Statistical Causal Discovery: LiNGAM Approach
This is the first book to provide a comprehensive introduction to a new semiparametric causal discovery approach known as LiNGAM, with the fundamental background needed to understand it. It offers a general overview of the basics of the LiNGAM approach for causal discovery, estimation principles, an...
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| Format: | eBook |
| Language: | English |
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Tokyo
Springer Japan
2022, 2022
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| Edition: | 1st ed. 2022 |
| Series: | JSS Research Series in Statistics
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| Subjects: | |
| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- Introduction
- Basic LiNGAM model
- Estimation of the basic LiNGAM model
- Evaluation of statistical reliability and model assumptions
- LiNGAM with hidden common causes
- Other extensions