SobolevSpaces

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'SobolevSpaces' is an ᴇᴅᴜᴛᴀɪɴᴍᴇɴᴛ channel popularizing a causal approach to health sciences. Whether for everyday life, business or government work, you will...

Latest Videos

Probability of benefit in clinical practice

Tutorial 2

The rationale of d-separation

Tutorial 1 Stratifying by common effect

Conditional Independence

Marginal Dependence

Marginal Independence

Common Effect

Stratifying on common effect

How Markov assumption links DAG to data

How to read causal diagrams

Nodes, arrows, and chains of dependency

Adjustment sets in causal analysis

Causal inference framework

Propensity score alters the number of outcomes

Reasoning

Common cause and common effects

How to describe independence and association

The inverse probability weighting creates pseudo populations

How inverse treatment probability makes treatment groups comparable

How to find treatment effects using potential outcome means

How to find treatment effects through adjustment

Pearl’s counterfactuals and their meaning

Pearl's (yet another) contribution

Counterfactual questions and data-driven answers

Expected outcomes for each unit

How to average stratum-specific effects

How stratification makes treatment groups comparable

How to define strata for the adjustment formula

Treatment effects through the back-door adjustment