36 lines
1.2 KiB
Markdown
36 lines
1.2 KiB
Markdown
---
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id: wiki-2026-0508-uncertainty-quantification
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title: Uncertainty Quantification
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category: 10_Wiki/Topics
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status: duplicate
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canonical_id: epistemic-uncertainty
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duplicate_of: "[[Epistemic-Uncertainty]]"
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aliases: [UQ]
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source_trust_level: A
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confidence_score: 0.9
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verification_status: redirected
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tags: [duplicate, uncertainty, ml]
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last_reinforced: 2026-05-10
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github_commit: pending
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---
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# Uncertainty Quantification
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> **이 문서는 [[Epistemic-Uncertainty]] 의 중복본입니다.** Canonical 문서로 redirect.
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## 핵심 요약 (specialization aspects)
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- **UQ scope**: 매 epistemic (model uncertainty, reducible) + aleatoric (data noise, irreducible) 의 통합 frame.
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- **Methods**: MC dropout, deep ensembles, conformal prediction, Bayesian NN, evidential learning.
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- **2026 state**: conformal prediction 의 distribution-free guarantee 가 production default.
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- 매 epistemic 단독 deep dive 의 X — 매 [[Epistemic-Uncertainty]] 참조.
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## 🔗 Graph
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- 부모: [[Epistemic-Uncertainty]] (canonical)
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- Adjacent: [[Aleatoric-Uncertainty]] · [[Conformal-Prediction]] · [[Bayesian-Deep-Learning]]
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## 🕓 변경 이력
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| 날짜 | 변경 |
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|---|---|
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| 2026-05-08 | Phase 1 |
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| 2026-05-10 | 중복 처리 — canonical 문서로 redirect |
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