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Ransomware Detection Using Machine Learning: A Survey

open access: yesBig Data and Cognitive Computing, 2023
Ransomware attacks pose significant security threats to personal and corporate data and information. The owners of computer-based resources suffer from verification and privacy violations, monetary losses, and reputational damage due to successful ...
Amjad Alraizza, Abdulmohsen Algarni
doaj   +3 more sources

A Survey of Ransomware Detection Methods

open access: yesIEEE Access
Ransomware attacks continue to pose a significant challenge to cybersecurity, causing substantial financial and reputational damage to individuals and organizations. These attacks typically encrypt user data and demand a ransom for its release.
Saleh Alzahrani   +4 more
doaj   +2 more sources

A Survey of Crypto Ransomware Attack Detection Methodologies: An Evolving Outlook

open access: yesSensors, 2022
Recently, ransomware attacks have been among the major threats that target a wide range of Internet and mobile users throughout the world, especially critical cyber physical systems.
Abdullah Alqahtani, Frederick T. Sheldon
doaj   +3 more sources

Early detection of crypto-ransomware using pre-encryption detection algorithm

open access: yesJournal of King Saud University: Computer and Information Sciences, 2022
Crypto ransomware is a type of malware that locks its victim’s file for ransom using an encryption algorithm. Its popularity has risen at an alarming rate among the cyber security community due to several successful worldwide attacks.
S.H. Kok, Azween Abdullah, NZ Jhanjhi
doaj   +3 more sources

A Survey on Detection Techniques for Cryptographic Ransomware

open access: yesIEEE Access, 2019
Crypto-ransomware is a type of malware that encrypts user files, deletes the original data, and asks for a ransom to recover the hijacked documents. It is a cyber threat that targets both companies and residential users, and has spread in recent years ...
Eduardo Berrueta   +3 more
doaj   +4 more sources

Prevention of Crypto-Ransomware Using a Pre-Encryption Detection Algorithm

open access: yesComputers, 2019
Ransomware is a relatively new type of intrusion attack, and is made with the objective of extorting a ransom from its victim. There are several types of ransomware attacks, but the present paper focuses only upon the crypto-ransomware, because it makes ...
S. H. Kok   +3 more
doaj   +3 more sources

A Multi-Classifier Network-Based Crypto Ransomware Detection System: A Case Study of Locky Ransomware

open access: yesIEEE Access, 2019
Ransomware is a type of advanced malware that has spread rapidly in recent years, causing significant financial losses for a wide range of victims, including organizations, healthcare facilities, and individuals.
Ahmad O. Almashhadani   +3 more
doaj   +3 more sources

Ransomware Early Detection Method Based on Deep Learning [PDF]

open access: yesJisuanji kexue, 2023
In recent years,ransomware is becoming increasingly prevalent,causing serious economic losses.Since files encrypted by ransomware are difficult to recover,how to timely and accurately detect ransomware is a hot point nowadays.To improve the timeliness ...
LIU Wenjing, GUO Chun, SHEN Guowei, XIE Bo, LYU Xiaodan
doaj   +1 more source

Ransomware Detection Using the Dynamic Analysis and Machine Learning: A Survey and Research Directions

open access: yesApplied Sciences, 2021
Ransomware is an ill-famed malware that has received recognition because of its lethal and irrevocable effects on its victims. The irreparable loss caused due to ransomware requires the timely detection of these attacks. Several studies including surveys
Umara Urooj   +4 more
doaj   +1 more source

On the classification of Microsoft-Windows ransomware using hardware profile [PDF]

open access: yesPeerJ Computer Science, 2021
Due to the expeditious inclination of online services usage, the incidents of ransomware proliferation being reported are on the rise. Ransomware is a more hazardous threat than other malware as the victim of ransomware cannot regain access to the ...
Sana Aurangzeb   +4 more
doaj   +2 more sources

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