论文标题
MLR3Proba:用于生存分析中的机器学习的R包
mlr3proba: An R Package for Machine Learning in Survival Analysis
论文作者
论文摘要
随着过去几十年来机器学习变得越来越流行,用于实施这些模型的机器学习接口的数量也是如此。尽管存在许多R库用于机器学习,但很少有用于生存分析的扩展支持。考虑到它在医学,生物信息学,经济学,工程等领域的重要性,这是有问题的。 MLR3Proba提供了一个全面的机器学习界面,用于生存分析,并与MLR3的通用模型调整和基准测试设施联系起来,以提供系统的基础架构来生存建模和评估。
As machine learning has become increasingly popular over the last few decades, so too has the number of machine learning interfaces for implementing these models. Whilst many R libraries exist for machine learning, very few offer extended support for survival analysis. This is problematic considering its importance in fields like medicine, bioinformatics, economics, engineering, and more. mlr3proba provides a comprehensive machine learning interface for survival analysis and connects with mlr3's general model tuning and benchmarking facilities to provide a systematic infrastructure for survival modeling and evaluation.