From: New neural network classification method for individuals ancestry prediction from SNPs data
Model & Embedding | Mean Misclassif. Error. (%) | # of free param. |
---|---|---|
Basic | 8.31±1.83 | 31.5M |
Raw end2end | 8.88±1.41 | 21.27K |
Random Projection | 9.03±1.20 | 10.1K |
SNP2Vec | 7.60±1.28 | 10.1K |
Per class histograms | 7.88±1.40 | 7.9K |
Basic with reconstruction | 7.76±1.38 | 63M |
Raw end2end with reconstruction | 8.28±1.92 | 227.3K |
Random Projection with reconstruction | 8.03±1.0.3 | 20.2K |
SNP2Vec with reconstruction | 7.88±0.72 | 20.2K |
Per class histograms with reconstruction | 7.44±0.45 | 15.8K |