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International Journal of Computer Engineering in Research Trends. Scholarly, Peer-Reviewed, Platinum Open Access and Multidisciplinary

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A Pattern recognition model of C++ programming language using artificial neural network via Simbrain toolkit

Shallaw Mohammed Ali, , , ,
Affiliations
Assistant Lecturer
:10.22362/ijcert/2019/v6/i10/v6i1002


Abstract
Background/Objectives: In the field of software development, the diversity of programming languages increase dramatically with the increase in their complexity. This leads both programmers and researchers to develop and investigate automated tools to distinguish these programming languages. Different efforts were conducted to achieve this task using keywords of source codes of these programming languages. Therefore, instead of using keywords classification for recognition, this work is conducted to investigate the ability of detecting the pattern of a programming language characteristic by using simbrain toolkit of neural network and testing the ability of this toolkit to provide detailed analysable results. Methods/Statistical analysis: the method of achieving these objectives is by using backpropagation neural network via Simbrain toolkit based on pattern recognition methodology. Findings: The results show that Simbrain neural network of pattern recognition is able to identify and recognize the pattern of C++ programming language with high accuracy. It also shows the ability of Simbrain toolkit to represent the analysable results through percentage of certainty. Improvements/Applications: it can be noticed from the results the ability of Simbrain toolkit to provide useful platform for studying and analysing the complexity of backpropagation neural network model.


Citation
Shallaw Mohammed Ali."A Pattern recognition model of C++ programming language using artificial neural network via Simbrain toolkit ". International Journal of Computer Engineering In Research Trends (IJCERT) ,ISSN:2349-7084 ,Vol.6, Issue 10,pp.4-12, October - 2019, URL :https://ijcert.org/ems/ijcert_papers/V6I1002.pdf,


Keywords : Simbrain, Pattern recognition, Artificial neural network, Backpropagation neural network.

References
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DOI Link : https://doi.org/10.22362/ijcert/2019/v6/i10/v6i1002

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  V6I1002.pdf


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DOI:10.22362/ijcert


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