 2024-05-10 Kundan Mukhia , Anish Rai , SR Luwang , Md Nurujjaman , Sushovan Majhi , Chittaranjan Hens

By monitoring the time evolution of the most liquid Futures contracts traded globally as acquired using the Bloomberg API from 03 January 2000 until 15 December 2014 we were able to forecast the S&P 500 index beating the Buy and Hold…

Statistical Finance · Quantitative Finance 2016-12-19 Panagiotis Papaioannou , Thomas Dionysopoulos , Dietmar Janetzko , Constantinos Siettos

Several high specificity and sensitivity seizure prediction methods with convolutional neural networks (CNNs) are reported. However, CNNs are computationally expensive and power hungry. These inconveniences make CNN-based methods hard to be…

Neural and Evolutionary Computing · Computer Science 2022-08-25 Fengshi Tian , Jie Yang , Shiqi Zhao , Mohamad Sawan

Few assets in financial history have been as notoriously volatile as cryptocurrencies. While the long term outlook for this asset class remains unclear, we are successful in making short term price predictions for several major crypto…

Trading and Market Microstructure · Quantitative Finance 2019-12-02 David Zhao , Alessandro Rinaldo , Christopher Brookins

Predictions of short-term directional movement of the futures contract can be challenging as its pricing is often based on multiple complex dynamic conditions. This work presents a method for predicting the short-term directional movement…

Statistical Finance · Quantitative Finance 2022-03-24 Yiyang Zheng

Human does their daily activity and cooking by teaching and imitating with the help of their vision and understanding of the difference between materials. Teaching a robot to do coking and daily work is difficult because of variation in…

Robotics · Computer Science 2018-05-25 Rahul Paul

Blockchain and blockchain-inspired decentralized applications are on the rise thanks to their unique characteristics such as their decentralized nature, anonymity, and tamper-proof nature; however, blockchain transactions tend to experience…

Cryptography and Security · Computer Science 2026-04-08 Yi Lyu

Blockchain has widespread applications in the financial field but has also attracted increasing cybercrimes. Recently, phishing fraud has emerged as a major threat to blockchain security, calling for the development of effective regulatory…

Social and Information Networks · Computer Science 2022-04-19 Panpan Li , Yunyi Xie , Xinyao Xu , Jiajun Zhou , Qi Xuan

In this work, we reexamine the vulnerability of Payment Channel Networks (PCNs) to bribing attacks, where an adversary incentivizes blockchain miners to deliberately ignore a specific transaction to undermine the punishment mechanism of…

Cryptography and Security · Computer Science 2024-07-18 Zeta Avarikioti , Paweł Kędzior , Tomasz Lizurej , Tomasz Michalak

Payment Channel Networks (PCNs) are a method for improving the scaling and latency of cryptocurrency transactions. For a payment to be made between two peers in a PCN, a feasible low-fee path in the network must be planned. Many PCN path…

Discrete Mathematics · Computer Science 2025-01-22 Padraig Corcoran , Rhyd Lewis

Coordinated campaigns frequently exploit social media platforms by artificially amplifying topics, making inauthentic trends appear organic, and misleading users into engagement. Distinguishing these coordinated efforts from genuine public…

Social and Information Networks · Computer Science 2025-06-18 Atul Anand Gopalakrishnan , Jakir Hossain , Tuğrulcan Elmas , Ahmet Erdem Sarıyüce

In this article, we introduce a novel deep learning hybrid model that integrates attention Transformer and Gated Recurrent Unit (GRU) architectures to improve the accuracy of cryptocurrency price predictions. By combining the Transformer's…

Machine Learning · Computer Science 2025-05-01 Esam Mahdi , C. Martin-Barreiro , X. Cabezas

We investigate to what extent mobile use patterns can predict -- at the moment it is posted -- whether a notification will be clicked within the next 10 minutes. We use a data set containing the detailed mobile phone usage logs of 279…

Human-Computer Interaction · Computer Science 2017-12-21 Kleomenis Katevas , Ilias Leontiadis , Martin Pielot , Joan Serrà

With the rapid growth of blockchain, an increasing number of users have been attracted and many implementations have been refreshed in different fields. Especially in the cryptocurrency investment field, blockchain technology has shown…

Cryptography and Security · Computer Science 2021-04-20 Shanqing Yu , Jie Jin , Yunyi Xie , Jie Shen , Qi Xuan

Thanks to the high potential for profit, trading has become increasingly attractive to investors as the cryptocurrency and stock markets rapidly expand. However, because financial markets are intricate and dynamic, accurately predicting…

Payment channel networks use off-chain transactions to provide virtually arbitrary transaction rates. In this paper, we provide a new perspective on payment channels and consider them as a flow network. We propose an extended push-relabel…

Networking and Internet Architecture · Computer Science 2017-09-27 Elias Rohrer , Jann-Frederik Laß , Florian Tschorsch

With the evolution of blockchain technology, the issue of transaction security, particularly on platforms like Ethereum, has become increasingly critical. Front-running attacks, a unique form of security threat, pose significant challenges…

Cryptography and Security · Computer Science 2023-11-27 Yuheng Zhang , Pin Liu , Guojun Wang , Peiqiang Li , Wanyi Gu , Houji Chen , Xuelei Liu , Jinyao Zhu

The ability to track and monitor relevant and important news in real-time is of crucial interest in multiple industrial sectors. In this work, we focus on the set of cryptocurrency news, which recently became of emerging interest to the…

Social and Information Networks · Computer Science 2019-07-02 Johannes Beck , Roberta Huang , David Lindner , Tian Guo , Ce Zhang , Dirk Helbing , Nino Antulov-Fantulin
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