000 02668nam a2200361 a 4500
999 _c39459
_d39459
001 33689
003 BD-DhAAL
005 20211109102615.0
008 180813t2011 flua b 001 0 eng d
010 _a 2011006228
020 _a9781439839423 (hardback : alk. paper)
020 _a1439839425 (hardback : alk. paper)
040 _aDLC
_cDLC
_dDLC
_dBD-DhAAL
042 _apcc
050 0 0 _aQA76.9.D343
_bD825 2011
082 0 0 _a005.8
_222
084 _aCOM021030
_aCOM051240
_aCOM053000
_2bisacsh
100 1 _aDua, Sumeet
_927844
245 1 0 _aData mining and machine learning in cybersecurity /
_cSumeet Dua, Xian Du.
260 _aBoca Raton :
_bCRC Press,
_cc2011.
300 _axxii, 234 pages :
_billustrations ;
_c25 cm.
504 _aIncludes bibliographical references and index.
520 _a"Introducing basic concepts of machine learning and data mining methodologies for cyber security, this book provides a unified reference for specific machine learning solutions and cybersecurity problems. The authors focus on how to apply machine learning methodologies in cybersecurity, categorizing methods for detecting, scanning, profiling, intrusions, and anomalies. The text presents challenges and solutions in machine learning along with cybersecurity fundamentals. It also describes advanced problems in cybersecurity in the machine learning domain and examines privacy-preserving data mining methods as a proactive security solution"--
520 _a"This interdisciplinary assessment is especially useful for students, who typically learn cybersecurity, machine learning, and data mining in independent courses. Machine learning and data mining play significant roles in cybersecurity, especially as more challenges appear with the rapid development of information discovery techniques, such as those originating from the sheer dimensionality and heterogeneous nature of the network data, the dynamic change of threats, and the severe imbalanced classes of normal and anomalous behaviors"--
526 _aCSE
650 0 _aData mining.
_927845
650 0 _aMachine learning.
_927846
650 0 _aComputer security.
_927847
650 7 _aCOMPUTERS / Database Management / Data Mining
_2bisacsh.
_927848
650 7 _aCOMPUTERS / Software Development & Engineering / Systems Analysis & Design
_2bisacsh.
_927849
650 7 _aCOMPUTERS / Security / General
_2bisacsh.
_927850
650 7 _aComputer science.
_942462
700 1 _aDu, Xian.
_927851
852 _aAyesha Abed Library
_cGeneral Stacks
942 _2ddc
_cBK