Network Anomaly Detection: A Machine Learning Perspective

Author:   Dhruba Kumar Bhattacharyya (Tezpur University, Assam, India) ,  Jugal Kumar Kalita (University of Colorado)
Publisher:   Taylor & Francis Inc
ISBN:  

9781466582088


Pages:   366
Publication Date:   18 June 2013
Format:   Hardback
Availability:   In Print   Availability explained
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Network Anomaly Detection: A Machine Learning Perspective


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Author:   Dhruba Kumar Bhattacharyya (Tezpur University, Assam, India) ,  Jugal Kumar Kalita (University of Colorado)
Publisher:   Taylor & Francis Inc
Imprint:   CRC Press Inc
Dimensions:   Width: 15.60cm , Height: 2.50cm , Length: 23.40cm
Weight:   0.657kg
ISBN:  

9781466582088


ISBN 10:   1466582081
Pages:   366
Publication Date:   18 June 2013
Audience:   College/higher education ,  General/trade ,  Tertiary & Higher Education ,  General
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

Introduction. Networks and Anomalies. An Overview of Machine Learning Methods. Detecting Anomalies in Network Data. Feature Selection. Approaches to Network Anomaly Detection. Evaluation Methods. Tools and Systems. Discussion. Open Issues, Challenges and Concluding Remarks. References. Index.

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Author Information

Dhruba Kumar Bhattacharyya is a professor in computer science and engineering at Tezpur University. Professor Bhattacharyya's research areas include network security, data mining, and bioinformatics. He has published more than 180 research articles in leading international journals and peer-reviewed conference proceedings. Dr. Bhattacharyya has written or edited seven technical books in English and two technical reference books in Assamese. He is on the editorial board of several international journals and has also been associated with several international conferences. For more about Dr. Bhattacharyya, see his profile at Tezpur University. Jugal Kumar Kalita teaches computer science at the University of Colorado, Colorado Springs. His expertise is in the areas of artificial intelligence and machine learning, and the application of techniques in machine learning to network security, natural language processing, and bioinformatics. He has published 115 papers in journals and refereed conferences, and is the author of a book on Perl. He received the Chancellor's Award at the University of Colorado in 2011, in recognition of lifelong excellence in teaching, research, and service. For more about Dr. Kalita, see his profile at the University of Colorado.

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