Manjubala Bisi

Assistant Professor

Department of Computer Science And Engineering

National Institute of Technology, Warangal - 506004, Telangana, INDIA


: 9502940360

Interests: Software Engineering (Software Reliability Modelling and Prediction); Machine Learning; Soft Computing

 Ph.D  (IIT Kharagpur, West Bengal) Thesis Title: Software Reliability Prediction using Artificial Neural Networks

M. Tech  (NITTTR,  West Bengal ) Specialization: Multimedia and Software Systems

B. E. [Honours, Computer Science and Engineering] (North Odisha University, Odisha)




Software Engineering

Software Reliability Modelling and Prediction

Machine Learning

Soft Computing Techniques


"Try not to become a man of success, but rather try to become  a man of  value . "Albert Einstein


Course Taught Previously

Operating System Concepts

Data Structure

Language Processor

Problem solving and Programming



International Book 

  • A  Research Reference  Book by Manjubala Bisi and Neeraj Kumar Goyal, Artificial Neural Network Applications for Software Reliability Prediction,WILEY, August, 2017.

  Journals and Conferences

  1.  Manjubala Bisi and Neeraj Kumar Goyal, Software development efforts prediction using artificial neural network , IET Software , Vol 10, no. 3, pp 63-71, 2016.
  2.  Manjubala Bisi and Neeraj Kumar Goyal,  An ANN-PSO based model to predict software fault-prone modules, International Journal of Reliability and Safety, Vol 10, no. 3, pp   243-264, 2016.
  3.  Manjubala Bisi and Neeraj Kumar Goyal,  Early prediction of software fault-prone module using artificial neural network, International Journal of Performability Engineering, Vol 11, no. 1, pp 43-52, 2015
  4.   Manjubala Bisi and Neeraj Kumar Goyal, Prediction of software inter-failure times using artificial neural network and particle swarm optimization models, International Journal of Software Engineering, Technology and Applications, Vol 1, no. 2-4, 2015.
  5.   Manjubala Bisi and Neeraj Kumar Goyal, Predicting cumulative number of failures in software using an ANN-PSO based approach, International Conference On Computational Intelligence & Networks, pp 9-14, 2015.


PHDs Supervised






Awards and Honors

 1.  MHRD Fellowship for Pursuing Ph.D at IIT Kharagpur

 2.  University Silver Medal in M.Tech (Multimedia and Software Systems)

3.  Gold Medal in B. E. (Computer Science and Engineering)

Additional Responsibility