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গ্র্যানুলার কম্পিউটিং (তথ্য গ্র্যানুলেশন)×তিন-দিকীয় সিদ্ধান্তসমূহ×
ক্ষেত্রসফট কম্পিউটিংসফট কম্পিউটিং
পরিবারMachine learningMachine learning
উদ্ভবের বছর19972010
প্রবর্তকLotfi A. Zadeh (information granulation); developed by Pedrycz, Skowron, YaoYiyu Yao
ধরনFramework for multi-granularity information processingDecision-theoretic classification framework
মৌলিক উৎসZadeh, 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 ↗Yao, Y. (2010). Three-way decisions with probabilistic rough sets. Information Sciences, 180(3), 341–353. DOI ↗
অপর নামinformation granulation, computing with granules, three-way granular computing, tanecikli hesaplama3WD, Trisecting-and-Acting, Tri-partition Decision Making, Üç Yönlü Kararlar
সম্পর্কিত32
সারসংক্ষেপGranular 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.Three-Way Decisions (3WD) is a decision-theoretic framework, introduced by Yiyu Yao in 2010, that partitions the universe of objects into three regions—positive (accept), negative (reject), and boundary (abstain)—using probabilistic rough set theory. Unlike binary classifiers that force every object into one of two classes, 3WD explicitly acknowledges uncertainty by allowing a third option: deferring judgment when available evidence is insufficient for a confident decision.
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ScholarGateপদ্ধতির তুলনা করুন: Granular Computing · Three-Way Decisions. 2026-06-15 তারিখে সংগৃহীত, উৎস: https://scholargate.app/bn/compare