Practice Causal Graphs And Dags (10.1.2) - Causality & Domain Adaptation
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Causal Graphs and DAGs

Practice - Causal Graphs and DAGs

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What does DAG stand for?

💡 Hint: Think about the direction and cycles in graphical representations.

Question 2 Easy

What do nodes represent in a DAG?

💡 Hint: Consider what components make up a graph.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does a directed edge in a DAG indicate?

Causation
Correlation
Independence

💡 Hint: Think about the directionality that gives it meaning.

Question 2

Is d-separation used to establish conditional independence?

True
False

💡 Hint: Remember the connection between d-separation and independence.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Create a DAG that illustrates the relationship between education level, job opportunities, and income. Discuss the causal pathways.

💡 Hint: Consider how changes in the education level might flow through job opportunities to affect income.

Challenge 2 Hard

Evaluate the impact of controlling for a third variable in a potential confounding scenario using a DAG. What happens to the observed relationships?

💡 Hint: Identify which variable serves to obscure true relationships in the absence of control.

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Reference links

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