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. 2018 Jun 6;15(6):797–806. doi: 10.1080/15476286.2018.1457935

Table 3.

The performance of all sub-models in external validation.

Model LncRNA feature Protein feature AUC ACC REC SPEC PPV F1 score TP FN FP TN
SVM Kmer Kmer 0.7351 0.5687 0.9629 0.1744 0.5384 0.6906 2628 101 2253 476
SVM Kmer AC 0.7172 0.5381 0.9728 0.1033 0.5203 0.6780 2655 74 2447 282
SVM Kmer PC-PseAAC-General 0.7326 0.6357 0.9278 0.3437 0.5857 0.7180 2532 197 1791 938
SVM DAC Kmer 0.7243 0.5122 0.9849 0.0395 0.5063 0.6688 2688 41 2621 108
SVM DAC AC 0.7495 0.5461 0.9589 0.1333 0.5252 0.6787 2617 112 2365 364
SVM DAC PC-PseAAC-General 0.7088 0.6416 0.8603 0.4228 0.5985 0.7059 2348 381 1575 1154
SVM PC-PseDNC-General Kmer 0.7446 0.5390 0.9703 0.1077 0.5209 0.6779 2648 81 2435 294
SVM PC-PseDNC-General AC 0.7340 0.5388 0.9681 0.1095 0.5208 0.6773 2642 87 2430 299
SVM PC-PseDNC-General PC-PseAAC-General 0.7433 0.6299 0.9234 0.3363 0.5818 0.7138 2520 209 1811 918
RF Kmer Kmer 0.8066 0.5344 0.9791 0.0897 0.5182 0.6777 2672 57 2484 245
RF Kmer AC 0.8089 0.5153 0.9893 0.0414 0.5079 0.6712 2700 29 2616 113
RF Kmer PC-PseAAC-General 0.8026 0.6227 0.9377 0.3078 0.5753 0.7131 2559 170 1889 840
RF DAC Kmer 0.7974 0.5732 0.9582 0.1883 0.5414 0.6918 2615 114 2215 514
RF DAC AC 0.7935 0.5472 0.9739 0.1205 0.5255 0.6826 2658 71 2400 329
RF DAC PC-PseAAC-General 0.7956 0.6143 0.9428 0.2858 0.5689 0.7096 2573 156 1949 780
RF PC-PseDNC-General Kmer 0.8106 0.5489 0.9721 0.1256 0.5264 0.6830 2653 76 2386 343
RF PC-PseDNC-General AC 0.8071 0.5164 0.9890 0.0439 0.5084 0.6716 2699 30 2609 120
RF PC-PseDNC-General PC-PseAAC-General 0.8036 0.6271 0.9369 0.3173 0.5785 0.7153 2557 172 1863 866
XGB Kmer Kmer 0.8032 0.6423 0.9391 0.3455 0.5893 0.7242 2563 166 1786 943
XGB Kmer AC 0.7930 0.6452 0.9292 0.3613 0.5926 0.7237 2536 193 1743 986
XGB Kmer PC-PseAAC-General 0.7971 0.6582 0.9270 0.3895 0.6029 0.7306 2530 199 1666 1063
XGB DAC Kmer 0.7938 0.6201 0.9483 0.2920 0.5725 0.7140 2588 141 1932 797
XGB DAC AC 0.8205 0.6311 0.9501 0.3122 0.5800 0.7203 2593 136 1877 852
XGB DAC PC-PseAAC-General 0.8046 0.6192 0.9468 0.2916 0.5720 0.7132 2584 145 1933 796
XGB PC-PseDNC-General Kmer 0.7875 0.6476 0.9380 0.3572 0.5934 0.7269 2560 169 1754 975
XGB PC-PseDNC-General AC 0.7776 0.6526 0.9201 0.3851 0.5994 0.7259 2511 218 1678 1051
XGB PC-PseDNC-General PC-PseAAC-General 0.7914 0.6575 0.9322 0.3829 0.6017 0.7313 2544 185 1684 1045