블로그

/ AI & Machine Learning in Trading

페어 트레이딩 과 통계적 차익거래: AI 모델 for 시장중립 수익

2026-03-25 AI & Machine Learning in Trading
Pairs Trading
Statistical Arbitrage
Market Neutral
Cointegration

Pairs trading generates returns independent of market direction by exploiting temporary mispricings between related securities. Our AI at AI-Stock-Predictions.com identifies cointegrated pairs and optimal entry/exit thresholds.

Cointegration Testing

Our models test thousands of stock pairs for cointegration — a statistical relationship stronger than correlation. We use Johansen and Engle-Granger tests with adaptive lookback windows.

Dynamic Hedge Ratios

Static hedge ratios deteriorate over time. Our Kalman filter models continuously update hedge ratios to maintain dollar neutrality and minimize tracking error.

Entry and Exit Optimization

Z-score thresholds for entry and exit are optimized per pair based on historical mean-reversion speed, transaction costs, and recent spread volatility.

Pairs Dashboard

Explore active pairs trades at AI-Stock-Predictions.com.


관련 기사
지금 AI 주식 예측 받기

실시간 AI 주식 예측 앱 다운로드

Download on the App Store Get it on Google Play Get it from Microsoft Store