DERIVING MODELS FOR SOFTWARE PROJECT EFFORT ESTIMATION BY MEANS OF GENETIC PROGRAMMING

Athanasios Tsakonas; Georgios Dounias

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Paper

DERIVING MODELS FOR SOFTWARE PROJECT EFFORT ESTIMATION BY MEANS OF GENETIC PROGRAMMING

Topics: Information Extraction; Machine Learning; Software Development

In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 0IC3K, 34-42, 2009 , Funchal - Madeira, Portugal

Authors: Athanasios Tsakonas and Georgios Dounias

Affiliation: University of the Aegean, Greece

Keyword(s): Software engineering, Effort estimation, Genetic programming, Symbolic regression.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolutionary Computing ; Information Extraction ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Machine Learning ; Soft Computing ; Software Development ; Symbolic Systems

Abstract: This paper presents the application of a computational intelligence methodology in effort estimation for software projects. Namely, we apply a genetic programming model for symbolic regression; aiming to produce mathematical expressions that (1) are highly accurate and (2) can be used for estimating the development effort by revealing relationships between the project’s features and the required work. We selected to investigate the effectiveness of this methodology into two software engineering domains. The system was proved able to generate models in the form of handy mathematical expressions that are more accurate than those found in literature.

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Paper citation in several formats:

Tsakonas, A. and Dounias, G. (2009). DERIVING MODELS FOR SOFTWARE PROJECT EFFORT ESTIMATION BY MEANS OF GENETIC PROGRAMMING. In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2009) - KDIR; ISBN 978-989-674-011-5; ISSN 2184-3228, SciTePress, pages 34-42. DOI: 10.5220/0002294300340042

@conference{kdir09,
author={Athanasios Tsakonas. and Georgios Dounias.},
title={DERIVING MODELS FOR SOFTWARE PROJECT EFFORT ESTIMATION BY MEANS OF GENETIC PROGRAMMING},
booktitle={Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2009) - KDIR},
year={2009},
pages={34-42},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002294300340042},
isbn={978-989-674-011-5},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2009) - KDIR
TI - DERIVING MODELS FOR SOFTWARE PROJECT EFFORT ESTIMATION BY MEANS OF GENETIC PROGRAMMING
SN - 978-989-674-011-5
IS - 2184-3228
AU - Tsakonas, A.
AU - Dounias, G.
PY - 2009
SP - 34
EP - 42
DO - 10.5220/0002294300340042
PB - SciTePress