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Decyzje trójdzielne×Rozumowanie oparte na przypadkach (CBR)×
DziedzinaObliczenia miękkieObliczenia miękkie
RodzinaMachine learningMachine learning
Rok powstania20101994
TwórcaYiyu YaoJanet Kolodner; Agnar Aamodt & Enric Plaza (R4 cycle)
TypDecision-theoretic classification frameworkExperience-based (analogical) problem solving
Źródło pierwotneYao, Y. (2010). Three-way decisions with probabilistic rough sets. Information Sciences, 180(3), 341–353. DOI ↗Aamodt, A., & Plaza, E. (1994). Case-based reasoning: Foundational issues, methodological variations, and system approaches. AI Communications, 7(1), 39–59. DOI ↗
Inne nazwy3WD, Trisecting-and-Acting, Tri-partition Decision Making, Üç Yönlü KararlarCBR, case-based reasoning cycle, analogy-based reasoning, vaka tabanlı akıl yürütme
Pokrewne22
PodsumowanieThree-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.Case-based reasoning solves a new problem by retrieving similar problems solved in the past and adapting their solutions, rather than reasoning from first principles or a trained statistical model. Formalized as the Retrieve-Reuse-Revise-Retain cycle by Aamodt and Plaza in 1994 and popularized by Janet Kolodner, CBR mirrors how human experts in medicine, law, and engineering reason by analogy from remembered cases, and it learns simply by storing each newly solved case.
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ScholarGatePorównaj metody: Three-Way Decisions · Case-Based Reasoning. Pobrano 2026-06-17 z https://scholargate.app/pl/compare