Krahasoni metodat

	Kompjutimi Granular (Granulimi i Informacionit)	Vendime Tre-Kahëshe
Fusha	Llogaritja e butë	Llogaritja e butë
Familja	Machine learning	Machine learning
Viti i origjinës	1997	2010
Krijuesi	Lotfi A. Zadeh (information granulation); developed by Pedrycz, Skowron, Yao	Yiyu Yao
Lloji	Framework for multi-granularity information processing	Decision-theoretic classification framework
Burimi themelues	Zadeh, 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.	Yao, Y. (2010). Three-way decisions with probabilistic rough sets. Information Sciences, 180(3), 341–353.
Emërtime të tjera	information granulation, computing with granules, three-way granular computing, tanecikli hesaplama	3WD, Trisecting-and-Acting, Tri-partition Decision Making, Üç Yönlü Kararlar
Të lidhura	3	2
Përmbledhja	Granular 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.