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Lino an Intelligent System for Detecting Malicious Web-Robots


Gržinić, Toni; Mršić, Leo; Šaban, Josip
Lino an Intelligent System for Detecting Malicious Web-Robots // Intelligent Information and Database Systems / Thanh Nguyen, Ngoc ; Trawiński, Bogdan ; Kosala, Raymond (ur.).
Springer International Publishing Switzerland: Springer International Publishing, 2015. str. 559-568


Naslov
Lino an Intelligent System for Detecting Malicious Web-Robots
(Lino, an Intelligent System for Detecting Malicious Web- Robots)

Autori
Gržinić, Toni ; Mršić, Leo ; Šaban, Josip

Vrsta, podvrsta i kategorija rada
Poglavlja u knjigama, znanstveni

Knjiga
Intelligent Information and Database Systems

Urednik/ci
Thanh Nguyen, Ngoc ; Trawiński, Bogdan ; Kosala, Raymond

Izdavač
Springer International Publishing

Grad
Springer International Publishing Switzerland

Godina
2015

Raspon stranica
559-568

ISBN
978-3-319-15704-7

Ključne riječi
web crawlers ; detection ; classificaiton ; access logs

Sažetak
These days various robots are crawling the Internet, they are also called: bots, harvesters or spiders. Popular search engines use a similar technique to index web pages - they have an autonomous agent (called robot or bot) that is in charge of crawling various attributes of web sites. Lately, this crawler technique is exploited by malicious users, for example harvesters, which are used for scraping e-mail addresses from websites in order to build a spam list for spambots. Recently, robots are also misused to buy flight tickets or do fast bids in on-line auction system. In this paper we present an intelligent system called Lino which tries to solve the mentioned problem. Lino is a system that simulates a vulnerable web page and traps web crawlers. We collect various features and perform a feature selection procedure to learn which features mostly contribute to the classification of visitor behaviour. For the classification purpose we use state of the art machine learning methods like Support Vector Machine and decision tree C 4.5.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo, Informacijske i komunikacijske znanosti



POVEZANOST RADA


Ustanove
Visoko učilište Algebra, Zagreb

Profili:

Avatar Url Leo Mršić (autor)

Citiraj ovu publikaciju

Gržinić, Toni; Mršić, Leo; Šaban, Josip
Lino an Intelligent System for Detecting Malicious Web-Robots // Intelligent Information and Database Systems / Thanh Nguyen, Ngoc ; Trawiński, Bogdan ; Kosala, Raymond (ur.).
Springer International Publishing Switzerland: Springer International Publishing, 2015. str. 559-568
Gržinić, T., Mršić, L. & Šaban, J. (2015) Lino an Intelligent System for Detecting Malicious Web-Robots. U: Thanh Nguyen, N., Trawiński, B. & Kosala, R. (ur.) Intelligent Information and Database Systems. Springer International Publishing Switzerland, Springer International Publishing, str. 559-568.
@inbook{inbook, year = {2015}, pages = {559-568}, keywords = {web crawlers, detection, classificaiton, access logs}, isbn = {978-3-319-15704-7}, title = {Lino, an Intelligent System for Detecting Malicious Web- Robots}, keyword = {web crawlers, detection, classificaiton, access logs}, publisher = {Springer International Publishing}, publisherplace = {Springer International Publishing Switzerland} }