Wednesday 24th of April 2024
 

Detection of Reliable Pareto Software Using SPRT


Sridevi Gutta and Satya Prasad Ravi

Rapid growth of software usage enforces us to access the software reliability, a critical task in the development of a software system. Various models are adopted to assess the software reliability. In this paper a well known test procedure of statistical science called as Sequential Probability Ratio Test (SPRT) is adopted for Pareto Type IV model in assessing the reliability of developed software.It requires considerably less number of observations when compared with the other existing testing procedures. In Classical Hypothesis first of all testing volumes of data is to be collected and later the conclusions are to be drawn which may take more time. Hence Sequential Analysis of Statistical Science could be adopted to decide upon the reliable / unreliable of the developed software very quickly. Besides the present paper proposes the performance of SPRT on Interval domain data using Pareto type IV model and analyzed the results by applying on 6 data sets. The Maximum Likelihood Estimation is used for estimation of parameters.

Keywords: Pareto Type IV model, Sequential Probability Ratio Test, Maximum Likelihood Estimation, Software Reliability, Interval domain data, NHPP.

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ABOUT THE AUTHORS

Sridevi Gutta
Mrs. G. Sridevi received M.Sc. and M.Tech degree from Acharya Nagarjuna University. She is currently pursing Ph.D at Department of Computer Science and Engineering,Acharya Nagarjuna University, Guntur, Andhra Pradesh, India. She is currently working as a Vice-Principal and Associate professor in the Department of Computer Science, Nimra Women’s College of Engineering, Jupudi, Ibrahimpatnam, Vijayawada,Andhra Pradesh. Her research interests lies in Data Mining and Software Engineering.

Satya Prasad Ravi
Dr. R. Satya Prasad received Ph.D.degree in computer science in the faculty of Engineering in 2007 from Acharya Nagarjuna University, Andhra Pradesh. He received gold medal from Acharya Nagarjuna University for his outstanding performance in master’s degree. He is currently working as Associate Professor in the department of Computer Science &Engg., Acharya Nagarjuna University. His current research is focused on Software engineering.He has published several papers in National & International Journals.


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