Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Data Mining and Machine Learning in Cybersecurity

Buy

In the emerging era of Web 3.0, securing cyberspace has gradually evolved into a critical organizational and national research agenda inviting interest from a multidisciplinary scientific workforce. There are many avenues into this area, and, in recent research, machine-learning and data-mining techniques have been applied to design, develop, and improve algorithms and frameworks for cybersecurity system design. Intellectual products in this domain have appeared under various topics, including machine learning, data mining, cybersecurity, data management and modeling, and privacy preservation. Several conferences, workshops, and journals focus on the fragmented research topics in this area. However, transcendent and interdisciplinary assessment of past and current works in the field and possible paths for future research in the area are essential for consistent research and development.

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. In this book, we attempt to combine all the above knowledge for a single advanced course.

This book surveys cybersecurity problems and state-of-the-art machine-learning and data-mining solutions that address the overarching research problems, and it is designed for students and researchers studying or working on machine learning and data mining in cybersecurity applications. The inclusion of cybersecurity in machinelearning research is important for academic research. Such an inclusion inspires fundamental research in machine learning and data mining, such as research in the subfields of imbalanced learning, feature extraction for data with evolving characteristics, and privacy-preserving data mining.

(HTML tags aren't allowed.)

Guitar Tone: Pursuing the Ultimate Guitar Sound
Guitar Tone: Pursuing the Ultimate Guitar Sound

"Great tone" is a combination of many things--electronic, acoustic, musical, physical, emotional, and cerebral. Each player assembles and manipulates those components into a special blend, creating his own unique sonic stew. So how do we get great tone? The answer for most of us is a lifetime of pursuit that is at once equal parts...

43: Heart Rate Slowing by If Current Inhibition (Advances in Cardiology, Vol. 43)
43: Heart Rate Slowing by If Current Inhibition (Advances in Cardiology, Vol. 43)

This book unfolds the history of the discovery of the transmembrane channel which is responsible for the ‘funny’ or If current, the primary modulator of heart rate. Inhibition of this current leads to slowing of the heart rate, which is an important component of the successful management of angina pectoris....

The iPad for Photographers: Master the Newest Tool in Your Camera Bag
The iPad for Photographers: Master the Newest Tool in Your Camera Bag
Photographers carry gear. It doesn’t matter whether you’re a pro with multiple camera bodies and lenses or a casual shooter with an ever-present point-and-shoot camera—there’s always stuff to pack along. And if you’re traveling or away from your office or studio, part of that gear typically...

The Little iDVD Book, Second Edition
The Little iDVD Book, Second Edition
Learning a new technology can be an intimidating prospect, even when the tools are as straightforward as Apple's iDVD 3. If you've been hesitating to take the step into DVD production, wait no more—there's no gentler approach than that offered by Peachpit's best-selling "Little" book series and noted Mac columnist Bob ("Dr....
How to Do Everything iPad
How to Do Everything iPad

Tap into every feature of your iPad!

Get the most out of the revolutionary iPad with help from this easy-to-follow guide. Covering both the Wi-Fi only and Wi-Fi + 3G models, How to Do Everything: iPad shows you how to quickly master the basics, such as customizing your iPad, using the Multi-Touch screen, accessing the...

Designing Embedded Communications Software
Designing Embedded Communications Software

Create network communications software with a thorough understanding of the essential system-level design and implementation choices and how they affect the performance and maintainability of your embedded system. An examination of the OSI 7-layer model serves as a starting point for a logical partitioning of software functionality in a...

©2020 LearnIT (support@pdfchm.net) - Privacy Policy