SpamBase (5% of outliers version#01)
A data set representing emails classified as spam (outliers) or nonspam.
Download all data set variants used (25.4 MB). You can also access the original data. (spambase.data)
- Normalized, without duplicates
- Normalized, duplicates
- Not normalized, without duplicates
- Not normalized, duplicates
Normalized, without duplicates
This version contains 57 attributes, 2661 objects, 133 outliers (5.00%)
Download raw algorithm results (23.8 MB) Download raw algorithm evaluation table (72.3 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 1 | 0.15789 | 0.11359 | 0.13078 | 0.08505 | 0.22541 | 0.18466 | 0.75480 |
KNN | 2 | 0.15789 | 0.11359 | 0.13443 | 0.08889 | 0.22420 | 0.18338 | 0.76778 |
KNN | 3 | 0.16541 | 0.12151 | 0.13350 | 0.08792 | 0.21891 | 0.17781 | 0.76358 |
KNNW | 1 | 0.16541 | 0.12151 | 0.12858 | 0.08273 | 0.23111 | 0.19066 | 0.70679 |
KNNW | 4 | 0.15789 | 0.11359 | 0.13377 | 0.08819 | 0.23507 | 0.19482 | 0.75770 |
KNNW | 6 | 0.15038 | 0.10568 | 0.13180 | 0.08613 | 0.22932 | 0.18878 | 0.76011 |
LOF | 24 | 0.03759 | -0.01304 | 0.09561 | 0.04803 | 0.19804 | 0.15585 | 0.75289 |
LOF | 56 | 0.14286 | 0.09776 | 0.11032 | 0.06351 | 0.19676 | 0.15450 | 0.73196 |
LOF | 82 | 0.13534 | 0.08985 | 0.11771 | 0.07129 | 0.22115 | 0.18018 | 0.74682 |
LOF | 86 | 0.12782 | 0.08193 | 0.12087 | 0.07462 | 0.22005 | 0.17902 | 0.74664 |
SimplifiedLOF | 36 | 0.01504 | -0.03678 | 0.08618 | 0.03811 | 0.18880 | 0.14613 | 0.73006 |
SimplifiedLOF | 43 | 0.02256 | -0.02887 | 0.08462 | 0.03646 | 0.18969 | 0.14706 | 0.72528 |
SimplifiedLOF | 83 | 0.15038 | 0.10568 | 0.09694 | 0.04943 | 0.16912 | 0.12541 | 0.69795 |
SimplifiedLOF | 100 | 0.14286 | 0.09776 | 0.10101 | 0.05371 | 0.16946 | 0.12576 | 0.70185 |
LoOP | 88 | 0.15789 | 0.11359 | 0.11984 | 0.07353 | 0.19839 | 0.15621 | 0.74303 |
LoOP | 91 | 0.15038 | 0.10568 | 0.12053 | 0.07426 | 0.20070 | 0.15865 | 0.74464 |
LoOP | 94 | 0.15038 | 0.10568 | 0.12090 | 0.07465 | 0.19672 | 0.15446 | 0.74506 |
LoOP | 95 | 0.15038 | 0.10568 | 0.12213 | 0.07594 | 0.19617 | 0.15388 | 0.74446 |
LDOF | 44 | 0.09023 | 0.04236 | 0.09021 | 0.04235 | 0.17569 | 0.13232 | 0.71923 |
LDOF | 94 | 0.14286 | 0.09776 | 0.11873 | 0.07237 | 0.17149 | 0.12790 | 0.72193 |
LDOF | 99 | 0.15038 | 0.10568 | 0.11966 | 0.07334 | 0.17163 | 0.12805 | 0.71995 |
LDOF | 100 | 0.15038 | 0.10568 | 0.11984 | 0.07353 | 0.17343 | 0.12995 | 0.71993 |
ODIN | 8 | 0.11203 | 0.06531 | 0.07370 | 0.02496 | 0.12600 | 0.08002 | 0.62702 |
ODIN | 100 | 0.10526 | 0.05819 | 0.10157 | 0.05431 | 0.19113 | 0.14857 | 0.72643 |
FastABOD | 7 | 0.13534 | 0.08985 | 0.11504 | 0.06849 | 0.20935 | 0.16775 | 0.72464 |
FastABOD | 8 | 0.12782 | 0.08193 | 0.11522 | 0.06867 | 0.21561 | 0.17435 | 0.72561 |
FastABOD | 93 | 0.13534 | 0.08985 | 0.12248 | 0.07632 | 0.20068 | 0.15863 | 0.72117 |
KDEOS | 7 | 0.12030 | 0.07402 | 0.06744 | 0.01837 | 0.12537 | 0.07936 | 0.56414 |
KDEOS | 19 | 0.07519 | 0.02653 | 0.08297 | 0.03472 | 0.12731 | 0.08139 | 0.60604 |
KDEOS | 22 | 0.09023 | 0.04236 | 0.07493 | 0.02627 | 0.14118 | 0.09599 | 0.61658 |
KDEOS | 33 | 0.06015 | 0.01070 | 0.06716 | 0.01808 | 0.13427 | 0.08872 | 0.62789 |
LDF | 6 | 0.09774 | 0.05028 | 0.09947 | 0.05209 | 0.21311 | 0.17172 | 0.74468 |
LDF | 7 | 0.10526 | 0.05819 | 0.10592 | 0.05888 | 0.21266 | 0.17124 | 0.76915 |
LDF | 58 | 0.11278 | 0.06610 | 0.07043 | 0.02152 | 0.13029 | 0.08454 | 0.60203 |
INFLO | 49 | 0.14286 | 0.09776 | 0.10491 | 0.05782 | 0.18462 | 0.14172 | 0.72741 |
INFLO | 79 | 0.13534 | 0.08985 | 0.12472 | 0.07868 | 0.20998 | 0.16842 | 0.75345 |
INFLO | 89 | 0.12030 | 0.07402 | 0.12365 | 0.07754 | 0.21352 | 0.17215 | 0.75361 |
COF | 25 | 0.11278 | 0.06610 | 0.10587 | 0.05883 | 0.19970 | 0.15759 | 0.75403 |
COF | 31 | 0.09774 | 0.05028 | 0.10760 | 0.06065 | 0.22133 | 0.18037 | 0.75796 |
Plots
Normalized, duplicates
This version contains 57 attributes, 2934 objects, 146 outliers (4.98%)
Download raw algorithm results (24.2 MB) Download raw algorithm evaluation table (72.9 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 2 | 0.21918 | 0.17829 | 0.15918 | 0.11515 | 0.26369 | 0.22513 | 0.78709 |
KNN | 3 | 0.22603 | 0.18550 | 0.15638 | 0.11221 | 0.25709 | 0.21818 | 0.77905 |
KNNW | 5 | 0.21918 | 0.17829 | 0.15393 | 0.10963 | 0.26030 | 0.22157 | 0.77816 |
KNNW | 9 | 0.23288 | 0.19270 | 0.15480 | 0.11054 | 0.26884 | 0.23055 | 0.77417 |
KNNW | 10 | 0.22603 | 0.18550 | 0.15398 | 0.10967 | 0.27146 | 0.23331 | 0.77269 |
LOF | 13 | 0.08904 | 0.04134 | 0.09790 | 0.05066 | 0.20286 | 0.16111 | 0.74274 |
LOF | 14 | 0.08904 | 0.04134 | 0.09818 | 0.05096 | 0.20339 | 0.16167 | 0.74456 |
LOF | 15 | 0.08904 | 0.04134 | 0.09792 | 0.05068 | 0.20272 | 0.16097 | 0.74555 |
LOF | 35 | 0.01370 | -0.03795 | 0.09020 | 0.04256 | 0.21421 | 0.17306 | 0.72778 |
SimplifiedLOF | 14 | 0.06164 | 0.01250 | 0.08041 | 0.03226 | 0.16798 | 0.12441 | 0.69243 |
SimplifiedLOF | 35 | 0.01370 | -0.03795 | 0.08684 | 0.03902 | 0.20098 | 0.15914 | 0.72696 |
LoOP | 24 | 0.08904 | 0.04134 | 0.09720 | 0.04993 | 0.19304 | 0.15078 | 0.73517 |
LoOP | 26 | 0.09589 | 0.04854 | 0.09685 | 0.04956 | 0.18554 | 0.14289 | 0.73525 |
LoOP | 40 | 0.08904 | 0.04134 | 0.09411 | 0.04667 | 0.20153 | 0.15972 | 0.74120 |
LoOP | 59 | 0.06164 | 0.01250 | 0.09057 | 0.04295 | 0.20339 | 0.16167 | 0.73055 |
LDOF | 19 | 0.07534 | 0.02692 | 0.08205 | 0.03398 | 0.16500 | 0.12127 | 0.68980 |
LDOF | 51 | 0.06164 | 0.01250 | 0.09123 | 0.04364 | 0.20339 | 0.16167 | 0.73581 |
LDOF | 75 | 0.06164 | 0.01250 | 0.08948 | 0.04179 | 0.20548 | 0.16387 | 0.72330 |
LDOF | 88 | 0.06164 | 0.01250 | 0.09274 | 0.04523 | 0.19424 | 0.15204 | 0.71678 |
ODIN | 53 | 0.11136 | 0.06483 | 0.11088 | 0.06432 | 0.22831 | 0.18790 | 0.72173 |
ODIN | 62 | 0.10548 | 0.05864 | 0.11282 | 0.06636 | 0.23065 | 0.19036 | 0.71902 |
ODIN | 100 | 0.14173 | 0.09678 | 0.11609 | 0.06980 | 0.22265 | 0.18194 | 0.71747 |
FastABOD | 20 | 0.11644 | 0.07017 | 0.10584 | 0.05902 | 0.22083 | 0.18003 | 0.72413 |
FastABOD | 24 | 0.10959 | 0.06296 | 0.10612 | 0.05931 | 0.22458 | 0.18397 | 0.72415 |
FastABOD | 28 | 0.09589 | 0.04854 | 0.10607 | 0.05925 | 0.21811 | 0.17716 | 0.72448 |
FastABOD | 98 | 0.10274 | 0.05575 | 0.11340 | 0.06697 | 0.22294 | 0.18225 | 0.72339 |
KDEOS | 27 | 0.07534 | 0.02692 | 0.07117 | 0.02253 | 0.13866 | 0.09355 | 0.64484 |
KDEOS | 28 | 0.08219 | 0.03413 | 0.06986 | 0.02115 | 0.14069 | 0.09569 | 0.64341 |
KDEOS | 60 | 0.04110 | -0.00912 | 0.06750 | 0.01867 | 0.13839 | 0.09327 | 0.64668 |
KDEOS | 65 | 0.04110 | -0.00912 | 0.06720 | 0.01835 | 0.14085 | 0.09585 | 0.64390 |
LDF | 3 | 0.12329 | 0.07738 | 0.09362 | 0.04615 | 0.18529 | 0.14263 | 0.70970 |
LDF | 5 | 0.07534 | 0.02692 | 0.10773 | 0.06101 | 0.21785 | 0.17689 | 0.75484 |
LDF | 6 | 0.08219 | 0.03413 | 0.10670 | 0.05992 | 0.20859 | 0.16714 | 0.76039 |
INFLO | 12 | 0.08219 | 0.03413 | 0.09195 | 0.04440 | 0.17757 | 0.13450 | 0.72227 |
INFLO | 17 | 0.06849 | 0.01971 | 0.09446 | 0.04704 | 0.19464 | 0.15247 | 0.73939 |
INFLO | 21 | 0.02055 | -0.03074 | 0.09238 | 0.04485 | 0.19367 | 0.15144 | 0.74029 |
INFLO | 40 | 0.01370 | -0.03795 | 0.08780 | 0.04003 | 0.20457 | 0.16292 | 0.73029 |
COF | 24 | 0.10274 | 0.05575 | 0.09837 | 0.05116 | 0.20339 | 0.16167 | 0.73620 |
COF | 27 | 0.08904 | 0.04134 | 0.10290 | 0.05592 | 0.21259 | 0.17135 | 0.74586 |
COF | 28 | 0.07534 | 0.02692 | 0.10135 | 0.05429 | 0.20443 | 0.16277 | 0.74605 |
COF | 37 | 0.04110 | -0.00912 | 0.09909 | 0.05192 | 0.21889 | 0.17799 | 0.73837 |
Plots
Not normalized, without duplicates
This version contains 57 attributes, 2661 objects, 133 outliers (5.00%)
Download raw algorithm results (23.2 MB) Download raw algorithm evaluation table (67.7 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 1 | 0.27068 | 0.23231 | 0.24317 | 0.20336 | 0.31795 | 0.28207 | 0.77280 |
KNN | 2 | 0.27068 | 0.23231 | 0.24374 | 0.20395 | 0.31579 | 0.27979 | 0.77280 |
KNN | 5 | 0.27820 | 0.24022 | 0.22707 | 0.18641 | 0.30000 | 0.26317 | 0.76901 |
KNNW | 2 | 0.30075 | 0.26396 | 0.24923 | 0.20973 | 0.31132 | 0.27509 | 0.76442 |
KNNW | 3 | 0.27068 | 0.23231 | 0.25161 | 0.21224 | 0.32195 | 0.28628 | 0.76708 |
KNNW | 4 | 0.27068 | 0.23231 | 0.24851 | 0.20897 | 0.32039 | 0.28463 | 0.76909 |
LOF | 93 | 0.15038 | 0.10568 | 0.11435 | 0.06776 | 0.16000 | 0.11581 | 0.65771 |
LOF | 100 | 0.14286 | 0.09776 | 0.11642 | 0.06993 | 0.16453 | 0.12058 | 0.65943 |
SimplifiedLOF | 7 | 0.17293 | 0.12942 | 0.08902 | 0.04110 | 0.17358 | 0.13011 | 0.57657 |
SimplifiedLOF | 85 | 0.17293 | 0.12942 | 0.12187 | 0.07568 | 0.19828 | 0.15610 | 0.64551 |
SimplifiedLOF | 98 | 0.17293 | 0.12942 | 0.12543 | 0.07941 | 0.18584 | 0.14301 | 0.65142 |
SimplifiedLOF | 100 | 0.17293 | 0.12942 | 0.12528 | 0.07926 | 0.18750 | 0.14475 | 0.65213 |
LoOP | 11 | 0.13534 | 0.08985 | 0.07379 | 0.02506 | 0.14184 | 0.09670 | 0.57525 |
LoOP | 59 | 0.12782 | 0.08193 | 0.08764 | 0.03964 | 0.15094 | 0.10627 | 0.60498 |
LoOP | 99 | 0.12782 | 0.08193 | 0.09149 | 0.04370 | 0.13423 | 0.08868 | 0.61819 |
LDOF | 48 | 0.12782 | 0.08193 | 0.07034 | 0.02143 | 0.12830 | 0.08244 | 0.53674 |
LDOF | 80 | 0.12782 | 0.08193 | 0.07558 | 0.02695 | 0.14407 | 0.09904 | 0.54730 |
LDOF | 99 | 0.12030 | 0.07402 | 0.07819 | 0.02970 | 0.12613 | 0.08015 | 0.56342 |
LDOF | 100 | 0.11278 | 0.06610 | 0.07838 | 0.02989 | 0.12670 | 0.08075 | 0.56334 |
ODIN | 10 | 0.03603 | -0.01469 | 0.06031 | 0.01088 | 0.12105 | 0.07480 | 0.59757 |
ODIN | 38 | 0.06767 | 0.01862 | 0.05615 | 0.00649 | 0.11167 | 0.06493 | 0.55524 |
FastABOD | 5 | 0.27068 | 0.23231 | 0.23386 | 0.19356 | 0.28571 | 0.24814 | 0.78135 |
FastABOD | 6 | 0.27068 | 0.23231 | 0.23203 | 0.19163 | 0.28704 | 0.24953 | 0.78241 |
FastABOD | 20 | 0.28571 | 0.24814 | 0.22911 | 0.18855 | 0.28837 | 0.25093 | 0.78133 |
FastABOD | 72 | 0.28571 | 0.24814 | 0.22932 | 0.18878 | 0.29231 | 0.25508 | 0.78017 |
KDEOS | 16 | 0.09023 | 0.04236 | 0.06539 | 0.01622 | 0.13165 | 0.08597 | 0.59285 |
KDEOS | 47 | 0.06015 | 0.01070 | 0.06917 | 0.02020 | 0.13017 | 0.08441 | 0.61861 |
KDEOS | 91 | 0.06767 | 0.01862 | 0.06745 | 0.01839 | 0.14395 | 0.09891 | 0.62539 |
KDEOS | 93 | 0.06015 | 0.01070 | 0.06737 | 0.01831 | 0.14309 | 0.09801 | 0.62658 |
LDF | 73 | 0.24060 | 0.20065 | 0.16479 | 0.12085 | 0.25547 | 0.21630 | 0.70643 |
LDF | 77 | 0.24060 | 0.20065 | 0.16561 | 0.12171 | 0.24590 | 0.20623 | 0.70862 |
LDF | 90 | 0.24812 | 0.20856 | 0.16061 | 0.11645 | 0.24812 | 0.20856 | 0.71680 |
LDF | 100 | 0.23308 | 0.19273 | 0.15957 | 0.11536 | 0.24549 | 0.20579 | 0.72243 |
INFLO | 48 | 0.13534 | 0.08985 | 0.09322 | 0.04551 | 0.15743 | 0.11311 | 0.61320 |
INFLO | 94 | 0.11278 | 0.06610 | 0.10307 | 0.05588 | 0.17544 | 0.13206 | 0.64465 |
INFLO | 100 | 0.11278 | 0.06610 | 0.10508 | 0.05799 | 0.17502 | 0.13162 | 0.64093 |
COF | 62 | 0.20301 | 0.16108 | 0.14202 | 0.09688 | 0.21459 | 0.17327 | 0.67167 |
COF | 78 | 0.18797 | 0.14525 | 0.15051 | 0.10582 | 0.21622 | 0.17498 | 0.69386 |
COF | 95 | 0.20301 | 0.16108 | 0.15862 | 0.11435 | 0.21198 | 0.17052 | 0.69049 |
COF | 98 | 0.20301 | 0.16108 | 0.15831 | 0.11403 | 0.22222 | 0.18130 | 0.69241 |
Plots
Not normalized, duplicates
This version contains 57 attributes, 2934 objects, 146 outliers (4.98%)
Download raw algorithm results (23.9 MB) Download raw algorithm evaluation table (69.7 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 2 | 0.22603 | 0.18550 | 0.21170 | 0.17041 | 0.24324 | 0.20361 | 0.77930 |
KNN | 7 | 0.22603 | 0.18550 | 0.20521 | 0.16359 | 0.26196 | 0.22332 | 0.78425 |
KNNW | 3 | 0.21918 | 0.17829 | 0.21302 | 0.17180 | 0.26011 | 0.22136 | 0.78295 |
KNNW | 6 | 0.21918 | 0.17829 | 0.20768 | 0.16619 | 0.26601 | 0.22757 | 0.78401 |
KNNW | 8 | 0.21233 | 0.17108 | 0.20655 | 0.16500 | 0.25854 | 0.21971 | 0.78440 |
KNNW | 16 | 0.23973 | 0.19991 | 0.19497 | 0.15281 | 0.25116 | 0.21195 | 0.78197 |
LOF | 4 | 0.10274 | 0.05575 | 0.06066 | 0.01147 | 0.11374 | 0.06733 | 0.54798 |
LOF | 90 | 0.08219 | 0.03413 | 0.08879 | 0.04107 | 0.15400 | 0.10970 | 0.64349 |
LOF | 100 | 0.08904 | 0.04134 | 0.09269 | 0.04517 | 0.15293 | 0.10857 | 0.65351 |
SimplifiedLOF | 1 | 0.10274 | 0.05575 | 0.06185 | 0.01273 | 0.11720 | 0.07097 | 0.56468 |
SimplifiedLOF | 2 | 0.06849 | 0.01971 | 0.06513 | 0.01618 | 0.13597 | 0.09072 | 0.57898 |
SimplifiedLOF | 100 | 0.10274 | 0.05575 | 0.07915 | 0.03092 | 0.13141 | 0.08593 | 0.61219 |
LoOP | 1 | 0.10959 | 0.06296 | 0.06973 | 0.02102 | 0.12181 | 0.07582 | 0.57591 |
LoOP | 2 | 0.07534 | 0.02692 | 0.06799 | 0.01919 | 0.13848 | 0.09337 | 0.58783 |
LoOP | 100 | 0.08219 | 0.03413 | 0.06957 | 0.02084 | 0.12251 | 0.07656 | 0.59023 |
LDOF | 3 | 0.04795 | -0.00191 | 0.05748 | 0.00812 | 0.12944 | 0.08385 | 0.51006 |
LDOF | 53 | 0.08219 | 0.03413 | 0.05121 | 0.00153 | 0.09871 | 0.05151 | 0.49353 |
LDOF | 100 | 0.07534 | 0.02692 | 0.06115 | 0.01198 | 0.10941 | 0.06277 | 0.54095 |
ODIN | 2 | 0.06387 | 0.01485 | 0.06493 | 0.01596 | 0.12737 | 0.08167 | 0.61542 |
ODIN | 14 | 0.08998 | 0.04232 | 0.06135 | 0.01219 | 0.12309 | 0.07717 | 0.59127 |
FastABOD | 10 | 0.19863 | 0.15666 | 0.16041 | 0.11645 | 0.24742 | 0.20801 | 0.77975 |
FastABOD | 70 | 0.20548 | 0.16387 | 0.19610 | 0.15400 | 0.25000 | 0.21072 | 0.77812 |
FastABOD | 75 | 0.20548 | 0.16387 | 0.19672 | 0.15465 | 0.25118 | 0.21197 | 0.77805 |
FastABOD | 100 | 0.20548 | 0.16387 | 0.19715 | 0.15511 | 0.25086 | 0.21163 | 0.77817 |
KDEOS | 22 | 0.08219 | 0.03413 | 0.06250 | 0.01340 | 0.11765 | 0.07144 | 0.57022 |
KDEOS | 95 | 0.06849 | 0.01971 | 0.06974 | 0.02102 | 0.13025 | 0.08470 | 0.60252 |
KDEOS | 99 | 0.07534 | 0.02692 | 0.07057 | 0.02189 | 0.12914 | 0.08354 | 0.60309 |
LDF | 88 | 0.17123 | 0.12783 | 0.13036 | 0.08482 | 0.18502 | 0.14234 | 0.70644 |
LDF | 95 | 0.19178 | 0.14946 | 0.12635 | 0.08060 | 0.19512 | 0.15297 | 0.71565 |
LDF | 99 | 0.18493 | 0.14225 | 0.12681 | 0.08108 | 0.18815 | 0.14564 | 0.71990 |
INFLO | 3 | 0.09589 | 0.04854 | 0.06442 | 0.01543 | 0.12378 | 0.07789 | 0.56847 |
INFLO | 100 | 0.08904 | 0.04134 | 0.08671 | 0.03889 | 0.16775 | 0.12417 | 0.63395 |
COF | 89 | 0.08904 | 0.04134 | 0.08444 | 0.03649 | 0.15613 | 0.11194 | 0.64656 |
COF | 98 | 0.10274 | 0.05575 | 0.09791 | 0.05067 | 0.15631 | 0.11213 | 0.63698 |
COF | 99 | 0.10959 | 0.06296 | 0.09904 | 0.05186 | 0.15569 | 0.11147 | 0.64076 |
COF | 100 | 0.10959 | 0.06296 | 0.10039 | 0.05328 | 0.15310 | 0.10875 | 0.64370 |