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Article type: Research Article
Authors: Pratama, Satrya Fajri | Muda, Azah Kamilah; * | Choo, Yun-Huoy | Muda, Noor Azilah
Affiliations: Center of Advanced Computing and Technologies, Faculty of Information and Communication Technology, University Teknikal Malaysia Melaka, Durian Tunggal, Melaka, Malaysia
Correspondence: [*] Corresponding author: Azah Kamilah Muda, Center of Advanced Computing and Technologies, Faculty of Information and Communication Technology, University Teknikal Malaysia Melaka, Hang Tuah Jaya, 76100 Durian Tunggal, Melaka, Malaysia. E-mail: azah@utem.edu.my
Abstract: The uniqueness of shape and style of handwriting can be used to identify the significant features in confirming the author of writing. This paper is meant to propose a novel feature selection framework for Swarm Optimized and Computationally Inexpensive Floating Selection (SOCIFS), by exploring existing feature selection frameworks, and compare the performance of proposed feature selection framework against various feature selection methods in Writer Identification in order to find the most significant features. The promising applicability of the proposed framework has been demonstrated in the result and worth to receive further exploration in identifying the handwritten authorship.
Keywords: Computationally inexpensive, feature selection framework, particle swarm optimization, significant features, writer identification
DOI: 10.3233/HIS-130167
Journal: International Journal of Hybrid Intelligent Systems, vol. 10, no. 2, pp. 83-91, 2013
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