Ransomware Protection Tool based on Recurrent Neural Network (RNN)

Nandhini S
2020 International Journal for Research in Applied Science and Engineering Technology  
Ransomware is emerging as a leading cybersecurity threat to both organizations and individuals. According to Bitdefender "Ransomware is a form of malicious software (or malware) that, once it's taken over your computer, threatens you with harm, usually by denying you access to your data. The invader strains a ransom from the target, to reestablish contact to the data upon expense". Ransomware can be mainly categorized into two, Locker ransomware which locks the computer or device and Crypto
more » ... omware, which will prevent the user from accessing their files by encrypting them. A network-based intrusion detection system was implemented, employing two independent classifiers working in parallel on different levels: packet and flow levels. This proposed system is built on the deep learning approaches used in malware discovery for distinguishing ransomware from imitation arrangements. We extant specific recurrent neural networks for catching resident happening designs in ransomware orders using the idea of attention mechanisms.
doi:10.22214/ijraset.2020.5325 fatcat:qbesh23tqvhg7lz2ya3fjtxwm4