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A new algorithm to create balanced teams promoting more diversity

Title
A new algorithm to create balanced teams promoting more diversity
Type
Another Publication in an International Scientific Journal
Year
2017
Authors
Teresa Galvão Dias
(Author)
FEUP
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José Luís Moura Borges
(Author)
FEUP
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Journal
Vol. 42
Pages: 1365-1377
ISSN: 0304-3797
Publisher: Taylor & Francis
Indexing
Other information
Authenticus ID: P-00M-FNH
Abstract (EN): The problem of assigning students to teams can be described as maximising their profiles diversity within teams while minimising the differences among teams. This problem is commonly known as the maximally diverse grouping problem and it is usually formulated as maximising the sum of the pairwise distances among students within teams. We propose an alternative algorithm in which the within group heterogeneity is measured by the attributes' variance instead of by the sum of distances between group members. The proposed algorithm is evaluated by means of two real data sets and the results suggest that it induces better solutions according to two independent evaluation criteria, the Davies¿Bouldin index and the number of dominated teams. In conclusion, the results show that it is more adequate to use the attributes' variance to measure the heterogeneity of profiles within the teams and the homogeneity among teams. © 2017 SEFI.
Language: English
Type (Professor's evaluation): Scientific
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