Quarterly journal published in SPbPU
and edited by prof. Dmitry Zegzhda
Peter the Great St. Petersburg Polytechnic University
Institute of computer sciences and technologies
information security of computer systems
Information Security Problems. Computer Systems
Published since 1999.
ISSN 2071-8217
A METHOD FOR DETECTING MANIPULATION ATTACKS ON RECOMMENDATION SYSTEMS WITH COLLABORATIVE FILTERING
D. S. Zagalskii, R. S. Solovey, A. D. Dakhnovich Peter the Great St. Petersburg Polytechnic University (SPbPU)
Annotation: This article discusses the security of recommendation systems with collaborative filtering from manipulation attacks. The most common types of attacks are analyzed and identified. A modified method for detecting manipulation attacks on recommendation systems with collaborative filtering is proposed. Experimental testing and comparison of the effectiveness of the modified method with other relevant methods were carried out.
Keywords: recommendation systems, collaborative filtering, shilling attack detection.
Pages 37-45