Cardiotocography (2% of outliers version#10)
Data set related to heart diseases. It describes 3 classes: normal, suspect, or pathological. Normal patients are treated as inliers and the remaining as outliers.
Download all data set variants used (8.8 MB). You can also access the original data. (CTG.xls)
- Normalized, without duplicates
- Normalized, duplicates
- Not normalized, without duplicates
- Not normalized, duplicates
Normalized, without duplicates
This version contains 21 attributes, 1681 objects, 33 outliers (1.96%)
Download raw algorithm results (14.6 MB) Download raw algorithm evaluation table (54.9 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 | 1 | 0.21212 | 0.19634 | 0.16396 | 0.14722 | 0.25000 | 0.23498 | 0.76058 |
KNN | 100 | 0.15152 | 0.13452 | 0.13449 | 0.11715 | 0.17544 | 0.15893 | 0.76153 |
KNNW | 1 | 0.21212 | 0.19634 | 0.17152 | 0.15493 | 0.27907 | 0.26463 | 0.75135 |
KNNW | 2 | 0.21212 | 0.19634 | 0.17126 | 0.15466 | 0.27273 | 0.25816 | 0.76723 |
LOF | 6 | 0.24242 | 0.22725 | 0.18103 | 0.16463 | 0.28571 | 0.27141 | 0.74998 |
LOF | 7 | 0.24242 | 0.22725 | 0.18831 | 0.17205 | 0.27451 | 0.25998 | 0.76589 |
LOF | 23 | 0.18182 | 0.16543 | 0.15601 | 0.13911 | 0.29268 | 0.27852 | 0.76927 |
LOF | 33 | 0.18182 | 0.16543 | 0.14698 | 0.12990 | 0.27273 | 0.25816 | 0.78714 |
SimplifiedLOF | 6 | 0.24242 | 0.22725 | 0.16352 | 0.14677 | 0.32000 | 0.30638 | 0.73204 |
SimplifiedLOF | 9 | 0.27273 | 0.25816 | 0.19254 | 0.17638 | 0.31579 | 0.30209 | 0.76458 |
SimplifiedLOF | 17 | 0.24242 | 0.22725 | 0.16756 | 0.15089 | 0.26415 | 0.24942 | 0.79043 |
LoOP | 8 | 0.27273 | 0.25816 | 0.16304 | 0.14628 | 0.27273 | 0.25816 | 0.75456 |
LoOP | 9 | 0.27273 | 0.25816 | 0.17252 | 0.15595 | 0.28947 | 0.27525 | 0.76234 |
LoOP | 10 | 0.24242 | 0.22725 | 0.17059 | 0.15398 | 0.29167 | 0.27748 | 0.76131 |
LoOP | 100 | 0.18182 | 0.16543 | 0.11155 | 0.09376 | 0.20408 | 0.18814 | 0.77878 |
LDOF | 14 | 0.24242 | 0.22725 | 0.12782 | 0.11036 | 0.25397 | 0.23903 | 0.73078 |
LDOF | 15 | 0.24242 | 0.22725 | 0.12393 | 0.10639 | 0.28070 | 0.26630 | 0.73924 |
LDOF | 16 | 0.24242 | 0.22725 | 0.13211 | 0.11473 | 0.25641 | 0.24152 | 0.74901 |
LDOF | 20 | 0.18182 | 0.16543 | 0.12130 | 0.10370 | 0.25000 | 0.23498 | 0.77946 |
ODIN | 15 | 0.21455 | 0.19882 | 0.11250 | 0.09473 | 0.23077 | 0.21537 | 0.73154 |
ODIN | 84 | 0.18182 | 0.16543 | 0.14776 | 0.13070 | 0.27273 | 0.25816 | 0.76135 |
ODIN | 85 | 0.18182 | 0.16543 | 0.14798 | 0.13092 | 0.27273 | 0.25816 | 0.76350 |
ODIN | 100 | 0.18182 | 0.16543 | 0.13160 | 0.11421 | 0.26087 | 0.24607 | 0.76927 |
FastABOD | 6 | 0.24242 | 0.22725 | 0.14371 | 0.12656 | 0.26866 | 0.25401 | 0.81244 |
FastABOD | 10 | 0.24242 | 0.22725 | 0.15527 | 0.13836 | 0.25714 | 0.24227 | 0.80544 |
KDEOS | 20 | 0.06061 | 0.04180 | 0.10535 | 0.08743 | 0.11579 | 0.09808 | 0.72906 |
KDEOS | 53 | 0.15152 | 0.13452 | 0.05893 | 0.04009 | 0.15385 | 0.13690 | 0.72786 |
KDEOS | 64 | 0.12121 | 0.10362 | 0.06474 | 0.04601 | 0.17391 | 0.15737 | 0.73748 |
KDEOS | 100 | 0.12121 | 0.10362 | 0.07369 | 0.05514 | 0.12698 | 0.10950 | 0.74941 |
LDF | 13 | 0.12121 | 0.10362 | 0.06386 | 0.04511 | 0.14953 | 0.13250 | 0.76401 |
LDF | 57 | 0.21212 | 0.19634 | 0.11926 | 0.10163 | 0.21538 | 0.19967 | 0.75655 |
LDF | 100 | 0.21212 | 0.19634 | 0.13752 | 0.12025 | 0.25926 | 0.24443 | 0.75182 |
INFLO | 5 | 0.24242 | 0.22725 | 0.16351 | 0.14675 | 0.28000 | 0.26558 | 0.73652 |
INFLO | 11 | 0.21212 | 0.19634 | 0.16653 | 0.14984 | 0.29167 | 0.27748 | 0.77336 |
INFLO | 36 | 0.18182 | 0.16543 | 0.13527 | 0.11796 | 0.25000 | 0.23498 | 0.79718 |
COF | 6 | 0.27273 | 0.25816 | 0.16856 | 0.15192 | 0.28571 | 0.27141 | 0.75696 |
COF | 9 | 0.24242 | 0.22725 | 0.24765 | 0.23259 | 0.33333 | 0.31998 | 0.80128 |
COF | 18 | 0.27273 | 0.25816 | 0.19862 | 0.18257 | 0.33962 | 0.32640 | 0.75818 |
Plots
Normalized, duplicates
This version contains 21 attributes, 1688 objects, 33 outliers (1.95%)
Download raw algorithm results (14.6 MB) Download raw algorithm evaluation table (59.4 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 | 0.24242 | 0.22732 | 0.21445 | 0.19879 | 0.30435 | 0.29048 | 0.76596 |
KNN | 2 | 0.27273 | 0.25823 | 0.18486 | 0.16860 | 0.27451 | 0.26004 | 0.75575 |
KNNW | 1 | 0.24242 | 0.22732 | 0.20805 | 0.19226 | 0.32000 | 0.30644 | 0.71490 |
KNNW | 2 | 0.24242 | 0.22732 | 0.21850 | 0.20291 | 0.32000 | 0.30644 | 0.75709 |
KNNW | 3 | 0.24242 | 0.22732 | 0.21212 | 0.19642 | 0.31373 | 0.30004 | 0.76090 |
LOF | 4 | 0.36364 | 0.35095 | 0.20340 | 0.18752 | 0.41558 | 0.40393 | 0.74733 |
LOF | 5 | 0.36364 | 0.35095 | 0.21439 | 0.19873 | 0.43243 | 0.42112 | 0.75301 |
LOF | 96 | 0.21212 | 0.19641 | 0.10985 | 0.09210 | 0.21212 | 0.19641 | 0.78410 |
SimplifiedLOF | 6 | 0.27273 | 0.25823 | 0.16922 | 0.15266 | 0.36364 | 0.35095 | 0.75912 |
SimplifiedLOF | 9 | 0.33333 | 0.32004 | 0.22088 | 0.20535 | 0.34286 | 0.32975 | 0.76002 |
SimplifiedLOF | 96 | 0.15152 | 0.13460 | 0.10881 | 0.09104 | 0.19737 | 0.18136 | 0.77877 |
LoOP | 5 | 0.33333 | 0.32004 | 0.16491 | 0.14826 | 0.36842 | 0.35583 | 0.74244 |
LoOP | 9 | 0.33333 | 0.32004 | 0.19999 | 0.18403 | 0.35484 | 0.34197 | 0.75261 |
LoOP | 93 | 0.15152 | 0.13460 | 0.11517 | 0.09752 | 0.20690 | 0.19108 | 0.77394 |
LDOF | 8 | 0.27273 | 0.25823 | 0.13313 | 0.11584 | 0.29032 | 0.27617 | 0.69879 |
LDOF | 18 | 0.21212 | 0.19641 | 0.16005 | 0.14331 | 0.25926 | 0.24449 | 0.75929 |
LDOF | 31 | 0.24242 | 0.22732 | 0.18742 | 0.17122 | 0.26531 | 0.25066 | 0.74618 |
ODIN | 18 | 0.33333 | 0.32004 | 0.18780 | 0.17160 | 0.33333 | 0.32004 | 0.73729 |
ODIN | 19 | 0.33670 | 0.32347 | 0.17733 | 0.16092 | 0.34286 | 0.32975 | 0.74037 |
ODIN | 100 | 0.10909 | 0.09133 | 0.13184 | 0.11453 | 0.21622 | 0.20059 | 0.77581 |
FastABOD | 5 | 0.27273 | 0.25823 | 0.18396 | 0.16769 | 0.29412 | 0.28004 | 0.80001 |
FastABOD | 7 | 0.24242 | 0.22732 | 0.13976 | 0.12261 | 0.29630 | 0.28226 | 0.79538 |
FastABOD | 17 | 0.24242 | 0.22732 | 0.13918 | 0.12202 | 0.27119 | 0.25665 | 0.80570 |
KDEOS | 40 | 0.09091 | 0.07278 | 0.07802 | 0.05964 | 0.20619 | 0.19036 | 0.73776 |
KDEOS | 44 | 0.12121 | 0.10369 | 0.07110 | 0.05257 | 0.21176 | 0.19605 | 0.73310 |
KDEOS | 66 | 0.15152 | 0.13460 | 0.06716 | 0.04856 | 0.16129 | 0.14457 | 0.74246 |
KDEOS | 97 | 0.09091 | 0.07278 | 0.07099 | 0.05246 | 0.14815 | 0.13116 | 0.75304 |
LDF | 2 | 0.15152 | 0.13460 | 0.11236 | 0.09466 | 0.26263 | 0.24792 | 0.77361 |
LDF | 78 | 0.27273 | 0.25823 | 0.16933 | 0.15276 | 0.28070 | 0.26636 | 0.74898 |
LDF | 94 | 0.27273 | 0.25823 | 0.22961 | 0.21425 | 0.31579 | 0.30215 | 0.75174 |
LDF | 99 | 0.27273 | 0.25823 | 0.24895 | 0.23397 | 0.31034 | 0.29659 | 0.75367 |
INFLO | 5 | 0.33333 | 0.32004 | 0.17992 | 0.16357 | 0.34783 | 0.33482 | 0.75655 |
INFLO | 6 | 0.27273 | 0.25823 | 0.18417 | 0.16790 | 0.34211 | 0.32899 | 0.78609 |
INFLO | 8 | 0.24242 | 0.22732 | 0.20429 | 0.18842 | 0.27368 | 0.25920 | 0.76035 |
COF | 5 | 0.27273 | 0.25823 | 0.20005 | 0.18410 | 0.31915 | 0.30557 | 0.76251 |
COF | 6 | 0.27273 | 0.25823 | 0.19382 | 0.17774 | 0.31373 | 0.30004 | 0.77226 |
COF | 7 | 0.27273 | 0.25823 | 0.23443 | 0.21916 | 0.32558 | 0.31213 | 0.76241 |
COF | 9 | 0.27273 | 0.25823 | 0.24417 | 0.22910 | 0.32143 | 0.30790 | 0.77035 |
Plots
Not normalized, without duplicates
This version contains 21 attributes, 1681 objects, 33 outliers (1.96%)
Download raw algorithm results (14.5 MB) Download raw algorithm evaluation table (55.7 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 | 0.15152 | 0.13452 | 0.10357 | 0.08561 | 0.18182 | 0.16543 | 0.78205 |
KNN | 2 | 0.18182 | 0.16543 | 0.09325 | 0.07509 | 0.18182 | 0.16543 | 0.77441 |
KNNW | 1 | 0.15152 | 0.13452 | 0.14636 | 0.12926 | 0.18824 | 0.17198 | 0.82705 |
KNNW | 2 | 0.15152 | 0.13452 | 0.13757 | 0.12031 | 0.19444 | 0.17831 | 0.80932 |
LOF | 8 | 0.21212 | 0.19634 | 0.10153 | 0.08353 | 0.22222 | 0.20665 | 0.73656 |
LOF | 12 | 0.21212 | 0.19634 | 0.10580 | 0.08789 | 0.24138 | 0.22619 | 0.79943 |
LOF | 15 | 0.15152 | 0.13452 | 0.15913 | 0.14229 | 0.20833 | 0.19248 | 0.77835 |
LOF | 100 | 0.12121 | 0.10362 | 0.07560 | 0.05709 | 0.14035 | 0.12314 | 0.81857 |
SimplifiedLOF | 12 | 0.24242 | 0.22725 | 0.11877 | 0.10112 | 0.26230 | 0.24752 | 0.77006 |
SimplifiedLOF | 16 | 0.21212 | 0.19634 | 0.13362 | 0.11627 | 0.29167 | 0.27748 | 0.77493 |
SimplifiedLOF | 17 | 0.24242 | 0.22725 | 0.13369 | 0.11634 | 0.29167 | 0.27748 | 0.77982 |
SimplifiedLOF | 100 | 0.12121 | 0.10362 | 0.07629 | 0.05779 | 0.15385 | 0.13690 | 0.79944 |
LoOP | 12 | 0.21212 | 0.19634 | 0.12856 | 0.11111 | 0.25714 | 0.24227 | 0.76850 |
LoOP | 13 | 0.24242 | 0.22725 | 0.12321 | 0.10565 | 0.26471 | 0.24998 | 0.76362 |
LoOP | 14 | 0.24242 | 0.22725 | 0.12245 | 0.10488 | 0.28070 | 0.26630 | 0.76037 |
LoOP | 100 | 0.15152 | 0.13452 | 0.07836 | 0.05991 | 0.16000 | 0.14318 | 0.78761 |
LDOF | 12 | 0.18182 | 0.16543 | 0.12616 | 0.10866 | 0.18462 | 0.16829 | 0.69782 |
LDOF | 19 | 0.21212 | 0.19634 | 0.11538 | 0.09767 | 0.24490 | 0.22978 | 0.74619 |
LDOF | 87 | 0.15152 | 0.13452 | 0.09237 | 0.07419 | 0.18919 | 0.17295 | 0.79446 |
ODIN | 6 | 0.19209 | 0.17591 | 0.07982 | 0.06139 | 0.19355 | 0.17740 | 0.72126 |
ODIN | 29 | 0.15152 | 0.13452 | 0.12263 | 0.10506 | 0.24390 | 0.22876 | 0.72190 |
ODIN | 91 | 0.12121 | 0.10362 | 0.15047 | 0.13346 | 0.17021 | 0.15360 | 0.78183 |
ODIN | 99 | 0.12121 | 0.10362 | 0.14314 | 0.12598 | 0.16216 | 0.14539 | 0.78665 |
FastABOD | 4 | 0.27273 | 0.25816 | 0.21237 | 0.19660 | 0.30508 | 0.29117 | 0.82396 |
KDEOS | 57 | 0.09091 | 0.07271 | 0.08457 | 0.06624 | 0.11245 | 0.09468 | 0.77063 |
KDEOS | 78 | 0.09091 | 0.07271 | 0.10010 | 0.08208 | 0.11111 | 0.09331 | 0.77637 |
KDEOS | 81 | 0.06061 | 0.04180 | 0.09266 | 0.07449 | 0.11702 | 0.09934 | 0.77800 |
KDEOS | 99 | 0.06061 | 0.04180 | 0.08913 | 0.07089 | 0.13665 | 0.11936 | 0.77076 |
LDF | 9 | 0.21212 | 0.19634 | 0.11959 | 0.10196 | 0.26923 | 0.25460 | 0.74079 |
LDF | 11 | 0.12121 | 0.10362 | 0.12735 | 0.10988 | 0.16667 | 0.14998 | 0.75662 |
LDF | 93 | 0.12121 | 0.10362 | 0.07620 | 0.05770 | 0.15584 | 0.13894 | 0.81270 |
INFLO | 3 | 0.18182 | 0.16543 | 0.12391 | 0.10636 | 0.21918 | 0.20354 | 0.82187 |
INFLO | 9 | 0.21212 | 0.19634 | 0.13706 | 0.11978 | 0.22581 | 0.21030 | 0.74448 |
INFLO | 11 | 0.18182 | 0.16543 | 0.13839 | 0.12114 | 0.25000 | 0.23498 | 0.71002 |
INFLO | 23 | 0.21212 | 0.19634 | 0.12851 | 0.11106 | 0.26087 | 0.24607 | 0.74288 |
COF | 5 | 0.12121 | 0.10362 | 0.10663 | 0.08874 | 0.17323 | 0.15667 | 0.78725 |
COF | 11 | 0.18182 | 0.16543 | 0.10178 | 0.08380 | 0.22642 | 0.21092 | 0.72959 |
COF | 12 | 0.21212 | 0.19634 | 0.11491 | 0.09719 | 0.22581 | 0.21030 | 0.70673 |
COF | 32 | 0.12121 | 0.10362 | 0.16178 | 0.14500 | 0.20000 | 0.18398 | 0.71631 |
Plots
Not normalized, duplicates
This version contains 21 attributes, 1688 objects, 33 outliers (1.95%)
Download raw algorithm results (14.5 MB) Download raw algorithm evaluation table (58.1 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 | 0.15152 | 0.13460 | 0.09464 | 0.07659 | 0.18919 | 0.17302 | 0.77597 |
KNN | 2 | 0.21212 | 0.19641 | 0.10199 | 0.08409 | 0.22581 | 0.21037 | 0.75423 |
KNNW | 1 | 0.21212 | 0.19641 | 0.10432 | 0.08646 | 0.23077 | 0.21543 | 0.71924 |
KNNW | 2 | 0.21212 | 0.19641 | 0.10845 | 0.09067 | 0.21212 | 0.19641 | 0.76813 |
KNNW | 4 | 0.21212 | 0.19641 | 0.10209 | 0.08419 | 0.23529 | 0.22005 | 0.76181 |
LOF | 8 | 0.30303 | 0.28913 | 0.17143 | 0.15491 | 0.31250 | 0.29879 | 0.77503 |
LOF | 9 | 0.30303 | 0.28913 | 0.18127 | 0.16494 | 0.32836 | 0.31497 | 0.78851 |
LOF | 11 | 0.27273 | 0.25823 | 0.16730 | 0.15070 | 0.29508 | 0.28103 | 0.80658 |
LOF | 14 | 0.21212 | 0.19641 | 0.19406 | 0.17799 | 0.22222 | 0.20671 | 0.76793 |
SimplifiedLOF | 12 | 0.27273 | 0.25823 | 0.16484 | 0.14819 | 0.29091 | 0.27677 | 0.78818 |
SimplifiedLOF | 14 | 0.27273 | 0.25823 | 0.16397 | 0.14730 | 0.31579 | 0.30215 | 0.79699 |
LoOP | 9 | 0.24242 | 0.22732 | 0.14804 | 0.13105 | 0.25397 | 0.23909 | 0.79733 |
LoOP | 13 | 0.27273 | 0.25823 | 0.15623 | 0.13940 | 0.29091 | 0.27677 | 0.79406 |
LoOP | 14 | 0.27273 | 0.25823 | 0.15734 | 0.14054 | 0.32727 | 0.31386 | 0.79440 |
LoOP | 15 | 0.27273 | 0.25823 | 0.15786 | 0.14107 | 0.32143 | 0.30790 | 0.79385 |
LDOF | 17 | 0.36364 | 0.35095 | 0.14880 | 0.13182 | 0.36620 | 0.35356 | 0.75321 |
ODIN | 7 | 0.10000 | 0.08205 | 0.06575 | 0.04712 | 0.14054 | 0.12340 | 0.78869 |
ODIN | 26 | 0.22314 | 0.20765 | 0.15858 | 0.14180 | 0.31818 | 0.30459 | 0.71381 |
ODIN | 27 | 0.22576 | 0.21032 | 0.15893 | 0.14216 | 0.31818 | 0.30459 | 0.71103 |
ODIN | 87 | 0.18182 | 0.16550 | 0.20462 | 0.18876 | 0.25641 | 0.24158 | 0.75527 |
FastABOD | 4 | 0.21212 | 0.19641 | 0.11837 | 0.10079 | 0.25352 | 0.23864 | 0.78521 |
FastABOD | 6 | 0.21212 | 0.19641 | 0.11845 | 0.10087 | 0.25926 | 0.24449 | 0.77544 |
KDEOS | 50 | 0.09091 | 0.07278 | 0.07286 | 0.05437 | 0.14634 | 0.12932 | 0.76982 |
KDEOS | 56 | 0.18182 | 0.16550 | 0.08379 | 0.06552 | 0.18462 | 0.16836 | 0.76976 |
KDEOS | 74 | 0.18182 | 0.16550 | 0.09504 | 0.07700 | 0.20000 | 0.18405 | 0.76240 |
LDF | 9 | 0.24242 | 0.22732 | 0.14673 | 0.12972 | 0.25397 | 0.23909 | 0.76130 |
LDF | 93 | 0.12121 | 0.10369 | 0.07339 | 0.05491 | 0.17391 | 0.15744 | 0.79880 |
INFLO | 8 | 0.21212 | 0.19641 | 0.17456 | 0.15810 | 0.25882 | 0.24404 | 0.81476 |
INFLO | 9 | 0.21212 | 0.19641 | 0.18793 | 0.17174 | 0.28571 | 0.27147 | 0.79841 |
INFLO | 10 | 0.24242 | 0.22732 | 0.17580 | 0.15937 | 0.29412 | 0.28004 | 0.79304 |
INFLO | 11 | 0.27273 | 0.25823 | 0.16950 | 0.15294 | 0.27397 | 0.25950 | 0.76884 |
COF | 7 | 0.24242 | 0.22732 | 0.13039 | 0.11305 | 0.26000 | 0.24524 | 0.80504 |
COF | 11 | 0.21212 | 0.19641 | 0.15427 | 0.13741 | 0.30380 | 0.28992 | 0.80884 |
COF | 12 | 0.21212 | 0.19641 | 0.16944 | 0.15287 | 0.29630 | 0.28226 | 0.83280 |
COF | 13 | 0.21212 | 0.19641 | 0.20868 | 0.19290 | 0.24561 | 0.23057 | 0.82841 |