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UCL Discovery
Article . 2016
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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
Information and Software Technology
Article . 2016 . Peer-reviewed
License: Elsevier TDM
Data sources: Crossref
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Article . 2023
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Exact Mean Absolute Error of Baseline Predictor, MARP0

Authors: William B. Langdon; José Javier Dolado; Federica Sarro; Mark Harman;

Exact Mean Absolute Error of Baseline Predictor, MARP0

Abstract

Shepperd and MacDonell "Evaluating prediction systems in software project estimation". Information and Software Technology 54 (8), 820-827, 2012, proposed an improved measure of the effectiveness of predictors based on comparing them with random guessing. They suggest estimating the performance of random guessing using a Monte?Carlo scheme which unfortunately excludes some correct guesses. This biases their MAR P 0 to be slightly too big, which in turn causes their standardised accuracy measure SA to over estimate slightly. In commonly used software engineering datasets it is practical to calculate an unbiased MAR P 0 exactly.

Country
United Kingdom
Related Organizations
Keywords

Search Based Software Engineering, empirical validation, prediction systems, Software Engineering, randomisation techniques

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Powered by OpenAIRE graph
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
70
Top 10%
Top 10%
Top 10%
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