loading
Papers

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Athanasios Tsakonas and Georgios Dounias

Affiliation: University of the Aegean, Greece

ISBN: 978-989-8111-51-7

Keyword(s): Genetic programming, software engineering, data mining, effort estimation, defect prediction.

Related Ontology Subjects/Areas/Topics: Applications of Expert Systems ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Computational Intelligence ; Enterprise Information Systems ; Evolutionary Computing ; Knowledge Acquisition ; Knowledge Discovery and Information Retrieval ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Machine Learning ; Soft Computing ; Symbolic Systems

Abstract: Research in software engineering data analysis has only recently incorporated computational intelligence methodologies. Among these approaches, genetic programming retains a remarkable position, facilitating symbolic regression tasks. In this paper, we demonstrate the effectiveness of the genetic programming paradigm, in two major software engineering duties, effort estimation and defect prediction. We examine data domains from both the commercial and the scientific sector, for each task. The proposed model is proved superior to past literature works.

PDF ImageFull Text

Download
CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 3.81.29.226

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Tsakonas A.; Dounias G. and (2008). APPLICATION OF GENETIC PROGRAMMING IN SOFTWARE ENGINEERING EMPIRICAL DATA MODELLING.In Proceedings of the Third International Conference on Software and Data Technologies - Volume 1: ICSOFT, ISBN 978-989-8111-51-7, pages 295-300. DOI: 10.5220/0001871302950300

@conference{icsoft08,
author={Athanasios Tsakonas and Georgios Dounias},
title={APPLICATION OF GENETIC PROGRAMMING IN SOFTWARE ENGINEERING EMPIRICAL DATA MODELLING},
booktitle={Proceedings of the Third International Conference on Software and Data Technologies - Volume 1: ICSOFT,},
year={2008},
pages={295-300},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001871302950300},
isbn={978-989-8111-51-7},
}

TY - CONF

JO - Proceedings of the Third International Conference on Software and Data Technologies - Volume 1: ICSOFT,
TI - APPLICATION OF GENETIC PROGRAMMING IN SOFTWARE ENGINEERING EMPIRICAL DATA MODELLING
SN - 978-989-8111-51-7
AU - Tsakonas, A.
AU - Dounias, G.
PY - 2008
SP - 295
EP - 300
DO - 10.5220/0001871302950300

Login or register to post comments.

Comments on this Paper: Be the first to review this paper.