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Conditional probability条件概率Probability
Joint probability联合概率Probability
Marginal probability边际概率Probability
Independence独立性Probability
Mutual exclusivity互斥性Probability
Complement event互补事件Probability
Law of total probability全概率公式Probability
Multiplication rule乘法法则Probability
Chain rule链式法则Probability
Bayes’ theorem贝叶斯定理Bayesian Inference
Prior probability先验概率Bayesian Inference
Posterior probability后验概率Bayesian Inference
Likelihood似然Bayesian Inference
Evidence (marginal likelihood)证据(边缘似然)Bayesian Inference
Base rate (prevalence)基率(流行率)Bayesian Inference
Normalization constant归一化常数Bayesian Inference
Partition (exhaustive & mutually exclusive)划分(穷尽且互斥)Bayesian Inference
Positive predictive value (PPV)阳性预测值Diagnostic Metrics
Negative predictive value (NPV)阴性预测值Diagnostic Metrics
True positive rate (TPR, sensitivity)真阳性率(敏感度)Diagnostic Metrics
True negative rate (TNR, specificity)真阴性率(特异度)Diagnostic Metrics
False positive rate (FPR)假阳性率Diagnostic Metrics
False negative rate (FNR)假阴性率Diagnostic Metrics
Precision精确率Diagnostic Metrics
Recall召回率Diagnostic Metrics
Two-stage screening两阶段筛查Diagnostic Design
Confirmation test复核检测Diagnostic Design
Threshold (decision cutoff)阈值(判定界值)Decision Analytics
Decision rule决策规则Decision Analytics
Expected loss期望损失Decision Analytics
Opportunity cost机会成本Decision Analytics
Risk tolerance风险容忍度Decision Analytics
Posterior odds后验胜算Bayesian Inference
Odds ratio (OR)比值比Effect Size
Relative risk (RR)相对风险Effect Size
Base-rate shift基率漂移Data Drift
Prior shift先验漂移Data Drift
Uplift提升效应Causal/Marketing
Uplift modeling提升建模Causal/Marketing
Spillover effect溢出效应Experimental Design
Cluster randomization聚类随机化Experimental Design
Clustered standard errors聚类稳健标准误Experimental Design
Stratification分层(分层比较)Causal Inference
Simpson’s paradox辛普森悖论Causal Inference
Propensity score倾向评分Causal Inference
Doubly robust estimation双重稳健估计Causal Inference
Instrumental variable (IV)工具变量Causal Inference
Randomized controlled trial (RCT)随机对照试验Experimental Design
Treatment effect处理效应Causal Inference
Counterfactual反事实Causal Inference
Cannibalization自相残杀(内部蚕食)Marketing Analytics
Cross-selling交叉销售Marketing Analytics
Take rate采纳率 / 购买率Marketing Analytics
Lift curve提升曲线Marketing Analytics
Triage分流优先级Operations Analytics
Blacklist policy拉黑策略Risk Analytics
Early-warning indicator (KPI)预警指标(关键指标)Risk/Operations
Warranty reserve保修准备金Risk/Accounting Analytics
Recall probability (product)召回概率(产品)Quality/Risk
Safety stock安全库存Operations Analytics
Covariance of demand需求协方差Operations Analytics
Joint risk联合风险Risk Analytics
Fraud prevalence欺诈基率Risk Analytics
Two-stage audit两阶段审计Risk/Compliance
Posterior targeting后验目标选择Decision Analytics
Normalization by evidence基于证据的归一化Bayesian Inference
Independence test独立性检验Probability
Marginalization边缘化处理Bayesian Inference
Decision threshold optimization决策阈值优化Decision Analytics
Cost-sensitive evaluation成本敏感评估Decision Analytics
Prior elicitation先验获取(主观设定)Bayesian Inference
Posterior update后验更新Bayesian Inference
Evidence weighting证据加权Bayesian Inference
Joint distribution table联合分布表Probability
Contingency table列联表Probability
Dependence (positive/negative)相关性(正/负)Probability
Complement rule互补法则Probability
Conditional dependence条件相关Probability
Base-rate neglect基率忽视Behavioral/Analytics
Post-test probability检后概率Diagnostic Metrics
False discovery rate (FDR)发现错误率Multiple Testing
Type I error (alpha)一类错误(α)Hypothesis Testing
Type II error (beta)二类错误(β)Hypothesis Testing