Estimation of Software Development Effort Using Back Propagation Neural Network for COCOMOII Dataset
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2016, Vol 4, Issue 7
Abstract
Software cost estimation is an important phase in software development. It predicts the amount of effort and development time required to build a software system. It is one of the most critical tasks and an accurate estimate provides a strong base to the development procedure. In this paper, the most widely used software cost estimation model, the Constructive Cost Model (COCOMO) is discussed. The model is implemented with the help of artificial neural networks and trained using the perceptron learning algorithm. The COCOMO dataset is used to train and to test the network. The test results from the trained neural network are compared with that of the COCOMO model. The aim of our research is to enhance the estimation accuracy of the COCOMO model by introducing the artificial neural networks to it.
Authors and Affiliations
T. M. Kiran Kumar, Shivu K. N
Keywords
Related Articles
- EP ID EP22401
- DOI -
- Views 157
- Downloads 3
Secure Data Deduplication in Cloud
Secure deduplication is a system for discarding duplicate copies of limit data, and offers security to them. To lessening storage space and exchange information move limit in circulated stockpiling deduplication has bee...
Enhancing the Characteristics of Fly Ash Based Composite Material
Coal is one of the primary sources of energy all over the world. About 70% of the total energy consumption in the country is fulfilled by coal. India has one of the largest reserves of coal in the world. Indian coal has...
A Novel Idea for Monitoring Patient's Health Conditions
Generally in critical case patients are supposed to be monitored continuously for their SPOz, Heart Rate as well as temperature. In the earlier methods, the doctors need to be present physically or in several cases SMS...
Modeling and simulation of X-quadcopter control
Since the turn of the 19th century, air transport had taken a giant turn. It took decades to master the art of flying heavier than air objects for a variety of reasons. During those early days, air transport was conside...
Student And Invigilator Authentication Through Mobile Application
In present day the management of examination is done manually. The main problem with manual system is it takes more effort and physical space to keep track of paper documents like hall tickets, to find information and t...