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<dc:creator>Ahedo García, Virginia</dc:creator>
<dc:creator>Santos Martín, José Ignacio</dc:creator>
<dc:creator>Galán Ordax, José Manuel</dc:creator>
<dc:date>2021-09</dc:date>
<dc:description>Location is the most important strategic decision in retailing. The location problem is markedly&#xd;
complex and multicriteria. One of the key factors to consider is the so-called balanced tenancy —i.e.,&#xd;
the degree to which neighboring businesses complement each other. There are several network-based&#xd;
methodologies that formalize the notion of balanced tenancy by capturing the spatial interactions between&#xd;
different commercial sectors in cities. Some of these methodologies provide indices that have been successfully used as input features in location recommendation systems. However, from a predictive perspective,&#xd;
it is still unknown which of the indices provides best results. In this work, we analyze the performance of six&#xd;
of these indices on a set of nine Spanish cities. Our results show that the combined use of all of them in an&#xd;
ensemble model such as random forest significantly improves predictive accuracy. In addition, we explore&#xd;
the effect of knowledge transfer between cities from two different perspectives: 1) quantify how much the&#xd;
quality of solutions degrades when the balanced tenancy of a city is explored through the indices obtained&#xd;
from another city; 2) investigate the interest of network consensus approaches for knowledge transfer in&#xd;
retailing.</dc:description>
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<dc:language>eng</dc:language>
<dc:publisher>Institute of Electrical and Electronics Engineers (IEEE)</dc:publisher>
<dc:title>Knowledge Transfer in Commercial Feature Extraction for the Retail Store Location Problem</dc:title>
<dc:type>info:eu-repo/semantics/article</dc:type>
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