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Computació granular (Granulació d'informació)×Agrupació jeràrquica×
CampComputació tovaAprenentatge automàtic
FamíliaMachine learningMachine learning
Any d'origen19971963
Autor originalLotfi A. Zadeh (information granulation); developed by Pedrycz, Skowron, YaoWard, J. H.
TipusFramework for multi-granularity information processingUnsupervised clustering (agglomerative)
Font seminalZadeh, L. A. (1997). Toward a theory of fuzzy information granulation and its centrality in human reasoning and fuzzy logic. Fuzzy Sets and Systems, 90(2), 111–127. DOI ↗Ward, J. H. (1963). Hierarchical Grouping to Optimize an Objective Function. Journal of the American Statistical Association, 58(301), 236–244. DOI ↗
Àliesinformation granulation, computing with granules, three-way granular computing, tanecikli hesaplamaHiyerarşik Kümeleme, hiyerarşik kümeleme, agglomerative clustering, hierarchical agglomerative clustering
Relacionats34
ResumGranular computing is a problem-solving paradigm that processes information in 'granules' — clumps of objects drawn together by indistinguishability, similarity, or functionality — rather than at the level of individual data points. Articulated by Lotfi Zadeh in 1997 as fuzzy information granulation and developed into a broad framework, it provides a unifying umbrella over fuzzy sets, rough sets, and interval methods, letting analysis move to whichever level of detail a problem actually requires.Hierarchical clustering is an unsupervised method that groups observations into nested clusters and draws the result as a dendrogram, so the number of clusters need not be fixed in advance. Its agglomerative form rests on the objective-function grouping criterion introduced by Joe Ward in 1963.
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ScholarGateCompara mètodes: Granular Computing · Hierarchical Clustering. Recuperat el 2026-06-18 de https://scholargate.app/ca/compare