Causal Deep Learning: Encouraging Impact on Real-world Problems Through Causality

Author:   Jeroen Berrevoets ,  Krzysztof Kacprzyk ,  Zhaozhi Qian ,  Mihaela van der Schaar
Publisher:   now publishers Inc
ISBN:  

9781638284000


Pages:   124
Publication Date:   01 August 2024
Format:   Paperback
Availability:   In Print   Availability explained
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Causal Deep Learning: Encouraging Impact on Real-world Problems Through Causality


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Author:   Jeroen Berrevoets ,  Krzysztof Kacprzyk ,  Zhaozhi Qian ,  Mihaela van der Schaar
Publisher:   now publishers Inc
Imprint:   now publishers Inc
Weight:   0.186kg
ISBN:  

9781638284000


ISBN 10:   1638284008
Pages:   124
Publication Date:   01 August 2024
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

1. Introduction 2. Background 3. CDL in 3 Dimensions: Structural, Parametric, and Temporal 4. Constructing and Testing Model Pipelines 5. Treatment Effects: An Illustrative Example Using CDL 6. Real-world Applications 7. Categorising CDL Methods 8. Using Methods 9. Conclusion and Guidelines for CDL Papers Acknowledgements References

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