Software Effort Estimation using Satin Bowerbird Algorithm
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2017, Vol 5, Issue 7
Abstract
There are various non-linear optimization problems can be effectively solved by Meta-heuristic Algorithms. The Software effort estimation is an optimization problem so it can also be solved by the Meta-heuristic algorithm. There are more than one algorithm is available today for finding the optimized solution for the particular problem. So we used one of the Metaheuristic algorithm that is Satin Bowerbird Algorithm[4]. This algorithm is used for finding the optimized value of a and b which are used in the Boehm’s COCOMO[2][8] Model for finding the nearest result in terms of software effort estimation with the actual effort as given in the dataset. We also used 15 effort multiplier for finding the nearest result. In recent years, the researchers try to pay more attention on the software effort estimation. In this paper we collate the software effort estimation among three models, these are COCOMO Model[2][8], Genetic Algorithm and Satin Bowerbird Optimization Algorithm[4]. We also evaluate the Mean Magnitude Relative Error and Root Mean Square value at last and compare with these models.
Authors and Affiliations
Rishi Kishore, D. L. Gupta
slugWeighted Association Rule Mining:A Survey
Association rule mining helps to extract large transaction databases for association rule. Without taking the weight of items into account, Classical Association Rule Mining (ARM) concludes that all i...
An Automated Non-Invasive Blood Glucose Estimator and Infiltrator
This paper presents design and working of a microcontroller based non-invasive blood glucose estimator and an automated insulin injector for worst-case automatically. The emergence of this concept is to overcome the inv...
Data Handling using Oracle Data Guard by the Transfer of Log Sequence.
Oracle Data Guard ensures high availability, data protection, and disaster recovery for enterprise data. Data Guard provides a comprehensive set of services that create, maintain, manage, and monitor one or more standby...
Size and Shape Dependent Young Modulus and Vibrational Frequency of Nanomaterials
A simple theoretical model is developed to study the size, shape and orientation dependence of Young modulus and vibrational frequency of nanomaterials. We have studied the Young modulus of Nano crystalline TiO2, Si, Ag...
Distribution Line Fault Detection & GSM Module Based Fault Signaling System
Any distribution network is prone to faults, and intermittency in power availability creates loss for the supplier as well as user. Majorly, a supply line can be effected by conditions of overvoltage and overcurrent, al...