Machine Learning and Data Mining for Computer Security: Methods and Applications (Advanced Information and Knowledge Processing)

"Machine studying and knowledge Mining for machine protection" presents an summary of the present country of analysis in desktop studying and knowledge mining because it applies to difficulties in computing device safety. This booklet has a robust specialise in details processing and combines and extends effects from computing device defense.

The first a part of the booklet surveys the knowledge resources, the training and mining equipment, review methodologies, and earlier paintings proper for desktop safety. the second one a part of the ebook includes articles written by way of the head researchers operating during this sector. those articles offers with issues of host-based intrusion detection in the course of the research of audit trails, of command sequences and of approach calls in addition to community intrusion detection throughout the research of TCP packets and the detection of malicious executables.

This ebook fills the good want for a e-book that collects and frames paintings on constructing and employing equipment from computer studying and information mining to difficulties in computing device security.

Show description

Quick preview of Machine Learning and Data Mining for Computer Security: Methods and Applications (Advanced Information and Knowledge Processing) PDF

Best Computer Science books

Database Systems Concepts with Oracle CD

The Fourth version of Database method suggestions has been widely revised from the third version. the hot variation offers greater assurance of thoughts, wide assurance of recent instruments and methods, and up to date insurance of database procedure internals. this article is meant for a primary direction in databases on the junior or senior undergraduate, or first-year graduate point.

Distributed Computing Through Combinatorial Topology

Disbursed Computing via Combinatorial Topology describes strategies for reading disbursed algorithms in response to award profitable combinatorial topology study. The authors current a superior theoretical origin suitable to many actual platforms reliant on parallelism with unpredictable delays, similar to multicore microprocessors, instant networks, dispensed structures, and web protocols.

Platform Ecosystems: Aligning Architecture, Governance, and Strategy

Platform Ecosystems is a hands-on advisor that gives an entire roadmap for designing and orchestrating shiny software program platform ecosystems. in contrast to software program items which are controlled, the evolution of ecosystems and their myriad members has to be orchestrated via a considerate alignment of structure and governance.

Database Concepts (7th Edition)

For undergraduate database administration scholars or company pros   Here’s sensible support for realizing, developing, and coping with small databases—from of the world’s top database gurus. Database options by means of David Kroenke and David Auer offers undergraduate database administration scholars and company pros alike a company figuring out of the thoughts at the back of the software program, utilizing entry 2013 to demonstrate the ideas and methods.

Extra info for Machine Learning and Data Mining for Computer Security: Methods and Applications (Advanced Information and Knowledge Processing)

Show sample text content

86 1. zero na na zero. zero na zero. ninety nine zero. ninety three 1. zero 1. zero zero. zero na zero. zero na zero. zero na zero. 2 1. zero zero. zero na zero. zero na zero. zero na zero. zero na zero. nine 1. zero zero. zero na 8 Cost-Sensitive Modeling for Intrusion Detection a hundred thirty five desk eight. eight. comparability with fcs-RIPPER Multifcs-RIPPER MetaCost MetaCost ω = . 1 . 2 . three . four . five . 6 . 7 . eight . nine 1. zero OpCost five. seventy eight 191 151 171 191 181 181 161 161 171 171 171 eight. four. four comparability with fcs-RIPPER In earlier paintings, we brought a function cost-sensitive process, fcs-RIPPER, to minimize OpCost [205, 208]. this system favors more cost-effective positive aspects while developing a rule set.

1 half I Survey Contributions 2 An advent to info insurance Clay Shields . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7 three a few easy innovations of laptop studying and knowledge Mining Marcus A. Maloof . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23 half II examine Contributions four studying to realize Malicious Executables Jeremy Z. Kolter, Marcus A. Maloof . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . forty seven five facts Mining utilized to Intrusion Detection: MITRE reviews Eric E. Bloedorn, Lisa M. Talbot, David D.

177. sixty nine one hundred pc SSH – a hundred% – ninety five% – Telnet a hundred% eighty four% a hundred% a hundred% one hundred pc SMTP ninety% a hundred% a hundred% ninety five% one hundred pc WWW a hundred% – – ninety five% – versions, and different protocol classification accuracies have been among ninety six% and one hundred pc. We then knowledgeable a call tree for every host that may be used to differentiate the server flows coming from that host. try facts was once accrued from week 3 within the related demeanour because the education facts. the implications in desk 7. 6 point out that, more often than not, the host-specific versions in achieving nearly a similar classification accuracy because the combination versions.

Ninety nine 1. zero zero. 6 1. zero zero. ninety eight zero. ninety nine 1. zero 1. zero 1. zero 1. zero 1. zero 1. zero zero. ninety nine 1. zero zero. 6 1. zero MetaCost zero. zero na zero. eight zero. sixty seven zero. 25 1. zero zero. zero na 1. zero 1. zero zero. zero na zero. zero na zero. forty four 1. zero 1. zero zero. 88 na na zero. zero na zero. ninety nine zero. ninety two 1. zero 1. zero zero. zero na zero. zero na zero. zero na zero. five zero. eighty three zero. zero na zero. zero na zero. zero na zero. zero na zero. zero na zero. zero na MultiMetaCost zero. zero na zero. 6 zero. seventy five zero. 25 1. zero zero. zero na zero. ninety two 1. zero zero. zero na zero. zero na zero. sixty seven 1. zero zero. 86 1. zero na na zero. zero na zero. ninety nine zero. ninety three 1. zero 1. zero zero. zero na zero. zero na zero. zero na zero. 2 1. zero zero. zero na zero. zero na zero. zero na zero. zero na zero. nine 1. zero zero. zero na 8 Cost-Sensitive Modeling for Intrusion Detection a hundred thirty five desk eight.

179 Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 199 1 advent Marcus A. Maloof the web started as a personal community connecting govt, army, and educational researchers. As such, there has been no use for safe protocols, encrypted packets, and hardened servers. whilst the production of the realm large internet suddenly ushered within the age of the industrial net, the network’s dimension and next speedy enlargement made it very unlikely retroactively observe safe mechanisms.

Download PDF sample

Rated 4.48 of 5 – based on 47 votes