From: The application of sparse estimation of covariance matrix to quadratic discriminant analysis
Methods | ISSC | ISDC | DSSC | DSDC |
---|---|---|---|---|
DLDA | 0.048 (0.015, 50) | 0.083 (0.015, 100) | 0.228 (0.02, 1025) | 0.217 (0.04, 1175) |
DQDA | 0.049 (0.021, 50) | 0.013 (0.007, 50) | 0.243 (0.025, 1400) | 0.214 (0.032, 825) |
NN | 0.056 (0.02, 100) | 0.424 (0.021, 50) | 0.27 (0.034, 575) | 0.112 (0.061, 475) |
SVM | 0.054 (0.029, 50) | 0.095 (0.024, 100) | 0.127 (0.047, 500) | 0.255 (0.05, 1050) |
SCRDA | 0.019 (0.036, 651) | 0.024 (0.012, 2089) | 0.217 (0.041, 587) | 0.241 (0.069, 317) |
RF | 0.109 (0.012, NA) | 0.038 (0.009, NA) | 0.262 (0.018, NA) | 0.21 (0.041, NA) |
SQDA | 0.005 (0.002, 300) | 0.001 (0.001, 300) | 0.108 (0.042, 200) | 0.001 (0.002, 400) |
DLDA2 | 0.002 (0.001, 600) | 0.04 (0.005, 500) | 0.224 (0.03, 700) | 0.217 (0.055, 600) |
DQDA2 | 0.003 (0.001, 500) | 0 (0.001, 600) | 0.231 (0.033, 600) | 0.224 (0.058, 400) |