Antigravity Agent
36 lines
1.0 KiB
Markdown
36 lines
1.0 KiB
Markdown
---
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id: wiki-2026-0508-gradient-boosting-machines
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title: Gradient Boosting Machines
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category: 10_Wiki/Topics
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status: duplicate
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canonical_id: wiki-2026-0508-ensemble-methods
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duplicate_of: "[[Ensemble-Methods]]"
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aliases: [GBM, gradient boosting, XGBoost, LightGBM, CatBoost]
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source_trust_level: A
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confidence_score: 0.97
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verification_status: redirected
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tags: [duplicate, gbm, ensemble, boosting]
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last_reinforced: 2026-05-10
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github_commit: pending
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---
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# Gradient Boosting Machines
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> **이 문서는 [[Ensemble-Methods]] 의 specialization 입니다.** Canonical 문서로 redirect.
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## 핵심 요약 (GBM-specific)
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- 매 sequential boosting (Friedman 1999).
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- 매 XGBoost (Chen 2016) — 매 production standard.
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- 매 LightGBM (Ke 2017) — 매 fastest.
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- 매 CatBoost — 매 categorical native.
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- 매 tabular ML 의 still SOTA (vs DL).
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## 🔗 Graph
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- 부모: [[Ensemble-Methods]] (canonical)
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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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