Videos that show you how to use our tools and give you some deeper insight into causal discovery.
A 30-Minute Tutorial on Causal Modeling and Discovery
- A Brief Introduction to Causal Network Discovery from Biomedical & Clinical Data – overview of what Causal Discovery is, the purpose of causal discovery algorithms, an introduction to methods for discovering causal networks, and the available resources for discovering causal networks (27 Minutes)
A 2-Hour Workshop on Causal Modeling and Discovery
- Applying Computational Causal Discovery in Biomedicine – a video workshop (2 hours and 16 minutes)
- Workshop slides
- Cancer_Data.txt File
- College_Plans_Data.txt File
A Week Long Course on Causal Modeling and Discovery
- CCD Summer Short Course 2016: Day 1, AM Session, Part 1 – Gives an overview of the goals for the course and a basic working knowledge of graphical causal models.
- CCD Summer Short Course 2016: Day 1 AM Session, Part 2 – Explains modeling ideal interventions and their importance.
- CCD Summer Short Course 2016: Day 1 AM Session, Part 3 – Explains interventions and causal graphs and how pre-intervention graphs will look in the post-intervention graph.
- CCD Summer Short Course 2016: Day 1 AM Session, Part 4 – Using continuous variables and linear functions, this video explains structural equation models.
- CCD Summer Short Course 2016: Day 1 PM Session, Part 1 – Explains the roadmap for the afternoon part of the course and the way in which you can specify models.
- CCD Summer Short Course 2016: Day 1 PM Session, Part 2 – Looks at how to estimate the parameters of a model and how to do inference on those given models.
- CCD Summer Short Course 2016: Day 1 PM Session, Part 3 – Explains how to load in real data, how to specify an hypothesis, and how to test the hypothesis.
- CCD Summer Short Course 2016: Day 2 Part 1 – Gives an overview of the material to be covered this morning and how to use bridge principles (Markov Axiom and D-separation).
- CCD Summer Short Course 2016: Day 2 Part 2 – Looks at model equivalence and explains the difference between Pattern and PAG representations.
- CCD Summer Short Course 2016: Day 2 Part 3 – Explains the theory of search and examines d-separation.
- CCD Summer Short Course 2016: Day 3 Part 1 – Gives an overview of the third day and in-depth look at what happens in a search for Patterns.
- CCD Summer Short Course 2016: Day 3 Part 2 – Contrasts multiple regression vs model search.
- CCD Summer Short Course 2016: Day 3 Part 3 – Discusses a variety of additional issues in causal modeling and discovery
Tetrad Instructional Videos
- DataLoader – How to use the dataloader in Tetrad.
- Adding, Removing, and Reordering Data – How to use the different functions for your loaded data in Tetrad.
- Transforming Data – How to transform your data into something more useful in Tetrad