Data Mining and Machine Learning in Cybersecurity by Sumeet Dua, Xian Du

By Sumeet Dua, Xian Du

With the quick development of knowledge discovery options, computing device studying and information mining proceed to play an important position in cybersecurity. even though a number of meetings, workshops, and journals specialise in the fragmented study issues during this region, there was no unmarried interdisciplinary source on previous and present works and attainable paths for destiny examine during this sector. This e-book fills this need.

From uncomplicated suggestions in computer studying and knowledge mining to complex difficulties within the computing device studying area, Data Mining and computer studying in Cybersecurity offers a unified reference for particular laptop studying options to cybersecurity difficulties. It offers a origin in cybersecurity basics and surveys modern challenges—detailing state-of-the-art computing device studying and information mining concepts. It additionally:

• Unveils state of the art concepts for detecting new attacks
• comprises in-depth discussions of laptop studying ideas to detection problems
• Categorizes tools for detecting, scanning, and profiling intrusions and anomalies
• Surveys modern cybersecurity difficulties and unveils state of the art laptop studying and information mining options
• info privacy-preserving info mining tools

This interdisciplinary source contains approach evaluate tables that permit for quick entry to universal cybersecurity difficulties and linked info mining tools. a variety of illustrative figures aid readers visualize the workflow of advanced concepts and greater than 40 case experiences offer a transparent realizing of the layout and alertness of knowledge mining and laptop studying concepts in cybersecurity.

Show description

Read Online or Download Data Mining and Machine Learning in Cybersecurity PDF

Similar security books

CCNA Security (640-554) Portable Command Guide

<P style="MARGIN: 0px">All the CCNA safeguard 640-554 instructions in a single compact, moveable source
<P style="MARGIN: 0px"> 
<P style="MARGIN: 0px">Preparing for the most recent CCNA® defense examination? listed below are the entire CCNA protection instructions you wish in a single condensed, transportable source. full of necessary, easy-to-access info, the CCNA protection transportable Command consultant is transportable sufficient so that you can use even if you’re within the server room or the apparatus closet.
<P style="MARGIN: 0px"> 
<P style="MARGIN: 0px">Completely up to date to mirror the hot CCNA safeguard 640-554 examination, this quickly reference summarizes proper Cisco IOS® software program instructions, keyword phrases, command arguments, and linked activates, and gives assistance and examples for making use of those instructions to real-world defense demanding situations. all through, configuration examples supply a good deeper figuring out of the way to take advantage of IOS to guard networks.
<P style="MARGIN: 0px"> 
<P style="MARGIN: 0px">Topics coated comprise
<P style="MARGIN: 0px">•  Networking safeguard basics: options, rules, options, and extra
<P style="MARGIN: 0px">•  Securing community infrastructure: community foundations, CCP, administration aircraft and entry, and knowledge planes (IPv6/IPv4)
<P style="MARGIN: 0px">•  safe connectivity: VPNs, cryptography, IPsec, and extra
<P style="MARGIN: 0px">•  possibility keep watch over and containment: suggestions, ACL risk mitigation, zone-based firewalls, and Cisco IOS IPS
<P style="MARGIN: 0px">•  Securing networks with ASA: ASDM, uncomplicated and complicated settings, and ASA SSL VPNs
<P style="MARGIN: 0px">  
<P style="MARGIN: 0px"> Bob Vachon is a professor at Cambrian collage. He has held CCNP certification for the reason that 2002 and has collaborated on many Cisco Networking Academy classes. He used to be the lead writer for the Academy’s CCNA safeguard v1. 1 curriculum that aligns to the Cisco IOS community defense (IINS) certification examination (640-554).
<P style="MARGIN: 0px"> 
<P style="MARGIN: 0px">·   entry all CCNA safety instructions: use as a short, offline source for examine and recommendations
<P style="MARGIN: 0px">·   Logical how-to subject groupings supply one-stop examine
<P style="MARGIN: 0px">·   nice for evaluate prior to CCNA safety certification checks
<P style="MARGIN: 0px">·   Compact dimension makes it effortless to hold with you, anywhere you cross
<P style="MARGIN: 0px">·   “Create your individual Journal” part with clean, covered pages lets you customize the publication in your wishes
<P style="MARGIN: 0px">·    “What do you need to Do? ” chart inside of entrance hide lets you speedy reference particular projects
<P style="MARGIN: 0px"> 
<P style="MARGIN: 0px">This ebook is a part of the Cisco Press® Certification Self-Study Product kinfolk, which deals readers a self-paced examine regimen for Cisco® certification checks. Titles within the Cisco Press Certification Self-Study Product relations are a part of a suggested studying application from Cisco that comes with simulation and hands-on education from approved Cisco studying companions and self-study items from Cisco Press.
<P style="MARGIN: 0px"> 
<P style="MARGIN: 0px"> 

Cyberpolitics in International Relations: Competing Visions of Technology in 1960s America

Our on-line world is commonly said as a primary truth of way of life in today's global. till lately, its political effect was once considered a question of low politics -- historical past stipulations and regimen strategies and judgements. Now, despite the fact that, specialists have started to acknowledge its influence on excessive politics -- nationwide defense, middle associations, and demanding selection techniques.

Emergency planning for nuclear power plants

This publication presents a heritage of emergency making plans with appreciate to nuclear strength plant injuries from the 1950’s to the 2000’s. It supplies an summary of crucial thoughts operating emergency planner should still understand, together with short overviews of the wellbeing and fitness physics and plant engineering that applies to emergency making plans.

Additional info for Data Mining and Machine Learning in Cybersecurity

Sample text

An intrusion-detection model. IEEE Transactions on Software Engineering 13 (2) (1987): 118–131. Du, W. and Z. Zhan. Building decision tree classifier on private data. In: Proceedings of the IEEE ICDM Workshop on Privacy, Security and Data Mining, Maebashi City, Japan, 2002. S. Han, and S. Chen. Privacy-preserving multivariate statistical analysis: Linear regression and classification. In: Proceedings of SIAM International Conference on Data Mining (SDM), Lake Buena Vista, FL, 2004. Endler, D. Intrusion detection: Applying machine learning to solaris audit data.

Crovella, and C. Diot. Mining anomalies using traffic feature distributions. In: Proceedings of the 2005 Conference on Applications, Technologies, Architectures, and Protocols for Computer Communications, Philadelphia, PA, 2005. Lee, W. and W. Fan. Mining system audit data: Opportunities and challenges. SIGMOD Record 30 (4) (2001): 33–44. Lee, W. J. Stolfo. Data mining approaches for intrusion detection. In: Proceedings of the 7th USENIX Security Symposium, San Antonio, TX, 1998. Lee, W. J. Stolfo.

Chan. Learning nonstationary models of normal network traffic for detecting novel attacks. In: Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Edmonton, Canada, 2002, pp. 376–386. V. K. Chan. Learning rules for anomaly detection of hostile network traffic. In: Proceedings of the 3rd International Conference on Data Mining, Melbourne, FL, 2003, pp. 601–603. , S. Campbell, and D. Bailey. Mathematical and Statistical Opportunities in Cybersecurity, Paper LBNL-1667E, Lawrence Berkeley National Laboratory, Berkeley, CA, 2009.

Download PDF sample

Rated 4.83 of 5 – based on 44 votes