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 |