An intruder detection approach based on infrequent rating pattern mining

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@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