Analyzing correlation of the relationship between technical complexity factors and environmental complexity factors for software development effort estimation
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F21%3A63537878" target="_blank" >RIV/70883521:28140/21:63537878 - isvavai.cz</a>
Result on the web
<a href="https://link.springer.com/chapter/10.1007%2F978-3-030-90318-3_65" target="_blank" >https://link.springer.com/chapter/10.1007%2F978-3-030-90318-3_65</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-030-90318-3_65" target="_blank" >10.1007/978-3-030-90318-3_65</a>
Alternative languages
Result language
angličtina
Original language name
Analyzing correlation of the relationship between technical complexity factors and environmental complexity factors for software development effort estimation
Original language description
In this paper, a new method called Correlation-based Feature Selection in Correction Factors is proposed. The method is based on the feature selection method used in software development effort estimation to reduce redundant correction factors. In this paper, the impact of correlation-based feature selection on the method’s estimation accuracy is investigated. Multiple linear regression was used as the basic technique for the correction factors preprocessed by the feature selection method. The results were evaluated using six unbiased accuracy measures through the 5-fold cross-validation over the historical dataset. The proposed method leads to a significant improvement in estimation accuracy by simplifying the evaluation of correction factor values in the use case points method, thus increasing the usefulness of the proposed method in practice. © 2021, The Author(s), under exclusive license to Springer Nature Switzerland AG.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach<br>I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2021
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Lecture Notes in Networks and Systems
ISBN
978-303090317-6
ISSN
23673370
e-ISSN
2367-3389
Number of pages
14
Pages from-to
835-848
Publisher name
Springer Science and Business Media Deutschland GmbH
Place of publication
Berlín
Event location
Vsetín
Event date
Oct 1, 2021
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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