International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

ISSN: 2319-7064

Research Paper | Computer Science & Engineering | India | Volume 2 Issue 5, May 2013

A Hybrid Approach of Module Sequence Generation using Neural Network for Software Architecture

Manjot Kalsi, Janpreet Singh

Software Engineering Principals gave a new direction to software industry [7]. With the advent of software engineering principals we are now able to check the feasibility of modules under consideration which further will lead to restrict the happening of software crisis [9]. But the selection of development of modules from the bunch of modules identified is totally dependent on the past experience of the project manager of project planner. For the detection of fault prone modules which will lead to software crisis if we are not implementing then in a desired order, various predictive models can be used based on source code metrics as input for the classifiers [13]. The identification of metric subset for the enhancement of performance for predictive objective would not only improve the model but also provides strength to the structural properties of the modules. Unbalanced datasets also itself is a kind of difficulty for building predictive modeling. Unbalanced datasets are common in empirical software engineering as a majority of the modules are not likely to be faulty [8, 28]. We propose a method of applying search based metric selection and oversampling of NASA dataset [3]. This paper is the extension of our previous review paper. In this proposed method the selection approach uses the weights of Neural Network to identify the sequence of implementation of software modules.

Keywords: Metric subset, Predictive models, unbalanced datasets, NASA dataset, Neural Network

Edition: Volume 2 Issue 5, May 2013

Pages: 133 - 137


How to Cite this Article?

Manjot Kalsi, Janpreet Singh, "A Hybrid Approach of Module Sequence Generation using Neural Network for Software Architecture", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=IJSRON2013942, Volume 2 Issue 5, May 2013, 133 - 137

29 PDF Views | 16 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Predictive models'

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 5, May 2013

Pages: 133 - 137

A Hybrid Approach of Module Sequence Generation using Neural Network for Software Architecture

Manjot Kalsi, Janpreet Singh

Share this article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 991 - 996

Study on the Fundamentals of Machine Learning Approach

Zeinab Samdaliri

Share this article

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 1, January 2015

Pages: 92 - 94

Predictive Models for Behavioral Outcomes through Crowdsourcing

Veena M.E

Share this article

Research Paper, Computer Science & Engineering, Bangladesh, Volume 6 Issue 2, February 2017

Pages: 475 - 479

Mining Weighted Association Rules Using Probabilistic and Combinational Approach

A I Liton, M A Rahman, T Rahman

Share this article

Research Paper, Computer Science & Engineering, India, Volume 8 Issue 11, November 2019

Pages: 305 - 309

HR Analytics Model for Organizations

Aditi Sanjay, Manan Rao

Share this article

Similar Articles with Keyword 'Neural Network'

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016

Pages: 1055 - 1060

Iris Recognition Using Wavelet Transform and Neural Networks

Divya Pirale, Manisha Nirgude, Dr. Sachin Gengje

Share this article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1124 - 1127

A Multiple QOS Constraints Based Trustworthy Resource Sharing In Cloud Computing Using Fuzzy Neural Network Harmony Platform

Gils P Jose, D Satish Kumar

Share this article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 2110 - 2113

Survey Paper on Data Mining Using Neural Network

Rasika P. Ghom, N. R. Chopde

Share this article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 8, August 2016

Pages: 1477 - 1480

Image Registration Using Wavelet Transform

Safia Sadruddin, Dr. Rashid Ali

Share this article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 885 - 888

Half Hourly Electricity Load Prediction using Echo State Network

Shivani Varshney, Toran Verma

Share this article

Top