Identity verification based on haptic handwritten signatures: Genetic programming with unbalanced data

Created by W.Langdon from gp-bibliography.bib Revision:1.7630

@InProceedings{Alsulaiman:2012:CISDA,

• author = "Fawaz A. Alsulaiman and Julio J. Valdes and Abdulmotaleb {El Saddik}",
• booktitle = "Computational Intelligence for Security and Defence Applications (CISDA), 2012 IEEE Symposium on",
• title = "Identity verification based on haptic handwritten signatures: Genetic programming with unbalanced data",
• year = "2012",
• DOI = "doi:10.1109/CISDA.2012.6291531",
• abstract = "In this paper, haptic-based handwritten signature verification using Genetic Programming (GP) classification is presented. The relevance of different haptic data types (e.g., force, position, torque, and orientation) in user identity verification is investigated. In particular, several fitness functions are used and their comparative performance is investigated. They take into account the unbalance dataset problem (large disparities within the class distribution), which is present in identity verification scenarios. GP classifiers using such fitness functions compare favourably with classical methods. In addition, they lead to simple equations using a much smaller number of attributes. It was found that collectively, haptic features were approximately as equally important as visual features from the point of view of their contribution to the identity verification process.",
• keywords = "genetic algorithms, genetic programming, handwriting recognition, haptic interfaces, image classification, GP classification, GP classifiers, fitness functions, genetic programming classification, haptic data types, haptic features, haptic-based handwritten signature verification, unbalance dataset problem, user identity verification, visual features, Biological cells, Biometrics, Force, Gene expression, Haptic interfaces, Vectors",
• notes = "Also known as \cite{6291531}",

}

Genetic Programming entries for Fawaz A Alsulaiman Julio J Valdes Abdulmotaleb El Saddik

Citations