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Artificial Intelligence and Deep Learning for Computer Network: Management and Analysis aims to systematically collect quality research spanning AI, ML, and deep learning (DL) applications to diverse sub-topics of computer networks, communications, and security, under a single cover. It also aspires to provide more insights on the applicability of the theoretical similitudes, otherwise a rarity in many such books.
Features:
A diverse collection of important and cutting-edge topics covered in a single volume
Several chapters on cybersecurity, an extremely active research area
Recent research results from leading researchers and some pointers to future advancements in methodology
Detailed experimental results obtained from standard data sets
This book serves as a valuable reference book for students, researchers, and practitioners who wish to study and get acquainted with the application of cutting-edge AI, ML, and DL techniques to network management and cyber security.
Table of Contents
Deep Learning in traffic management: Deep traffic analysis of secure DNS
MINAL MOHARIR, NIKITHA SRIKANTH, NEEL BHANDARI AND RISHA DASSI
Machine Learning based Approach for Detecting Beacon Forgeries in Wi-Fi NetworksROHIT JAYSANKAR, VAMSHI SUNKU MOHAN, AND SRIRAM SANKARAN
Reinforcement learning-based approach towards switch migration for load balancing in SDN
ABHA KUMARI, SHUBHAM GUPTA, JOYDEEP CHANDRA, AND ASHOK SINGH SAIRAM
Green Corridor over a Narrow Lane: Supporting High Priority Message Delivery through NB-IoT
RAJA KARMAKAR, SAMIRAN CHATTOPADHYAY, AND SANDIP CHAKRABORTY
Vulnerabilities Detection in Cyber Security using Deep Learning based Information Security and Event Management
KOTHANDARAMAN D, S SHIVA PRASAD, AND P SIVASANKAR
Detection and Localization of Double Compressed Forged Regions in JPEG Images using DCT Coefficients and Deep Learning based CNN
JAMIMAMUL BAKAS, AND RUCHIRA NASKAR
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This book features original papers from the 3rd International
Conference on Smart IoT Systems: Innovations and Computing (SSIC
2021), organized by Manipal University, Jaipur, India, during
January 22-23, 2021. It discusses scientific works related to data
engineering in the context of computational collective intelligence
consisted of interaction between smart devices for smart
environments and interactions. Thanks to the high-quality content
and the broad range of topics covered, the book appeals to
researchers pursuing advanced studies.
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