Cardiotocography (5% 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, 1734 objects, 86 outliers (4.96%)
Download raw algorithm results (15.0 MB) Download raw algorithm evaluation table (66.1 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 | 31 | 0.34884 | 0.31486 | 0.28626 | 0.24902 | 0.34884 | 0.31486 | 0.73421 |
KNN | 42 | 0.32558 | 0.29039 | 0.29523 | 0.25845 | 0.35938 | 0.32594 | 0.73716 |
KNN | 100 | 0.33721 | 0.30262 | 0.31848 | 0.28291 | 0.34848 | 0.31449 | 0.75578 |
KNNW | 53 | 0.33721 | 0.30262 | 0.29288 | 0.25598 | 0.34839 | 0.31438 | 0.73366 |
KNNW | 95 | 0.33721 | 0.30262 | 0.30395 | 0.26763 | 0.35115 | 0.31728 | 0.74178 |
KNNW | 100 | 0.33721 | 0.30262 | 0.30421 | 0.26790 | 0.35115 | 0.31728 | 0.74245 |
LOF | 99 | 0.32558 | 0.29039 | 0.24286 | 0.20335 | 0.32558 | 0.29039 | 0.79123 |
LOF | 100 | 0.31395 | 0.27815 | 0.24302 | 0.20352 | 0.32184 | 0.28645 | 0.79132 |
SimplifiedLOF | 11 | 0.33721 | 0.30262 | 0.22983 | 0.18964 | 0.33939 | 0.30492 | 0.75411 |
SimplifiedLOF | 96 | 0.26744 | 0.22921 | 0.22121 | 0.18056 | 0.29787 | 0.26123 | 0.77370 |
LoOP | 55 | 0.25581 | 0.21698 | 0.18637 | 0.14391 | 0.31579 | 0.28008 | 0.73982 |
LoOP | 68 | 0.29070 | 0.25368 | 0.19247 | 0.15033 | 0.30769 | 0.27156 | 0.75040 |
LoOP | 100 | 0.26744 | 0.22921 | 0.21158 | 0.17044 | 0.30435 | 0.26805 | 0.76377 |
LDOF | 13 | 0.25581 | 0.21698 | 0.14730 | 0.10280 | 0.25989 | 0.22126 | 0.68336 |
LDOF | 53 | 0.20930 | 0.16804 | 0.15753 | 0.11356 | 0.29224 | 0.25530 | 0.71856 |
LDOF | 99 | 0.20930 | 0.16804 | 0.18916 | 0.14685 | 0.25641 | 0.21761 | 0.74260 |
LDOF | 100 | 0.20930 | 0.16804 | 0.18929 | 0.14699 | 0.25830 | 0.21960 | 0.74248 |
ODIN | 86 | 0.23339 | 0.19338 | 0.15753 | 0.11357 | 0.24516 | 0.20577 | 0.74447 |
ODIN | 99 | 0.23256 | 0.19251 | 0.16544 | 0.12189 | 0.26160 | 0.22307 | 0.75353 |
ODIN | 100 | 0.23023 | 0.19006 | 0.16628 | 0.12278 | 0.26496 | 0.22660 | 0.75335 |
FastABOD | 16 | 0.24419 | 0.20474 | 0.20125 | 0.15956 | 0.28283 | 0.24540 | 0.73139 |
FastABOD | 18 | 0.22093 | 0.18027 | 0.20775 | 0.16640 | 0.28283 | 0.24540 | 0.73151 |
FastABOD | 58 | 0.26744 | 0.22921 | 0.19615 | 0.15421 | 0.26744 | 0.22921 | 0.73672 |
FastABOD | 99 | 0.25581 | 0.21698 | 0.20555 | 0.16409 | 0.27673 | 0.23899 | 0.74085 |
KDEOS | 21 | 0.13953 | 0.09463 | 0.09904 | 0.05202 | 0.16967 | 0.12634 | 0.69023 |
KDEOS | 30 | 0.12791 | 0.08240 | 0.10367 | 0.05689 | 0.16134 | 0.11757 | 0.69021 |
KDEOS | 100 | 0.11628 | 0.07016 | 0.10185 | 0.05498 | 0.18969 | 0.14741 | 0.71760 |
LDF | 96 | 0.37209 | 0.33933 | 0.29611 | 0.25937 | 0.37870 | 0.34628 | 0.77873 |
LDF | 100 | 0.37209 | 0.33933 | 0.30689 | 0.27072 | 0.38509 | 0.35300 | 0.78033 |
INFLO | 52 | 0.25581 | 0.21698 | 0.18775 | 0.14536 | 0.29885 | 0.26226 | 0.75766 |
INFLO | 97 | 0.29070 | 0.25368 | 0.22060 | 0.17993 | 0.29070 | 0.25368 | 0.79037 |
INFLO | 100 | 0.27907 | 0.24145 | 0.22402 | 0.18352 | 0.29167 | 0.25470 | 0.78831 |
COF | 14 | 0.31395 | 0.27815 | 0.29073 | 0.25372 | 0.34109 | 0.30670 | 0.76164 |
COF | 37 | 0.39535 | 0.36380 | 0.32755 | 0.29246 | 0.40237 | 0.37118 | 0.75058 |
COF | 45 | 0.36047 | 0.32709 | 0.34873 | 0.31474 | 0.40845 | 0.37758 | 0.73902 |
Plots
Normalized, duplicates
This version contains 21 attributes, 1742 objects, 87 outliers (4.99%)
Download raw algorithm results (15.1 MB) Download raw algorithm evaluation table (66.7 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 | 65 | 0.33333 | 0.29829 | 0.25162 | 0.21228 | 0.33333 | 0.29829 | 0.70987 |
KNN | 96 | 0.33333 | 0.29829 | 0.27060 | 0.23226 | 0.33898 | 0.30423 | 0.72236 |
KNN | 100 | 0.33333 | 0.29829 | 0.27032 | 0.23196 | 0.34409 | 0.30961 | 0.72382 |
KNNW | 4 | 0.31034 | 0.27409 | 0.21808 | 0.17698 | 0.32298 | 0.28739 | 0.69743 |
KNNW | 100 | 0.29885 | 0.26199 | 0.23653 | 0.19639 | 0.30864 | 0.27230 | 0.70364 |
LOF | 6 | 0.26437 | 0.22570 | 0.16392 | 0.11997 | 0.29487 | 0.25780 | 0.68283 |
LOF | 8 | 0.27586 | 0.23780 | 0.15732 | 0.11303 | 0.28070 | 0.24289 | 0.69896 |
LOF | 100 | 0.24138 | 0.20150 | 0.18035 | 0.13726 | 0.26316 | 0.22442 | 0.77399 |
SimplifiedLOF | 12 | 0.31034 | 0.27409 | 0.18063 | 0.13756 | 0.32039 | 0.28466 | 0.70899 |
SimplifiedLOF | 100 | 0.21839 | 0.17730 | 0.15456 | 0.11012 | 0.23030 | 0.18984 | 0.74240 |
LoOP | 9 | 0.26437 | 0.22570 | 0.15502 | 0.11061 | 0.27273 | 0.23450 | 0.69386 |
LoOP | 10 | 0.24138 | 0.20150 | 0.15231 | 0.10775 | 0.27835 | 0.24041 | 0.69770 |
LoOP | 12 | 0.24138 | 0.20150 | 0.15545 | 0.11105 | 0.25926 | 0.22032 | 0.70159 |
LoOP | 100 | 0.21839 | 0.17730 | 0.14753 | 0.10272 | 0.23377 | 0.19349 | 0.73141 |
LDOF | 13 | 0.22989 | 0.18940 | 0.14100 | 0.09584 | 0.24096 | 0.20106 | 0.66587 |
LDOF | 15 | 0.20690 | 0.16520 | 0.14993 | 0.10525 | 0.23611 | 0.19596 | 0.67285 |
LDOF | 53 | 0.17241 | 0.12891 | 0.12321 | 0.07712 | 0.25941 | 0.22048 | 0.67357 |
LDOF | 99 | 0.19540 | 0.15311 | 0.13642 | 0.09102 | 0.22222 | 0.18134 | 0.71262 |
ODIN | 67 | 0.18391 | 0.14101 | 0.11302 | 0.06639 | 0.18767 | 0.14496 | 0.70797 |
ODIN | 100 | 0.16256 | 0.11854 | 0.12200 | 0.07585 | 0.20690 | 0.16520 | 0.72765 |
FastABOD | 5 | 0.21839 | 0.17730 | 0.15495 | 0.11053 | 0.21930 | 0.17826 | 0.72776 |
FastABOD | 11 | 0.21839 | 0.17730 | 0.16152 | 0.11744 | 0.23913 | 0.19913 | 0.70969 |
FastABOD | 12 | 0.22989 | 0.18940 | 0.15923 | 0.11503 | 0.24309 | 0.20330 | 0.70868 |
FastABOD | 88 | 0.21839 | 0.17730 | 0.15900 | 0.11479 | 0.24615 | 0.20653 | 0.70634 |
KDEOS | 27 | 0.10345 | 0.05632 | 0.11296 | 0.06633 | 0.15531 | 0.11091 | 0.66553 |
KDEOS | 41 | 0.14943 | 0.10471 | 0.10653 | 0.05956 | 0.16858 | 0.12488 | 0.67263 |
KDEOS | 43 | 0.14943 | 0.10471 | 0.10834 | 0.06146 | 0.16928 | 0.12561 | 0.67002 |
KDEOS | 100 | 0.08046 | 0.03212 | 0.07972 | 0.03134 | 0.16514 | 0.12125 | 0.68379 |
LDF | 75 | 0.32184 | 0.28619 | 0.22949 | 0.18899 | 0.33880 | 0.30404 | 0.76652 |
LDF | 87 | 0.35632 | 0.32248 | 0.25777 | 0.21875 | 0.36478 | 0.33139 | 0.76516 |
LDF | 98 | 0.34483 | 0.31039 | 0.27877 | 0.24085 | 0.37500 | 0.34215 | 0.76233 |
LDF | 100 | 0.35632 | 0.32248 | 0.28249 | 0.24478 | 0.37419 | 0.34130 | 0.76286 |
INFLO | 4 | 0.24138 | 0.20150 | 0.13011 | 0.08438 | 0.25333 | 0.21408 | 0.62811 |
INFLO | 97 | 0.24138 | 0.20150 | 0.15771 | 0.11343 | 0.24865 | 0.20915 | 0.76730 |
INFLO | 99 | 0.24138 | 0.20150 | 0.15931 | 0.11512 | 0.25414 | 0.21494 | 0.76677 |
COF | 19 | 0.26437 | 0.22570 | 0.17868 | 0.13550 | 0.27711 | 0.23911 | 0.65687 |
COF | 63 | 0.24138 | 0.20150 | 0.16735 | 0.12358 | 0.26718 | 0.22865 | 0.72194 |
COF | 69 | 0.20690 | 0.16520 | 0.16656 | 0.12275 | 0.28571 | 0.24817 | 0.71241 |
COF | 100 | 0.22989 | 0.18940 | 0.20377 | 0.16192 | 0.24044 | 0.20051 | 0.70980 |
Plots
Not normalized, without duplicates
This version contains 21 attributes, 1734 objects, 86 outliers (4.96%)
Download raw algorithm results (15.0 MB) Download raw algorithm evaluation table (65.4 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 | 0.24419 | 0.20474 | 0.22479 | 0.18434 | 0.28302 | 0.24560 | 0.79193 |
KNN | 2 | 0.23256 | 0.19251 | 0.22803 | 0.18775 | 0.27027 | 0.23219 | 0.77746 |
KNN | 3 | 0.25581 | 0.21698 | 0.20115 | 0.15946 | 0.27329 | 0.23537 | 0.76941 |
KNN | 49 | 0.20930 | 0.16804 | 0.16399 | 0.12036 | 0.28936 | 0.25228 | 0.75568 |
KNNW | 2 | 0.25581 | 0.21698 | 0.23476 | 0.19483 | 0.28571 | 0.24844 | 0.79354 |
KNNW | 3 | 0.23256 | 0.19251 | 0.24418 | 0.20474 | 0.29146 | 0.25448 | 0.79273 |
KNNW | 4 | 0.22093 | 0.18027 | 0.21907 | 0.17831 | 0.30151 | 0.26506 | 0.78929 |
LOF | 8 | 0.30233 | 0.26592 | 0.23800 | 0.19823 | 0.34579 | 0.31166 | 0.79431 |
LOF | 9 | 0.33721 | 0.30262 | 0.23482 | 0.19489 | 0.33918 | 0.30470 | 0.79732 |
LOF | 99 | 0.22093 | 0.18027 | 0.17751 | 0.13459 | 0.28837 | 0.25124 | 0.80627 |
SimplifiedLOF | 13 | 0.33721 | 0.30262 | 0.25616 | 0.21734 | 0.33721 | 0.30262 | 0.80147 |
SimplifiedLOF | 15 | 0.31395 | 0.27815 | 0.24085 | 0.20124 | 0.33962 | 0.30516 | 0.79730 |
LoOP | 11 | 0.31395 | 0.27815 | 0.22900 | 0.18877 | 0.31953 | 0.28402 | 0.77830 |
LoOP | 13 | 0.29070 | 0.25368 | 0.24801 | 0.20877 | 0.30882 | 0.27275 | 0.78856 |
LoOP | 14 | 0.27907 | 0.24145 | 0.23888 | 0.19916 | 0.29557 | 0.25881 | 0.78968 |
LDOF | 13 | 0.27907 | 0.24145 | 0.22619 | 0.18581 | 0.29091 | 0.25391 | 0.69441 |
LDOF | 14 | 0.27907 | 0.24145 | 0.22402 | 0.18353 | 0.30189 | 0.26546 | 0.69736 |
LDOF | 18 | 0.29070 | 0.25368 | 0.21771 | 0.17688 | 0.29586 | 0.25911 | 0.71115 |
LDOF | 99 | 0.23256 | 0.19251 | 0.18706 | 0.14463 | 0.26596 | 0.22765 | 0.76937 |
ODIN | 84 | 0.20930 | 0.16804 | 0.20481 | 0.16331 | 0.28571 | 0.24844 | 0.77039 |
ODIN | 95 | 0.23488 | 0.19496 | 0.20894 | 0.16766 | 0.28013 | 0.24256 | 0.77920 |
ODIN | 97 | 0.24419 | 0.20474 | 0.20616 | 0.16473 | 0.27922 | 0.24161 | 0.78105 |
ODIN | 100 | 0.24419 | 0.20474 | 0.20833 | 0.16701 | 0.28571 | 0.24844 | 0.78319 |
FastABOD | 4 | 0.25581 | 0.21698 | 0.20843 | 0.16712 | 0.26415 | 0.22575 | 0.79175 |
FastABOD | 5 | 0.24419 | 0.20474 | 0.20883 | 0.16754 | 0.26400 | 0.22559 | 0.79465 |
FastABOD | 8 | 0.25581 | 0.21698 | 0.21130 | 0.17014 | 0.28723 | 0.25004 | 0.79146 |
FastABOD | 9 | 0.24419 | 0.20474 | 0.20826 | 0.16694 | 0.29167 | 0.25470 | 0.78397 |
KDEOS | 87 | 0.17442 | 0.13134 | 0.16160 | 0.11785 | 0.21176 | 0.17063 | 0.76194 |
KDEOS | 89 | 0.17442 | 0.13134 | 0.16362 | 0.11997 | 0.21836 | 0.17757 | 0.76136 |
KDEOS | 97 | 0.13953 | 0.09463 | 0.15389 | 0.10974 | 0.22943 | 0.18921 | 0.76516 |
KDEOS | 100 | 0.13953 | 0.09463 | 0.15462 | 0.11050 | 0.22727 | 0.18695 | 0.76632 |
LDF | 6 | 0.27907 | 0.24145 | 0.23119 | 0.19107 | 0.30000 | 0.26347 | 0.78196 |
LDF | 8 | 0.26744 | 0.22921 | 0.24836 | 0.20913 | 0.30168 | 0.26523 | 0.79769 |
LDF | 100 | 0.25581 | 0.21698 | 0.18736 | 0.14495 | 0.28159 | 0.24410 | 0.81992 |
INFLO | 7 | 0.26744 | 0.22921 | 0.23294 | 0.19291 | 0.31148 | 0.27555 | 0.78697 |
INFLO | 8 | 0.29070 | 0.25368 | 0.23972 | 0.20005 | 0.33333 | 0.29854 | 0.77909 |
INFLO | 11 | 0.30233 | 0.26592 | 0.23333 | 0.19332 | 0.31088 | 0.27492 | 0.76819 |
COF | 13 | 0.24419 | 0.20474 | 0.22892 | 0.18869 | 0.30573 | 0.26950 | 0.79328 |
COF | 16 | 0.26744 | 0.22921 | 0.20574 | 0.16429 | 0.33493 | 0.30022 | 0.78050 |
COF | 18 | 0.30233 | 0.26592 | 0.19138 | 0.14918 | 0.31698 | 0.28134 | 0.76716 |
Plots
Not normalized, duplicates
This version contains 21 attributes, 1742 objects, 87 outliers (4.99%)
Download raw algorithm results (15.0 MB) Download raw algorithm evaluation table (67.0 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 | 0.22989 | 0.18940 | 0.17823 | 0.13503 | 0.25000 | 0.21057 | 0.76100 |
KNN | 62 | 0.18391 | 0.14101 | 0.12994 | 0.08421 | 0.27358 | 0.23540 | 0.74332 |
KNNW | 1 | 0.24138 | 0.20150 | 0.18145 | 0.13842 | 0.24138 | 0.20150 | 0.72461 |
KNNW | 2 | 0.21839 | 0.17730 | 0.18774 | 0.14504 | 0.24478 | 0.20508 | 0.76300 |
KNNW | 3 | 0.20690 | 0.16520 | 0.17478 | 0.13140 | 0.24752 | 0.20797 | 0.77111 |
KNNW | 95 | 0.19540 | 0.15311 | 0.13029 | 0.08457 | 0.26201 | 0.22321 | 0.74245 |
LOF | 6 | 0.25287 | 0.21360 | 0.17728 | 0.13403 | 0.30534 | 0.26883 | 0.72553 |
LOF | 8 | 0.27586 | 0.23780 | 0.20655 | 0.16484 | 0.28947 | 0.25212 | 0.73561 |
LOF | 100 | 0.18391 | 0.14101 | 0.14236 | 0.09727 | 0.25000 | 0.21057 | 0.78553 |
SimplifiedLOF | 10 | 0.27586 | 0.23780 | 0.20010 | 0.15805 | 0.30882 | 0.27249 | 0.73916 |
SimplifiedLOF | 13 | 0.25287 | 0.21360 | 0.20114 | 0.15915 | 0.28571 | 0.24817 | 0.75790 |
SimplifiedLOF | 16 | 0.25287 | 0.21360 | 0.18984 | 0.14725 | 0.27668 | 0.23866 | 0.76119 |
LoOP | 10 | 0.25287 | 0.21360 | 0.18532 | 0.14249 | 0.26829 | 0.22983 | 0.72457 |
LoOP | 13 | 0.21839 | 0.17730 | 0.19249 | 0.15004 | 0.24806 | 0.20853 | 0.73870 |
LoOP | 16 | 0.21839 | 0.17730 | 0.18319 | 0.14025 | 0.24272 | 0.20291 | 0.73873 |
LDOF | 20 | 0.22989 | 0.18940 | 0.18397 | 0.14108 | 0.26761 | 0.22911 | 0.68691 |
LDOF | 28 | 0.26437 | 0.22570 | 0.15107 | 0.10644 | 0.26901 | 0.23058 | 0.67541 |
LDOF | 100 | 0.17241 | 0.12891 | 0.13311 | 0.08754 | 0.24215 | 0.20231 | 0.73415 |
ODIN | 6 | 0.20784 | 0.16620 | 0.11599 | 0.06952 | 0.21739 | 0.17625 | 0.69732 |
ODIN | 65 | 0.15453 | 0.11009 | 0.17688 | 0.13361 | 0.25306 | 0.21380 | 0.72184 |
ODIN | 99 | 0.19540 | 0.15311 | 0.19549 | 0.15319 | 0.23810 | 0.19804 | 0.74796 |
ODIN | 100 | 0.19349 | 0.15109 | 0.19419 | 0.15183 | 0.23301 | 0.19269 | 0.74823 |
FastABOD | 3 | 0.18391 | 0.14101 | 0.13344 | 0.08789 | 0.19381 | 0.15143 | 0.71979 |
FastABOD | 10 | 0.18391 | 0.14101 | 0.16204 | 0.11799 | 0.23607 | 0.19591 | 0.73311 |
FastABOD | 12 | 0.18391 | 0.14101 | 0.15690 | 0.11258 | 0.24026 | 0.20032 | 0.73350 |
FastABOD | 13 | 0.18391 | 0.14101 | 0.15729 | 0.11299 | 0.24026 | 0.20032 | 0.73420 |
KDEOS | 37 | 0.12644 | 0.08052 | 0.09057 | 0.04276 | 0.16071 | 0.11659 | 0.68379 |
KDEOS | 94 | 0.09195 | 0.04422 | 0.11850 | 0.07216 | 0.19204 | 0.14956 | 0.72025 |
KDEOS | 96 | 0.10345 | 0.05632 | 0.11258 | 0.06593 | 0.19807 | 0.15591 | 0.72194 |
KDEOS | 100 | 0.10345 | 0.05632 | 0.11032 | 0.06355 | 0.19706 | 0.15486 | 0.72278 |
LDF | 7 | 0.27586 | 0.23780 | 0.21753 | 0.17640 | 0.30769 | 0.27130 | 0.73619 |
LDF | 8 | 0.27586 | 0.23780 | 0.22433 | 0.18355 | 0.29384 | 0.25672 | 0.74710 |
LDF | 99 | 0.24138 | 0.20150 | 0.15759 | 0.11331 | 0.26032 | 0.22143 | 0.81681 |
INFLO | 9 | 0.25287 | 0.21360 | 0.18407 | 0.14118 | 0.26036 | 0.22147 | 0.72567 |
INFLO | 10 | 0.25287 | 0.21360 | 0.18836 | 0.14570 | 0.27586 | 0.23780 | 0.73043 |
INFLO | 92 | 0.22989 | 0.18940 | 0.13595 | 0.09053 | 0.23830 | 0.19826 | 0.74428 |
COF | 16 | 0.29885 | 0.26199 | 0.20929 | 0.16772 | 0.30058 | 0.26381 | 0.74224 |
COF | 17 | 0.28736 | 0.24989 | 0.19447 | 0.15212 | 0.31579 | 0.27982 | 0.74175 |
COF | 20 | 0.27586 | 0.23780 | 0.20290 | 0.16100 | 0.29189 | 0.25467 | 0.74951 |
COF | 24 | 0.27586 | 0.23780 | 0.21603 | 0.17482 | 0.29448 | 0.25739 | 0.74052 |