We introduce the R package \CRANpkg{SIHR} for statistical inference in high-dimensional generalized linear models with continuous and binary outcomes. The package provides functionalities for constructing confidence intervals and performing hypothesis tests for low-dimensional objectives in both one-sample and two-sample regression settings. We illustrate the usage of \CRANpkg{SIHR} through numerical examples and present real data applications to demonstrate the package's performance and practicality.

翻译：我们介绍R包\CRANpkg{SIHR}，用于处理连续及二分类结果的高维广义线性模型中的统计推断。该软件包提供在单样本和双样本回归场景下为低维目标构建置信区间和执行假设检验的功能。我们通过数值示例说明\CRANpkg{SIHR}的用法，并展示实际数据应用以证明该软件包的性能与实用性。