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020 _a9789811517068
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024 7 _a10.1007/978-981-15-1706-8
_2doi
050 4 _aQA76.9.A25
072 7 _aUR
_2bicssc
072 7 _aUTN
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072 7 _aCOM053000
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072 7 _aUR
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072 7 _aUTN
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082 0 4 _a005.8
_223
100 1 _aThomas, Tony.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
245 1 0 _aMachine Learning Approaches in Cyber Security Analytics
_h[electronic resource] /
_cby Tony Thomas, Athira P. Vijayaraghavan, Sabu Emmanuel.
250 _a1st ed. 2020.
264 1 _aSingapore :
_bSpringer Nature Singapore :
_bImprint: Springer,
_c2020.
300 _aXI, 209 p. 76 illus., 43 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
505 0 _aChapter 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.
520 _aThis 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. .
650 0 _aData protection.
650 0 _aApplication software.
650 0 _aCryptography.
650 0 _aData encryption (Computer science).
650 0 _aComputer crimes.
650 0 _aArtificial intelligence
_xData processing.
650 1 4 _aData and Information Security.
650 2 4 _aComputer and Information Systems Applications.
650 2 4 _aCryptology.
650 2 4 _aCybercrime.
650 2 4 _aData Science.
700 1 _aP. Vijayaraghavan, Athira.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aEmmanuel, Sabu.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9789811517051
776 0 8 _iPrinted edition:
_z9789811517075
776 0 8 _iPrinted edition:
_z9789811517082
856 4 0 _uhttps://doi.org/10.1007/978-981-15-1706-8
912 _aZDB-2-SCS
912 _aZDB-2-SXCS
942 _cSPRINGER
999 _c173112
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