ClustGeo: an R package for hierarchical clustering with spatial constraints
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DOI: 10.1007/s00180-018-0791-1
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- Gordon, A. D., 1996. "A survey of constrained classification," Computational Statistics & Data Analysis, Elsevier, vol. 21(1), pages 17-29, January.
- Anuška Ferligoj & Vladimir Batagelj, 1982. "Clustering with relational constraint," Psychometrika, Springer;The Psychometric Society, vol. 47(4), pages 413-426, December.
- Mónica Bécue-Bertaut & Belchin Kostov & Annie Morin & Guilhem Naro, 2014. "Rhetorical Strategy in Forensic Speeches: Multidimensional Statistics-Based Methodology," Journal of Classification, Springer;The Classification Society, vol. 31(1), pages 85-106, April.
- Trudie Strauss & Michael Johan von Maltitz, 2017. "Generalising Ward’s Method for Use with Manhattan Distances," PLOS ONE, Public Library of Science, vol. 12(1), pages 1-21, January.
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Keywords
Ward-like hierarchical clustering; Soft contiguity constraints; Pseudo-inertia; Non-Euclidean dissimilarities; Geographical distances;All these keywords.
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