https://terms-en.ai-term-hub.com/zh/tags/causal-inference/Recent content in Causal Inference on 中文AI术语词典Hugozh-cnSat, 18 Jul 2026 11:44:45 +0000https://terms-en.ai-term-hub.com/zh/terms/bayesian_structural_time_series/Sat, 18 Jul 2026 11:09:03 +0000https://terms-en.ai-term-hub.com/zh/terms/bayesian_structural_time_series/<h2 id="definition">Definition</h2> <p>贝叶斯结构化时间序列（BSTS）模型将时间序列数据表示为可解释组件（如趋势、季节性和回归效应）之和，同时通过贝叶斯方法处理不确定性。这种方法允许对各个组件的影响进行单独推断，从而提供更透明的预测和因果分析。</p> <h3 id="summary">Summary</h3> <p>一种统计建模方法，利用贝叶斯推断将时间序列分解为可解释的组成部分。</p> <h2 id="key-concepts">Key Concepts</h2> <ul> <li>状态空间模型</li> <li>因果推断</li> <li>组件分解</li> <li>后验分布</li> </ul> <h2 id="use-cases">Use Cases</h2> <ul> <li>营销组合建模</li> <li>经济预测</li> <li>基于时间序列数据的A/B测试</li> </ul> <h2 id="related-terms">Related Terms</h2> <ul> <li><a href="https://terms-en.ai-term-hub.com/en/terms/kalman-filter-%E5%8D%A1%E5%B0%94%E6%9B%BC%E6%BB%A4%E6%B3%A2/">Kalman filter (卡尔曼滤波)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/structural-equation-modeling-%E7%BB%93%E6%9E%84%E6%96%B9%E7%A8%8B%E5%BB%BA%E6%A8%A1/">Structural equation modeling (结构方程建模)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/prophet-prophet%E7%AE%97%E6%B3%95/">Prophet (Prophet算法)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/var-models-%E5%90%91%E9%87%8F%E8%87%AA%E5%9B%9E%E5%BD%92%E6%A8%A1%E5%9E%8B/">VAR models (向量自回归模型)</a></li> </ul>