Non-Gaussian Methods for Causal Structure Learning
Sign Up to like & getrecommendations! Published in 2018 at "Prevention Science"
DOI: 10.1007/s11121-018-0901-x
Abstract: Causal structure learning is one of the most exciting new topics in the fields of machine learning and statistics. In many empirical sciences including prevention science, the causal mechanisms underlying various phenomena need to be… read more here.
Keywords: structure learning; non gaussian; causal; causal structure ... See more keywords
Normative commitments, causal structure, and policy disagreement
Sign Up to like & getrecommendations! Published in 2018 at "Synthese"
DOI: 10.1007/s11229-018-1775-y
Abstract: Recently, there has been a large amount of support for the idea that causal claims can be sensitive to normative considerations. Previous work has focused on the concept of actual causation, defending the claim that… read more here.
Keywords: policy; normative commitments; causal; causal structure ... See more keywords
A novel method for causal structure discovery from EHR data and its application to type-2 diabetes mellitus.
Sign Up to like & getrecommendations! Published in 2021 at "Scientific reports"
DOI: 10.1038/s41598-021-99990-7
Abstract: Modern AI-based clinical decision support models owe their success in part to the very large number of predictors they use. Safe and robust decision support, especially for intervention planning, requires causal, not associative, relationships. Traditional… read more here.
Keywords: data application; ehr data; causal; causal structure ... See more keywords
Identifying causality drivers and deriving governing equations of nonlinear complex systems.
Sign Up to like & getrecommendations! Published in 2022 at "Chaos"
DOI: 10.1063/5.0102250
Abstract: Identifying and describing the dynamics of complex systems is a central challenge in various areas of science, such as physics, finance, or climatology. While machine learning algorithms are increasingly overtaking traditional approaches, their inner workings… read more here.
Keywords: causal structure; identifying causality; governing equations; causality ... See more keywords
Causal structure of evaporating black holes
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DOI: 10.1088/1361-6382/aaf5f8
Abstract: We offer a mathematically rigorous basis for the widely held suspicion that full black hole evaporation is in tension with predictability. Based on conditions expressing the global causal structure of evaporating black hole spacetimes, we… read more here.
Keywords: structure evaporating; black holes; geometry; causal structure ... See more keywords
Prior-Knowledge-Driven Local Causal Structure Learning and Its Application on Causal Discovery Between Type 2 Diabetes and Bone Mineral Density
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.2994936
Abstract: Type 2 diabetes (T2DM), one of the most prevalent chronic diseases, affects the glucose metabolism of the human body, which decreases the quantity of life and brings a heavy burden on social medical care. Patients… read more here.
Keywords: knowledge; causal structure; local causal; prior knowledge ... See more keywords