Enhancement of triangle coordinates for triangle features for better classification
Joint Authors
Arbain, Nur Atiqah
Azmi, Muhammad Sanusi
Bani Milhim, Layth
Muda, Azzah Kamilah
Rashayidah, Hasan
Source
Jordanian Journal of Computetrs and Information Technology
Issue
Vol. 2, Issue 2 (31 Aug. 2016), pp.107-118, 12 p.
Publisher
Princess Sumaya University for Technology
Publication Date
2016-08-31
Country of Publication
Jordan
No. of Pages
12
Main Subjects
Information Technology and Computer Science
Abstract EN
Recently, the triangle features have been applied in digit recognition by adopting the angle as a part of the features.
Most of the studies in digit recognition area which applied these features have given impressive results.
However, the issue of big gap values that occurred between angles, ratios and gradients has shown a strong impact on the accuracy of the results.
Therefore, we introduce our proposed method which is data normalization that has adopted the nature of triangle geometry in order to resolve this issue.
Besides, we have applied other techniques, such as Z-score, Minimax and LibSVM function in the experiment.
There are four digit datasets used which are HODA, MNIST, IFHCDB and BANGLA.
The results of classification have shown that our proposed method has given better results compared to other techniques
American Psychological Association (APA)
Arbain, Nur Atiqah& Azmi, Muhammad Sanusi& Bani Milhim, Layth& Muda, Azzah Kamilah& Rashayidah, Hasan. 2016. Enhancement of triangle coordinates for triangle features for better classification. Jordanian Journal of Computetrs and Information Technology،Vol. 2, no. 2, pp.107-118.
https://search.emarefa.net/detail/BIM-1416421
Modern Language Association (MLA)
Arbain, Nur Atiqah…[et al.]. Enhancement of triangle coordinates for triangle features for better classification. Jordanian Journal of Computetrs and Information Technology Vol. 2, no. 2 (Aug. 2016), pp.107-118.
https://search.emarefa.net/detail/BIM-1416421
American Medical Association (AMA)
Arbain, Nur Atiqah& Azmi, Muhammad Sanusi& Bani Milhim, Layth& Muda, Azzah Kamilah& Rashayidah, Hasan. Enhancement of triangle coordinates for triangle features for better classification. Jordanian Journal of Computetrs and Information Technology. 2016. Vol. 2, no. 2, pp.107-118.
https://search.emarefa.net/detail/BIM-1416421
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 116-118
Record ID
BIM-1416421