เปรียบเทียบวิธี
ดูวิธีที่เลือกเทียบกันแบบเคียงข้าง แถวที่ต่างกันจะถูกเน้นไว้
| ทฤษฎีหลักฐานของ Dempster-Shafer× | Case-Based Reasoning (CBR)× | |
|---|---|---|
| สาขาวิชา | การคำนวณแบบอ่อน | การคำนวณแบบอ่อน |
| ตระกูล | Machine learning | Machine learning |
| ปีกำเนิด≠ | 1976 | 1994 |
| ผู้ริเริ่ม≠ | Arthur P. Dempster & Glenn Shafer | Janet Kolodner; Agnar Aamodt & Enric Plaza (R4 cycle) |
| ประเภท≠ | Uncertainty calculus for combining evidence | Experience-based (analogical) problem solving |
| แหล่งต้นตำรับ≠ | Dempster, A. P. (1967). Upper and lower probabilities induced by a multivalued mapping. The Annals of Mathematical Statistics, 38(2), 325–339. DOI ↗ | Aamodt, A., & Plaza, E. (1994). Case-based reasoning: Foundational issues, methodological variations, and system approaches. AI Communications, 7(1), 39–59. DOI ↗ |
| ชื่อเรียกอื่น | evidence theory, belief functions, evidential reasoning, Dempster-Shafer kanıt teorisi | CBR, case-based reasoning cycle, analogy-based reasoning, vaka tabanlı akıl yürütme |
| ที่เกี่ยวข้อง≠ | 4 | 2 |
| สรุป≠ | Dempster-Shafer theory is a mathematical framework for reasoning under uncertainty that generalizes Bayesian probability by representing ignorance explicitly. Instead of forcing a single probability on each hypothesis, it assigns belief mass to sets of hypotheses and derives a belief-plausibility interval, and it provides Dempster's rule for fusing evidence from multiple independent sources. Developed from Arthur Dempster's 1967 work and Glenn Shafer's 1976 monograph, it underpins evidential reasoning and sensor/decision fusion. | 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. |
| ScholarGateชุดข้อมูล ↗ |
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