Title :
An Alternative to SOCIFS Writer Identification Framework for Handwritten Authorship
Author :
Pratama, Satrya Fajri ; Muda, Azah Kamilah ; Abraham, Ajith ; Muda, Noor Azilah
Author_Institution :
Comput. Intell. & Technol. (CIT) Res. Group, Univ. Teknikal Malaysia Melaka, Durian Tunggal, Malaysia
Abstract :
The uniqueness of shape and style of handwriting can be used to identify the significant features in confirming the author of writing. Acquiring these significant features leads to an important research in Writer Identification (WI) domain. This paper is meant to explore the usage of improved discretization method and explore an alternative to Cheap Computational Cost Class-Specific Swarm Sequential Selection (C4S4) WI framework for Swarm Optimized and Computationally Inexpensive Floating Selection (SOCIFS) feature selection technique in order to find the unique significant features. This paper proposes a novel feature selection framework for handwritten authorship. The promising applicability of the proposed framework has been demonstrated and worth to receive further exploration in identifying the handwritten authorship.
Keywords :
feature selection; handwriting recognition; C4S4 WI framework; SOCIFS feature selection technique; SOCIFS writer identification framework; cheap computational cost class-specific swarm sequential selection WI framework; discretization method; handwriting shape; handwriting style; handwritten authorship; swarm optimized and computationally inexpensive floating selection feature selection technique; Accuracy; Feature extraction; Microwave integrated circuits; Shape; Testing; Training; Writing; computationally inexpensive; feature selection; handwritten authorship; significant features; writer identification;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2013 IEEE International Conference on
Conference_Location :
Manchester
DOI :
10.1109/SMC.2013.176