This work considers the question of how convenient access to copious data impacts our ability to learn causal effects and relations. In what ways is learning causality in the era of big data different from -- or the same as -- the traditional one? To answer this question, this survey provides a comprehensive and structured review of both traditional and frontier methods in learning causality and relations along with the connections between causality and machine learning. This work points out on a case-by-case basis how big data facilitates, complicates, or motivates each approach.

Ruocheng Guo

Lu Cheng

Jundong Li

P. Richard Hahn

Huan Liu

ACM Computing Surveys

这些全面、易读的调查和辅导论文提供了文献导览，并向那些寻求以一种易于理解的方式学习其专业以外领域基础知识的人解释主题。计算调查 (CSUR) 中精心策划和介绍的介绍也是研究人员和专业人士发展观点和识别复杂技术趋势的绝佳方式。以新颖有趣的方式将现有和新兴技术（如机器学习）与各种科学和工程领域联系起来的贡献也受到欢迎。

ACM Computing Surveys is a journal that offers comprehensive and accessible survey and tutorial papers. These papers provide literature overviews and explain foundational knowledge in various fields in an easy-to-understand manner, making them ideal for those looking to broaden their expertise. The carefully curated introductions in Computing Surveys (CSUR) help researchers and professionals develop insights and identify complex technological trends. Contributions that connect existing and emerging technologies, such as machine learning, with various scientific and engineering domains in novel and engaging ways are also welcomed.

《ACM Computing Surveys》是一本提供全面、易读的调查和指导论文的期刊。这些论文不仅为读者提供文献导览，还以易于理解的方式解释了各个领域的基础知识，特别适合那些希望拓宽专业知识的人士。计算调查 (CSUR) 中精心策划的介绍部分，帮助研究人员和专业人士发展观点，识别复杂的技术趋势。此外，期刊也欢迎以新颖有趣的方式将现有和新兴技术（如机器学习）与各种科学和工程领域相结合的贡献。

ACM Comput. Surv.

A Survey of Learning Causality with Data

This survey provides a comprehensive and structured review of both traditional and frontier methods in learning causal effects and relations along with the connections between causality and machine learning.

Category	Quartile
计算机科学	1
计算机科学, 计算机理论方法	1

A Survey of Learning Causality with Data

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Journal Info

Category	Quartile
COMPUTER SCIENCE, THEORY & METHODS	1