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New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction.

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  • معلومة اضافية
    • Author-Supplied Keywords:
      Biometric
      Face Recognition
      Principal Component Analysis
      Two Dimensional Fisherface
    • NAICS/Industry Codes:
      812921 Photofinishing Laboratories (except One-Hour)
      812922 One-Hour Photofinishing
    • Abstract:
      Biometric researches have been interesting field for many researches included facial recognition. Crucial process of facial recognition is feature extraction. One Dimensional Linear Discriminant Analysis is one of feature extraction method is development of Principal Component Analysis mostly used by researches. But, it has limitation, it can efficiently work when number of training sets greater or equal than number of dimensions of image training set. This limitation has been overcome by using Two Dimensional Linear Discriminant Analysis. However, search value of matrix identity R and L by using Two Dimensional Linear Discriminant Analysis takes high cost, which is O(n³). In this research, the seeking of "Scatter between Class" and "Scatter within Class" by using Discriminant Analysis without having to find the value of R and L advance are proposed. Time complexity of proposed method is O(n²). Proposed method has been tested by using AT&T face image database. The experimental results show that maximum recognition rate of proposed method is 100%. [ABSTRACT FROM AUTHOR]
    • Abstract:
      Copyright of Telkomnika is the property of Department of Electrical Engineering, Ahmad Dahlan University and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
    • Author Affiliations:
      1Informatics Engineering Department, Enginering Faculty, University of Trunojoyo, Ry Telang Po. Box 2 Kamal, Bangkalan
    • ISSN:
      1693-6930
    • Accession Number:
      10.12928/TELKOMNIKA.v12i1.1816
    • Accession Number:
      111084353
  • Citations
    • ABNT:
      MUNTASA, A. New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction. Telkomnika, [s. l.], v. 12, n. 1, p. 115–122, 2014. DOI 10.12928/TELKOMNIKA.v12i1.1816. Disponível em: http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=111084353&custid=s8280428. Acesso em: 23 fev. 2020.
    • AMA:
      Muntasa A. New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction. Telkomnika. 2014;12(1):115-122. doi:10.12928/TELKOMNIKA.v12i1.1816.
    • APA:
      Muntasa, A. (2014). New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction. Telkomnika, 12(1), 115–122. https://doi.org/10.12928/TELKOMNIKA.v12i1.1816
    • Chicago/Turabian: Author-Date:
      Muntasa, Arif. 2014. “New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction.” Telkomnika 12 (1): 115–22. doi:10.12928/TELKOMNIKA.v12i1.1816.
    • Harvard:
      Muntasa, A. (2014) ‘New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction’, Telkomnika, 12(1), pp. 115–122. doi: 10.12928/TELKOMNIKA.v12i1.1816.
    • Harvard: Australian:
      Muntasa, A 2014, ‘New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction’, Telkomnika, vol. 12, no. 1, pp. 115–122, viewed 23 February 2020, .
    • MLA:
      Muntasa, Arif. “New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction.” Telkomnika, vol. 12, no. 1, Mar. 2014, pp. 115–122. EBSCOhost, doi:10.12928/TELKOMNIKA.v12i1.1816.
    • Chicago/Turabian: Humanities:
      Muntasa, Arif. “New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction.” Telkomnika 12, no. 1 (March 2014): 115–22. doi:10.12928/TELKOMNIKA.v12i1.1816.
    • Vancouver/ICMJE:
      Muntasa A. New Modelling of Modified Two Dimensional Fisherface Based Feature Extraction. Telkomnika [Internet]. 2014 Mar [cited 2020 Feb 23];12(1):115–22. Available from: http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=111084353&custid=s8280428