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Home»Articles»Programming Fault Prediction Using Quad Tree-Based Fluffy C-Means Clustering Algorithm

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Asian Journal of Science and Applied Technology (AJSAT)

Editor Dr. Balaji Ramachandran
Print ISSN : 2249 - 0698
Frequency : Half-yearly

Programming Fault Prediction Using Quad Tree-Based Fluffy C-Means Clustering Algorithm

Author : S. Ravichandran, M. Umamaheswari and R. Benjohnson
Volume 6 No.1 January-June 2017 pp 38-41

Abstract

Software measurements and blame information having a place with a past programming form are utilized to construct the product blame expectation show for the following arrival of the product. Unsupervised procedures like bunching might be utilized for blame expectation as a part of programming modules, all the more so in those situations where blame marks are not accessible. In this paper a Quad Tree-based Fuzzy C-Means calculation has been connected for anticipating deficiencies in program modules. The points of this paper are twofold. In the first place, Quad Trees are connected for observing the underlying group focuses to be contribution to the Fuzzy C-Means Algorithm. An information edge parameter oversees the quantity of introductory bunch focuses and by shifting the limit the client can create wanted beginning group focuses. The idea of grouping increase has been utilized to decide the nature of bunches for assessment of the Quad Tree-based introduction calculation when contrasted with other instatement procedures. These bunches got by Quad Tree-based calculation were found to have most extreme pick up qualities. Second, the Quad Tree based calculation is connected for anticipating shortcomings in program modules. The general blunder rates of this forecast approach are contrasted with other existing calculations and are observed to be better in the vast majority of the cases.

Keywords

Quad Tree, C-Means Algorithm, Fuzzy logic

Full Text:

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AJSAT is covering all aspects of Science and Applied Technology areas. Topics include, but are not limited to:

Chemistry
Physics
Astronomy
Earth Science
Environmental Science
Biology
Computer Science
Mathematics
Statistics
Systems Science

Software measurements and blame information having a place with a past programming form are utilized to construct the product blame expectation show for the following arrival of the product. Unsupervised procedures like bunching might be utilized for blame expectation as a part of programming modules, all the more so in those situations where blame marks are not accessible. In this paper a Quad Tree-based Fuzzy C-Means calculation has been connected for anticipating deficiencies in program modules. The points of this paper are twofold. In the first place, Quad Trees are connected for observing the underlying group focuses to be contribution to the Fuzzy C-Means Algorithm. An information edge parameter oversees the quantity of introductory bunch focuses and by shifting the limit the client can create wanted beginning group focuses. The idea of grouping increase has been utilized to decide the nature of bunches for assessment of the Quad Tree-based introduction calculation when contrasted with other instatement procedures. These bunches got by Quad Tree-based calculation were found to have most extreme pick up qualities. Second, the Quad Tree based calculation is connected for anticipating shortcomings in program modules. The general blunder rates of this forecast approach are contrasted with other existing calculations and are observed to be better in the vast majority of the cases.

Editor-in-Chief
Dr. Balaji Ramachandran
Department of Applied Sciences, Nicholls State University, Louisiana, United States
[email protected]
Editorial Advisory Board
Dr. Maamar Benkraouda
Department of Physics, United Arab Emirates University, UAE
[email protected]
Dr. Rasheed Al Hammadi
Department of Biology, United Arab Emirates University, UAE
[email protected]
Dr. Dimitrios P. Nikolelis
Department of Chemistry, University of Athens, Greece
[email protected]
Dr. Fauziah Binti Shahul Hamid
Institute of Biological Sciences, University of Malaya, Malaysia
[email protected]
Dr. Karni S Moshal
Department of Medicine, Alpert Medical School of Brown University, USA
[email protected]
Dr. Koh You Beng
Institute of Mathematical Sciences, University of Malaya, Malaysia
[email protected]
Dr. Lim Sok Li
Institute of Mathematical Sciences, University of Malaya, Malaysia
[email protected]
Dr. Ramesh Kasi
Department of Physics, University of Malaya, Malaysia
[email protected]
Dr. Jasmine Elanie Binti Khairat
Institute of Biological Sciences, University of Malaya, Malaysia
[email protected]
Dr. Nur Airina Binti Muhamad
Institute of Biological Sciences, University of Malaya, Malaysia
[email protected]
Dr. Amizah Malip
Department of Applied Mathematics, University of Malaya, Malaysia
[email protected]
Dr. Azzuliani Binti Supangat
Department of Physics, University of Malaya, Malaysia
[email protected]
Prof. Mohamed Toutounji
Professor, Department of Chemistry, United Arab Emirates University, UAE
[email protected]
Dr. Mohd Azmi Haron
Institute of Mathematical Sciences, University of Malaya, Malaysia
[email protected]
Prof. Noordini Mohamad Salleh
Department of Chemistry, University of Malaya, Malaysia
[email protected]
Dr. Ibrahim Bin Mohamed
Institute of Mathematical Sciences, University of Malaya, Malaysia
[email protected]
Dr. Halijah Ibrahim
Institute of Biological Sciences, University of Malaya, Malaysia
[email protected]
Dr. S. Chandra Kishore
Assistant Professor, University of Information Science and Technology,
“St. Paul The Apostle”, Macedonia, Greece
[email protected]
Dr. Salah Nasri
Department of Physics, United Arab Emirates University, UAE
[email protected]
Dr. Dharini Pathmanathan
Institute of Mathematical Sciences, University of Malaya, Malaysia
[email protected]

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    Editorial Note

    Editorial Dr. Balaji Ramachandran

    Editor-in-Chief
    Dr. Balaji Ramachandran
    Department of Applied Sciences, Nicholls State University, Louisiana, United States
    [email protected]
    Editorial Advisory Board
    Dr. Maamar Benkraouda
    Department of Physics, United Arab Emirates University, UAE
    [email protected]
    Dr. Rasheed Al Hammadi
    Department of Biology, United Arab Emirates University, UAE
    [email protected]
    Dr. Dimitrios P. Nikolelis
    Department of Chemistry, University of Athens, Greece
    [email protected]
    Dr. Fauziah Binti Shahul Hamid
    Institute of Biological Sciences, University of Malaya, Malaysia
    [email protected]
    Dr. Karni S Moshal
    Department of Medicine, Alpert Medical School of Brown University, USA
    [email protected]
    Dr. Koh You Beng
    Institute of Mathematical Sciences, University of Malaya, Malaysia
    [email protected]
    Dr. Lim Sok Li
    Institute of Mathematical Sciences, University of Malaya, Malaysia
    [email protected]
    Dr. Ramesh Kasi
    Department of Physics, University of Malaya, Malaysia
    [email protected]
    Dr. Jasmine Elanie Binti Khairat
    Institute of Biological Sciences, University of Malaya, Malaysia
    [email protected]
    Dr. Nur Airina Binti Muhamad
    Institute of Biological Sciences, University of Malaya, Malaysia
    [email protected]
    Dr. Amizah Malip
    Department of Applied Mathematics, University of Malaya, Malaysia
    [email protected]
    Dr. Azzuliani Binti Supangat
    Department of Physics, University of Malaya, Malaysia
    [email protected]
    Prof. Mohamed Toutounji
    Professor, Department of Chemistry, United Arab Emirates University, UAE
    [email protected]
    Dr. Mohd Azmi Haron
    Institute of Mathematical Sciences, University of Malaya, Malaysia
    [email protected]
    Prof. Noordini Mohamad Salleh
    Department of Chemistry, University of Malaya, Malaysia
    [email protected]
    Dr. Ibrahim Bin Mohamed
    Institute of Mathematical Sciences, University of Malaya, Malaysia
    [email protected]
    Dr. Halijah Ibrahim
    Institute of Biological Sciences, University of Malaya, Malaysia
    [email protected]
    Dr. S. Chandra Kishore
    Assistant Professor, University of Information Science and Technology,
    “St. Paul The Apostle”, Macedonia, Greece
    [email protected]
    Dr. Salah Nasri
    Department of Physics, United Arab Emirates University, UAE
    [email protected]
    Dr. Dharini Pathmanathan
    Institute of Mathematical Sciences, University of Malaya, Malaysia
    [email protected]

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