From: Context based mixture model for cell phase identification in automated fluorescence microscopy
classifier | FR algorithm | Sensitivity (confidence Interval) (at 90% confidence level) | |||
---|---|---|---|---|---|
 |  | class 1 | Class 2 | class 3 | class 4 |
CBMM | PCA | 0.9390 (0.9100,0.9680) | 0.7602 (0.6786,0.8419) | 0.9526 (0.9196,0.9856) | 0.8575 (0.8026,0.9125) |
 | LDA | 0.9220 (0.8966,0.9773) | 0.7567 (0.8096,0.9237) | 0.9489 (0.9462,1.000) | 0.9460 (0.9101,0.9818) |
 | MMC | 0.9202 (0.8979,0.9425) | 0.7733 (0.6724,0.8742) | 0.9289 (0.9086,0.9491) | 0.8445 (0.7774,0.9116) |
 | SDAFS | 0.9203 (0.8733,0.9401) | 0.5537 (0.3536,0.4756) | 0.9588 (0.9367,0.9817) | 0.8786 (0.8191,0.9381) |
 | MIFS | 0.9067 (0.8733,0.9401) | 0.4146 (0.3536,0.4756) | 0.9592 (0.9367,0.9817) | 0.8786 (0.8191,0.9381) |
 | GA | 0.9234 (0.8869,0.9599) | 0.5812 (0.4748,0.6877) | 0.9611 (0.9344,0.9878) | 0.8743 (0.8273,0.9213) |
SVM | PCA | 0.8790 (0.8542,0.9038) | 0.8025 (0.7328,0.8722) | 0.9192 (0.9067,0.9317) | 0.8744 (0.8441,0.9047) |
 | LDA | 0.6254 (0.6128,0.6380) | NaN | 0.8411 (0.8185,0.8636) | NaN |
 | MMC | 0.8658 (0.8376,0.8941) | 0.7694 (0.7061,0.8238) | 0.8919 (0.8608,0.9230) | 0.8221 (0.7882,0.8560) |
 | SDAFS | 0.8731 (0.8519,0.8943) | 0.7767 (0.7043,0.8491) | 0.9267 (0.9086,0.9447) | 0.8966 (0.8734,0.9200) |
 | MIFS | 0.8819 (0.8607,0.9030) | 0.7814 (0.7113,0.8515) | 0.9421 (0.9247,0.9594) | 0.8899 (0.8640,0.9157) |
 | GA | 0.8936 (0.8727,0.9146) | 0.8332 (0.7689,0.8975) | 0.9439 (0.9263,0.9615) | 0.8852 (0.8480,0.9226) |
KNN | PCA | 0.8570 (0.8328,0.8811) | 0.8880 (0.8273,0.9488) | 0.9365 (0.9215,0.9515) | 0.8753 (0.8467,0.9041) |
 | LDA | 0.4596 (0.4455,0.4736) | 0.1751 (0.1406,0.2096) | 0.4189 (0.3650,0.4729) | 03689 (0.2580,0.4800) |
 | MMC | 0.8590 (0.8367,0.8812) | 0.9139 (0.8692,0.9587) | 0.9042 (0.8913,0.9171) | 0.8848 (0.8378,0.9318) |
 | SDAFS | 0.8556 (0.8389,0.8722) | 0.7410 (0.6738,0.8082) | 0.9308 (0.9088,0.9527) | 0.8958 (0.8776,0.9139) |
 | MIFS | 0.8533 (0.8368,0.8698) | 0.8312 (0.7372,0.9251) | 0.9314 (0.9159,0.9467) | 0.9027 (0.8740,0.9314) |
 | GA | 0.8741 (0.8556,0.8926) | 0.9557 (0.9121,0.9993) | 0.9198 (0.9017,0.9379) | 0.9223 (0.8890,0.9568) |
BPNN | PCA | 0.8493 (0.7781,0.9204) | 0.7500 (0.6490,0.8510) | 0.9321 (0.9056,0.9585) | 0.8177 (0.7701,0.8652) |
 | LDA | 0.7046 (0.6461,0.7631) | NaN | NaN | NaN |
 | MMC | 0.8277 (0.7852,0.8702) | NaN | 0.8407 (0.7881,0.8932) | 0.7505 (0.6789,0.8221) |
 | SDAFS | NaN | NaN | NaN | NaN |
 | MIFS | 0.8683 (0.8302,0.9064) | NaN | NaN | 0.7935 (0.6939,0.8932) |
 | GA | NaN | NaN | NaN | NaN |