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Tetard causal search algorithm
tetard causal search algorithm tetard causal search algorithm
Edited at 2019-10-24 09:15:13
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- Outline
causal search algorithm
1. Disallow potential common causes
1.1. FASK
Test：NULL Score: BDeu, conditional Gaussian, discrete BIC
1.2. FASK Concatenated
Test and Score are the same as 1.1
1.3. FGES
Test and Score are the same as 1.1
1.4. IMAGES continuous
Both Test and Score are NULL
1.5. IMAGES Discrete
Both Test and Score are NULL
1.6. LINGAM
Both Test and Score are NULL
1.7. PC ALL
Test: BDeu, chi-square, conditional Gaussian likelihood ratio, discrete BIC, G square root, polynomial logistic regression Wald Score：NULL
1.8. TsIMAGES
Test：NULL Score:BDeu
2. Allow for potential common causes
2.1. FCI
Test: BDeu, chi-square, conditional Gaussian likelihood ratio, discrete BIC, G square root, polynomial logistic regression Wald Score：NULL
2.2. GFCI
Test: BDeu, chi-square, conditional Gaussian likelihood ratio, discrete BIC, G square root, polynomial logistic regression Wald Score: BDeu, conditional Gaussian, discrete BIC
2.3. RFCI
Test: BDeu, chi-square, conditional Gaussian likelihood ratio, discrete BIC, G square root, polynomial logistic regression Wald Score：NULL
2.4. ikB
Test: BDeu, chi-square, conditional Gaussian likelihood ratio, discrete BIC, G square root, polynomial logistic regression Wald Score：NULL
2.5. ikB
Test: BDeu, chi-square, conditional Gaussian likelihood ratio, discrete BIC, G square root, polynomial logistic regression Wald Score: BDeu, conditional Gaussian, discrete BIC
3. Search Markov chain
3.1. FGES-MB
Test：NULL Score: BDeu, conditional Gaussian, discrete BIC
3.2. MBFS
Test: BDeu, chi-square, conditional Gaussian likelihood ratio, discrete BIC, G square root, polynomial logistic regression Wald Score：NULL
4. Generate undirected graph
4.1. FAS
Test: BDeu, chi-square, conditional Gaussian likelihood ratio, discrete BIC, G square root, polynomial logistic regression Wald Score：NULL
4.2. GLASSO
Both Test and Score are NULL
4.3. MGM
Both Test and Score are NULL
5. orient pairwise
5.1. R1
5.2. R2
5.3. R3
5.4. RSkew
5.5. RSkewE
5.6. Skew
5.7. SkewE
6. Search for the causal structure of latent variables
6.1. BPC
6.2. FOFC
6.3. FTF
6.4. MIMBuild