An intruder detection approach based on infrequent rating pattern mining

Created by W.Langdon from gp-bibliography.bib Revision:1.8010

@InProceedings{Luna:2010:ISDA,

• author = "Jose Maria Luna and Aurora Ramirez and Jose Raul Romero and Sebastian Ventura",
• title = "An intruder detection approach based on infrequent rating pattern mining",
• booktitle = "10th International Conference on Intelligent Systems Design and Applications (ISDA 2010)",
• year = "2010",
• month = nov # " 29-" # dec # " 1",
• pages = "682--688",
• abstract = "This work presents a novel proposal for incremental intruder detection in collaborative recommender systems. We explore the use of rare association rule mining to reveal the existence of a suspected raid of attackers that would alter the normal behaviour of a rating-based system. In this position paper we have extended our previous G3PARM algorithm, which has already proven to serve as a solid method for extracting frequent association rules. G3PARM is an evolutionary algorithm that uses G3P (Grammar Guided Genetic Programming), which provides expressiveness and flexibility enough to adapt and apply the base context-free grammar to each specific problem or domain. We fully outline, moreover, the complete exploration and detection model, which includes some further post-analysis steps. Finally, as a proof of concept, we validate the scalability, efficiency and accuracy of our proposal showing the results obtained when different malicious intruders want to attack an on line recommender system.",
• keywords = "genetic algorithms, genetic programming, G3PARM algorithm, association rule mining, collaborative recommender system, context free grammar, evolutionary algorithm, grammar guided genetic programming, incremental intruder detection, infrequent rating pattern mining, context-free grammars, data mining, recommender systems, security of data",
• DOI = "doi:10.1109/ISDA.2010.5687184",
• notes = "Also known as \cite{5687184}",

}

Genetic Programming entries for Jose Maria Luna Aurora Ramirez Quesada Jose Raul Romero Salguero Sebastian Ventura

Citations