Cybercrime, which includes malware attacks as well as other crimes committed by computer, was predicted to cost the world economy $6 trillion USD in 2021, and is increasing at a rate of 15% per year. According to Symantec's 2018 Internet Security Threat Report (ISTR), malware variants number has increased to 669,947,865 in 2017, which is twice as many malware variants as in 2016. Malware poses serious problems to individuals and businesses on the Internet. computer viruses, worms, Trojan horses, ransomware, spyware, adware, rogue software, wiper and keyloggers). Researchers tend to classify malware into one or more sub-types (i.e. Malware (a portmanteau for malicious software) is any software intentionally designed to cause disruption to a computer, server, client, or computer network, leak private information, gain unauthorized access to information or systems, deprive access to information, or which unknowingly interferes with the user's computer security and privacy. Security information and event management (SIEM).Host-based intrusion detection system (HIDS).

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