Causality

16 Oct 2023 (modified: 26 Jan 2024)PKU 2023 Fall CoRe SubmissionEveryoneRevisionsBibTeX
Keywords: Causality
Abstract: Causality, a profound force shaping our world, has intrigued scholars for centuries. This paper delves into the intricate realm of causality and its distinctiveness from mere covariation or association, highlighting the fundamental challenges of distinguishing between correlation and causation. This paper also examines the interplay of causality and time is a central theme, with a focus on causality's role in reconstructing past events and predicting future outcomes. Building a computational model for causal reasoning involves meticulous data collection, causal discovery through constraint-based and score-based algorithms, and the construction of causal graphs.
Submission Number: 68
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