Design and comparison of two rule-based fuzzy classifiers for computer security.
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F13%3A00209696" target="_blank" >RIV/68407700:21230/13:00209696 - isvavai.cz</a>
Alternative codes found
RIV/67985807:_____/13:00396833
Result on the web
<a href="http://hdl.handle.net/11104/0224522" target="_blank" >http://hdl.handle.net/11104/0224522</a>
DOI - Digital Object Identifier
—
Alternative languages
Result language
angličtina
Original language name
Design and comparison of two rule-based fuzzy classifiers for computer security.
Original language description
This paper describes the design and comparison of two rule based fuzzy classifiers, which are subsequently enhanced with respect to comprehensibility. The first approach is based on random forests. The second is a specific kind of a fuzzy decision tree which is built on information granules extracted from results of a fuzzy clustering algorithm. Membership functions of fuzzy sets are fitted to the outputs of these two tree based classifiers. This gives us logical rules, which have a better comprehensibility. These two approaches are compared to each other and with a support vector machine classifier as a representative of precise classifiers. The comparison is performed on data concerning network security.
Czech name
—
Czech description
—
Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
—
Result continuities
Project
<a href="/en/project/GA13-17187S" target="_blank" >GA13-17187S: Constructing Advanced Comprehensible Classifiers</a><br>
Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2013
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
ITAT 2013: Information Technologies?Applications and Theory Workshops, Posters, and Tutorials
ISBN
9781490952086
ISSN
—
e-ISSN
—
Number of pages
8
Pages from-to
92-99
Publisher name
CreateSpace Independent Publishing Platform
Place of publication
Luxemburg
Event location
Donovaly
Event date
Sep 11, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
—