statistics-skills

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Original

English

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Chinese

Select the skill matching the user's need, then

read

its SKILL.md.

Skill	Description
bayesian-statistics-guide	Bayesian inference methods including prior selection, MCMC, and model comparison
data-anomaly-detection	Detect anomalies and outliers in research data using statistical methods
hypothesis-testing-guide	Statistical hypothesis testing, power analysis, and significance reporting
meta-analysis-guide	Conduct systematic meta-analyses with effect size pooling and heterogeneity
ml-experiment-tracker	Plan reproducible ML experiment runs with parameters and metrics tracking
modeling-strategy-guide	Strategic statistical modeling, experimentation, and causal inference
nonparametric-tests-guide	Apply Mann-Whitney, Kruskal-Wallis, and other nonparametric methods
power-analysis-guide	Sample size calculation and statistical power analysis guide
sem-guide	Structural equation modeling with latent variables guide
survival-analysis-guide	Conduct Kaplan-Meier, Cox regression, and time-to-event analyses

选择符合用户需求的技能，然后阅读其SKILL.md文件。

技能	描述
bayesian-statistics-guide	贝叶斯推断方法，包括先验选择、MCMC和模型比较
data-anomaly-detection	使用统计方法检测研究数据中的异常值和离群点
hypothesis-testing-guide	统计假设检验、功效分析和显著性报告
meta-analysis-guide	开展系统元分析，包括效应量合并和异质性分析
ml-experiment-tracker	规划可复现的ML实验运行，包含参数和指标追踪
modeling-strategy-guide	策略性统计建模、实验设计和因果推断
nonparametric-tests-guide	应用Mann-Whitney、Kruskal-Wallis等非参数检验方法
power-analysis-guide	样本量计算和统计功效分析指南
sem-guide	含潜变量的结构方程建模指南
survival-analysis-guide	开展Kaplan-Meier分析、Cox回归和时间-事件分析