Empirical Evaluation of machine learning techniques for software effort estimation
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2014, Vol 16, Issue 1
Abstract
Accurate estimation of software development effort is a very difficult job.Both under estimation as well as over estimation can lead to serious consequences. So its very important to find a technique which can yield accurate results for software effort estimation. Here in our paper we have evaluated various machine learning techniques for software effort estimation like bagging, decision trees, decision tables, multilayer perceptron and RBF networks. Two different datasets i.e. heiatheiat dataset and miyazaki94 dataset have been used in our research. Decision trees outperform all other models in term of MMRE value. Results of machine learning algorithms can be different from dataset to dataset.
Authors and Affiliations
NehaSaini
Keywords
Related Articles
- EP ID EP121028
- DOI -
- Views 113
- Downloads 0
A Structured and Layered Approach for a Modular Electronic Voting System: Defining the Security Service and the Network Access Layers
Abstract: This is the second part of the series of works that attempt to solve the problem of non-modularity in electronic voting systems. The work analyzed the second layer (Security Service layer) of our proposed struc...
An Adjunct Quick Mining in Closed Persistent Patterns (AQCPP)
Closed persistent patterns in data mining is biggest challenge in these days. The existing models find these patterns from traditional and transactional databases. This paper approach a novel model to mine close...
Progressivism, Modernism and Urdu Literature.A Comparative View
Abstract:The paper seeks to explore the holocaust of partition in the subcontinent after the great political divide erupting from 1946 massacre which produced writers like Bedi, Manto and Khwaja Ahmad Abbas. A modest att...
Glaucoma Detection Using Enhanced K-Strange Points Clustering Algorithm and Classification
Glaucoma is an eye disorder that majorly affects the optic nerve head in the retina. The damage caused to optic disc leads to gradual loss of peripheral vision which may further result in complete blindness. Glaucoma can...
A Novel Three-Dimensional Adaptive Localization (T-Dial)Algorithm for Wireless Sensor Networks
Abstract: Wireless Sensor Networks is one of the most important area of research. Over the time, WSN isexpanding its reach from scientific research and monitoring to industrial as well as military operations. With itsinc...