2013
Authors
Adelaide Figueiredo; Paulo Gomes;
Publication
Abstract
2015
Authors
Adelaide Figueiredo; Fernanda Figueiredo;
Publication
Abstract
2018
Authors
Adelaide Figueiredo; Fernanda Figueiredo;
Publication
Abstract
2017
Authors
Fernanda Figueiredo; Adelaide Figueiredo; Alexandra Ramos; Paulo Teles;
Publication
Abstract
2025
Authors
Figueiredo, A;
Publication
Springer Proceedings in Mathematics and Statistics
Abstract
We propose an approach to cluster and classify compositional data. We transform the compositional data into directional data using the square root transformation. To cluster the compositional data, we apply the identification of a mixture of Watson distributions on the hypersphere and to classify the compositional data into predefined groups, we apply Bayes rules based on the Watson distribution to the directional data. We then compare our clustering results with those obtained in hierarchical clustering and in the K-means clustering using the log-ratio transformations of the data and compare our classification results with those obtained in linear discriminant analysis using log-ratio transformations of the data. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.
2016
Authors
Adelaide Figueiredo; Fernanda Figueiredo;
Publication
Abstract
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