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Kompjutimi Granular (Granulimi i Informacionit)×Hartë Kognitive Fuzzy (FCM)×
FushaLlogaritja e butëLlogaritja e butë
FamiljaMachine learningProcess / pipeline
Viti i origjinës19971986
KrijuesiLotfi A. Zadeh (information granulation); developed by Pedrycz, Skowron, YaoBart Kosko
LlojiFramework for multi-granularity information processingFuzzy causal/feedback network for scenario analysis
Burimi themeluesZadeh, 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 ↗Kosko, B. (1986). Fuzzy cognitive maps. International Journal of Man-Machine Studies, 24(1), 65–75. DOI ↗
Emërtime të tjerainformation granulation, computing with granules, three-way granular computing, tanecikli hesaplamaFCM, Kosko cognitive map, causal cognitive map, bulanık bilişsel haritalar
Të lidhura34
PërmbledhjaGranular 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.A fuzzy cognitive map, introduced by Bart Kosko in 1986, represents a system as a network of concepts connected by signed, weighted causal links, and simulates how the concepts influence one another over time. By combining the intuitive structure of a cognitive map with fuzzy weights and iterative activation, FCMs let experts encode causal knowledge and then run what-if scenarios — making them popular for policy analysis, strategic decision-making, and modelling complex socio-technical systems.
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ScholarGateKrahasoni metodat: Granular Computing · Fuzzy Cognitive Maps. Marrë më 2026-06-15 nga https://scholargate.app/sq/compare