[G1-Sync] Manual knowledge update

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Antigravity Agent
2026-04-30 22:42:02 +09:00
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id: P-REINFORCE-AUTO-TSAN-001
id: [[P-Reinforce]]-AUTO-TSAN-001
category: "10_Wiki/💡 Topics/AI"
confidence_score: 0.95
tags: [auto-reinforced, time-series, forecasting, data-analysis, statistics]
tags: [auto-reinforced, time-series, forecasting, data-[[Analysis]], [[Statistics]]]
last_reinforced: 2026-04-20
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* **Residual (불규칙 요인/노이즈)**: 예측 불가능한 돌발 사건에 의한 변동.
2. **분석 방법론**:
* **Traditional**: ARIMA, SARIMA (통계적 모델).
* **Deep Learning**: LSTM, GRU (순차 데이터 기억), TCN (Temporal Convolutional Networks).
* **Modern AI**: Transformers 기반 시계열 예측 (Long-term context 확보).
* **Deep Learning**: [[LSTM]], GRU (순차 데이터 기억), TCN (Temporal Convolutional Networks).
* **Modern AI**: [[Transformers]] 기반 시계열 예측 (Long-term context 확보).
3. **적용 분야**:
* 주가 및 환율 예측, 수요 예측(공급망 관리), 기후 변화 시뮬레이션, IoT 센서 데이터의 이상 감지(Anomaly Detection).