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Tính toán hạt (Tổ chức thông tin)×Quyết định Ba nhánh×
Lĩnh vựcTính toán mềmTính toán mềm
HọMachine learningMachine learning
Năm ra đời19972010
Người khởi xướngLotfi A. Zadeh (information granulation); developed by Pedrycz, Skowron, YaoYiyu Yao
LoạiFramework for multi-granularity information processingDecision-theoretic classification framework
Công trình gốcZadeh, 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 ↗
Tên gọi khácinformation granulation, computing with granules, three-way granular computing, tanecikli hesaplama3WD, Trisecting-and-Acting, Tri-partition Decision Making, Üç Yönlü Kararlar
Liên quan32
Tóm tắtGranular 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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ScholarGateSo sánh phương pháp: Granular Computing · Three-Way Decisions. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare