03919nam 22007695 450 991036665700332120241120154208.09789811517068981-15-1706-110.1007/978-981-15-1706-8(CKB)5280000000190053(MiAaPQ)EBC6000805(DE-He213)978-981-15-1706-8(PPN)242817939(EXLCZ)99528000000019005320191216d2020 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierMachine learning approaches in cyber security analytics /Tony Thomas, Athira P. Vijayaraghavan, Sabu EmmanuelSingapore :Springer Singapore :Imprint: Springer,[2020].1 online resource (217 pages)9789811517051 981-15-1705-3 Chapter 1. Introduction -- Chapter 2. Machine Learning Algorithms -- Chapter 3. Machine Learning in Cyber Security Analytics -- Chapter 4. Applications of Support Vector Machines -- Chapter 5. Applications of Nearest Neighbor -- Chapter 6. Applications of Clustering -- Chapter 7. Applications of Dimensionality Reduction -- Chapter 8. Applications of other Machine Learning Methods.This book introduces various machine learning methods for cyber security analytics. With an overwhelming amount of data being generated and transferred over various networks, monitoring everything that is exchanged and identifying potential cyber threats and attacks poses a serious challenge for cyber experts. Further, as cyber attacks become more frequent and sophisticated, there is a requirement for machines to predict, detect, and identify them more rapidly. Machine learning offers various tools and techniques to automate and quickly predict, detect, and identify cyber attacks. .Computer securityApplication softwareData encryption (Computer science)Computer crimesData structures (Computer science)Seguretat informàticalemacXifratge (Informàtica)lemacAprenentatge automàticlemacDelictes informàticslemacSystems and Data Securityhttps://scigraph.springernature.com/ontologies/product-market-codes/I28060Information Systems Applications (incl. Internet)https://scigraph.springernature.com/ontologies/product-market-codes/I18040Cryptologyhttps://scigraph.springernature.com/ontologies/product-market-codes/I28020Cybercrimehttps://scigraph.springernature.com/ontologies/product-market-codes/1B7000Data Structureshttps://scigraph.springernature.com/ontologies/product-market-codes/I15017Computer security.Application software.Data encryption (Computer science)Computer crimes.Data structures (Computer science)Seguretat informàticaXifratge (Informàtica)Aprenentatge automàticDelictes informàticsSystems and Data Security.Information Systems Applications (incl. Internet).Cryptology.Cybercrime.Data Structures.005.8Thomas Tonyauthttp://id.loc.gov/vocabulary/relators/aut222391P. Vijayaraghavan Athiraauthttp://id.loc.gov/vocabulary/relators/autEmmanuel Sabuauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910366657003321Machine Learning Approaches in Cyber Security Analytics1916540UNINA