Dua, Sumeet. creator Du, Xian. text bibliography flu Boca Raton CRC Press c2011 2011 monographic eng

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xxii, 234 pages : illustrations ; 25 cm. "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"-- "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"-- Sumeet Dua, Xian Du. Includes bibliographical references and index. CSE Computer security Computer networks Security measures Data mining Machine learning Hacking COMPUTERS / Database Management / Data Mining COMPUTERS / Software Development & Engineering / Systems Analysis & Design COMPUTERS / Security / General Computer science QA76.9.D343 D825 2011 005.8 9781439839423 (hardback : alk. paper) 1439839425 (hardback : alk. paper) 2011006228 Ayesha Abed Library DLC 180813 20250227152959.0 33689