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Ransomware Detection Using Machine Learning: A Survey
Big 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
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Early detection of crypto-ransomware using pre-encryption detection algorithm
Journal 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
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AI-Based Ransomware Detection: A Comprehensive Review
IEEE AccessRansomware attacks are becoming increasingly sophisticated, thereby rendering conventional detection methods less effective. Recognizing this challenge, this study reviews advanced detection mechanisms and explores the potential of artificial ...
Jannatul Ferdous +3 more
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Ransomware Early Detection: A Survey
Computer NetworksIn recent years, ransomware attacks have exploded globally, and it has become one of the most significant cyber threats to digital infrastructure. Such attacks have been targeting ranging from individuals to critical infrastructure or large organizations
Frank Jiang, Mingcan Cen, Xingsheng Qin
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A Survey of Ransomware Detection Methods
IEEE AccessRansomware 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
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Prevention of Crypto-Ransomware Using a Pre-Encryption Detection Algorithm
Computers, 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
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A Survey on Detection Techniques for Cryptographic Ransomware
IEEE 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
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Ransomware Early Detection Method Based on Deep Learning [PDF]
Jisuanji 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
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Applied 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
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On the classification of Microsoft-Windows ransomware using hardware profile [PDF]
PeerJ 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
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