Identity verification based on handwritten signatures with haptic information using genetic programming

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@Article{journals/tomccap/AlsulaimanSVE13,

• author = "Fawaz A. Alsulaiman and Nizar Sakr and Julio J. Valdes and Abdulmotaleb El-Saddik",
• title = "Identity verification based on handwritten signatures with haptic information using genetic programming",
• journal = "ACM Transactions on Multimedia Computing, Communications, and Applications",
• year = "2013",
• volume = "9",
• number = "2",
• pages = "11:1--11:21",
• articleno = "11",
• month = may,
• keywords = "genetic algorithms, genetic programming, Biometrics, Haptics, classification, user verification",
• acmid = "2457453",
• publisher = "ACM",
• ISSN = "1551-6857",
• bibdate = "2013-06-05",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/journals/tomccap/tomccap9.html#AlsulaimanSVE13",
• URL = "http://doi.acm.org/http://dx.doi.org/10.1145/2457450.2457453",
• DOI = "doi:10.1145/2457450.2457453",
• size = "21 pages",
• abstract = "In this article, haptic-based handwritten signature verification using Genetic Programming (GP) classification is presented. A comparison of GP-based classification with classical classifiers including support vector machine, k-nearest neighbours, naive Bayes, and random forest is conducted. In addition, the use of GP in discovering small knowledge-preserving subsets of features in high-dimensional datasets of haptic-based signatures is investigated and several approaches are explored. Subsets of features extracted from GP-generated models (analytic functions) are also exploited to determine the importance and relevance of different haptic data types (e.g., force, position, torque, and orientation) in user identity verification. The results revealed that GP classifiers compare favourably with the classical methods and use a much fewer number of attributes (with simple function sets).",
• notes = "Also known as \cite{Alsulaiman:2013:IVB:2457450.2457453} TOMCCAP",

}

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

Citations