Cardiotocography (10% of outliers version#06)
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, 1831 objects, 183 outliers (9.99%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (72.7 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 | 55 | 0.34973 | 0.27752 | 0.33463 | 0.26074 | 0.38855 | 0.32065 | 0.73464 |
KNN | 98 | 0.37158 | 0.30180 | 0.35725 | 0.28587 | 0.38563 | 0.31741 | 0.74751 |
KNN | 99 | 0.37158 | 0.30180 | 0.35801 | 0.28672 | 0.38491 | 0.31660 | 0.74792 |
KNN | 100 | 0.36612 | 0.29573 | 0.35873 | 0.28752 | 0.38710 | 0.31904 | 0.74790 |
KNNW | 95 | 0.34426 | 0.27145 | 0.32382 | 0.24874 | 0.37021 | 0.30028 | 0.72609 |
KNNW | 100 | 0.33880 | 0.26538 | 0.32565 | 0.25076 | 0.37238 | 0.30269 | 0.72749 |
LOF | 99 | 0.30601 | 0.22895 | 0.24887 | 0.16547 | 0.36334 | 0.29265 | 0.76784 |
LOF | 100 | 0.30055 | 0.22288 | 0.25011 | 0.16684 | 0.36160 | 0.29071 | 0.76823 |
SimplifiedLOF | 18 | 0.29508 | 0.21681 | 0.20654 | 0.11843 | 0.31507 | 0.23901 | 0.63805 |
SimplifiedLOF | 34 | 0.26230 | 0.18038 | 0.20479 | 0.11649 | 0.33396 | 0.26000 | 0.66382 |
SimplifiedLOF | 100 | 0.27869 | 0.19859 | 0.22017 | 0.13357 | 0.33031 | 0.25594 | 0.72492 |
LoOP | 20 | 0.27322 | 0.19252 | 0.19315 | 0.10356 | 0.29234 | 0.21376 | 0.63561 |
LoOP | 99 | 0.26230 | 0.18038 | 0.20797 | 0.12003 | 0.31862 | 0.24295 | 0.70969 |
LoOP | 100 | 0.26776 | 0.18645 | 0.20925 | 0.12144 | 0.31765 | 0.24188 | 0.71008 |
LDOF | 20 | 0.27322 | 0.19252 | 0.19236 | 0.10268 | 0.29064 | 0.21187 | 0.62186 |
LDOF | 92 | 0.23497 | 0.15002 | 0.20189 | 0.11327 | 0.32099 | 0.24559 | 0.68313 |
LDOF | 100 | 0.23497 | 0.15002 | 0.20339 | 0.11493 | 0.31388 | 0.23769 | 0.68766 |
ODIN | 95 | 0.21038 | 0.12270 | 0.19788 | 0.10881 | 0.31313 | 0.23686 | 0.71213 |
ODIN | 99 | 0.21390 | 0.12660 | 0.19902 | 0.11008 | 0.31250 | 0.23616 | 0.71475 |
ODIN | 100 | 0.21546 | 0.12834 | 0.19880 | 0.10983 | 0.30995 | 0.23333 | 0.71549 |
FastABOD | 18 | 0.27322 | 0.19252 | 0.21117 | 0.12357 | 0.28866 | 0.20967 | 0.65017 |
FastABOD | 21 | 0.28415 | 0.20466 | 0.20967 | 0.12191 | 0.29158 | 0.21292 | 0.64962 |
FastABOD | 26 | 0.27869 | 0.19859 | 0.20995 | 0.12222 | 0.29844 | 0.22054 | 0.65181 |
FastABOD | 100 | 0.25683 | 0.17431 | 0.21068 | 0.12303 | 0.29026 | 0.21145 | 0.66335 |
KDEOS | 98 | 0.18033 | 0.08931 | 0.14093 | 0.04554 | 0.24434 | 0.16043 | 0.63262 |
KDEOS | 100 | 0.17486 | 0.08324 | 0.14124 | 0.04588 | 0.24142 | 0.15718 | 0.63373 |
LDF | 94 | 0.37158 | 0.30180 | 0.33084 | 0.25654 | 0.39744 | 0.33052 | 0.76660 |
LDF | 98 | 0.36066 | 0.28966 | 0.34105 | 0.26788 | 0.40260 | 0.33626 | 0.76757 |
LDF | 99 | 0.36612 | 0.29573 | 0.34766 | 0.27522 | 0.40000 | 0.33337 | 0.76793 |
LDF | 100 | 0.36612 | 0.29573 | 0.34913 | 0.27685 | 0.39739 | 0.33048 | 0.76760 |
INFLO | 63 | 0.25137 | 0.16824 | 0.19438 | 0.10493 | 0.29422 | 0.21585 | 0.69572 |
INFLO | 96 | 0.24590 | 0.16216 | 0.21565 | 0.12855 | 0.33962 | 0.26629 | 0.72957 |
INFLO | 99 | 0.24590 | 0.16216 | 0.21801 | 0.13117 | 0.33264 | 0.25853 | 0.73474 |
INFLO | 100 | 0.24590 | 0.16216 | 0.21824 | 0.13143 | 0.33814 | 0.26465 | 0.73101 |
COF | 34 | 0.28415 | 0.20466 | 0.22226 | 0.13590 | 0.30622 | 0.22918 | 0.64065 |
COF | 38 | 0.28962 | 0.21073 | 0.23513 | 0.15019 | 0.29735 | 0.21933 | 0.64981 |
COF | 49 | 0.26230 | 0.18038 | 0.26024 | 0.17810 | 0.29060 | 0.21182 | 0.66576 |
COF | 100 | 0.20219 | 0.11359 | 0.24861 | 0.16517 | 0.28319 | 0.20359 | 0.68828 |
Plots
Normalized, duplicates
This version contains 21 attributes, 1838 objects, 183 outliers (9.96%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (71.8 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 | 0.33880 | 0.26569 | 0.24672 | 0.16343 | 0.34066 | 0.26775 | 0.64221 |
KNN | 100 | 0.33880 | 0.26569 | 0.36117 | 0.29053 | 0.36310 | 0.29267 | 0.72380 |
KNNW | 58 | 0.32240 | 0.24748 | 0.30990 | 0.23359 | 0.34913 | 0.27716 | 0.68348 |
KNNW | 88 | 0.34426 | 0.27175 | 0.32570 | 0.25114 | 0.34607 | 0.27376 | 0.69586 |
KNNW | 100 | 0.33880 | 0.26569 | 0.33028 | 0.25623 | 0.34597 | 0.27365 | 0.69972 |
LOF | 70 | 0.31694 | 0.24141 | 0.22954 | 0.14435 | 0.32308 | 0.24823 | 0.72002 |
LOF | 99 | 0.30601 | 0.22927 | 0.26586 | 0.18468 | 0.33494 | 0.26141 | 0.74235 |
LOF | 100 | 0.30601 | 0.22927 | 0.26657 | 0.18547 | 0.33441 | 0.26081 | 0.74299 |
SimplifiedLOF | 51 | 0.28415 | 0.20500 | 0.20891 | 0.12144 | 0.33257 | 0.25877 | 0.66184 |
SimplifiedLOF | 81 | 0.30601 | 0.22927 | 0.21767 | 0.13116 | 0.31667 | 0.24111 | 0.68479 |
SimplifiedLOF | 100 | 0.30055 | 0.22321 | 0.22690 | 0.14141 | 0.31381 | 0.23793 | 0.69824 |
LoOP | 59 | 0.25137 | 0.16859 | 0.19516 | 0.10617 | 0.31579 | 0.24013 | 0.65895 |
LoOP | 92 | 0.28962 | 0.21107 | 0.20758 | 0.11996 | 0.30317 | 0.22612 | 0.68057 |
LoOP | 100 | 0.28962 | 0.21107 | 0.21049 | 0.12319 | 0.30353 | 0.22652 | 0.68587 |
LDOF | 66 | 0.26230 | 0.18072 | 0.17883 | 0.08803 | 0.27434 | 0.19410 | 0.62825 |
LDOF | 99 | 0.25683 | 0.17466 | 0.18653 | 0.09659 | 0.28916 | 0.21056 | 0.65244 |
LDOF | 100 | 0.25137 | 0.16859 | 0.18609 | 0.09609 | 0.28571 | 0.20673 | 0.65271 |
ODIN | 91 | 0.24739 | 0.16417 | 0.19707 | 0.10829 | 0.28521 | 0.20617 | 0.69109 |
ODIN | 100 | 0.24317 | 0.15948 | 0.20373 | 0.11569 | 0.29778 | 0.22013 | 0.69822 |
FastABOD | 32 | 0.29508 | 0.21714 | 0.21109 | 0.12385 | 0.31678 | 0.24124 | 0.66177 |
FastABOD | 100 | 0.28415 | 0.20500 | 0.22377 | 0.13794 | 0.30981 | 0.23349 | 0.67118 |
KDEOS | 27 | 0.13115 | 0.03508 | 0.14481 | 0.05025 | 0.22287 | 0.13694 | 0.58334 |
KDEOS | 52 | 0.14754 | 0.05328 | 0.13022 | 0.03404 | 0.21727 | 0.13072 | 0.58486 |
KDEOS | 99 | 0.11475 | 0.01687 | 0.13417 | 0.03843 | 0.22927 | 0.14405 | 0.61209 |
KDEOS | 100 | 0.10929 | 0.01080 | 0.13308 | 0.03722 | 0.22899 | 0.14374 | 0.61317 |
LDF | 94 | 0.34973 | 0.27782 | 0.34476 | 0.27230 | 0.37500 | 0.30589 | 0.73503 |
LDF | 96 | 0.34426 | 0.27175 | 0.34867 | 0.27665 | 0.38312 | 0.31491 | 0.73597 |
LDF | 100 | 0.34426 | 0.27175 | 0.35311 | 0.28158 | 0.37710 | 0.30823 | 0.73712 |
INFLO | 85 | 0.27869 | 0.19893 | 0.21510 | 0.12831 | 0.30345 | 0.22643 | 0.70174 |
INFLO | 97 | 0.27869 | 0.19893 | 0.22435 | 0.13858 | 0.31532 | 0.23961 | 0.71367 |
INFLO | 100 | 0.27869 | 0.19893 | 0.22801 | 0.14264 | 0.31180 | 0.23571 | 0.71670 |
COF | 52 | 0.32787 | 0.25355 | 0.30337 | 0.22634 | 0.33243 | 0.25861 | 0.65400 |
COF | 68 | 0.30601 | 0.22927 | 0.30436 | 0.22744 | 0.34323 | 0.27061 | 0.66616 |
COF | 81 | 0.31148 | 0.23534 | 0.32352 | 0.24871 | 0.33793 | 0.26472 | 0.67160 |
COF | 90 | 0.28962 | 0.21107 | 0.31802 | 0.24261 | 0.32000 | 0.24481 | 0.67493 |
Plots
Not normalized, without duplicates
This version contains 21 attributes, 1831 objects, 183 outliers (9.99%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (72.0 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 | 48 | 0.35519 | 0.28359 | 0.24561 | 0.16184 | 0.35912 | 0.28795 | 0.74164 |
KNN | 74 | 0.34426 | 0.27145 | 0.24737 | 0.16380 | 0.36412 | 0.29351 | 0.74558 |
KNN | 100 | 0.35519 | 0.28359 | 0.25021 | 0.16695 | 0.36132 | 0.29040 | 0.74892 |
KNNW | 97 | 0.32787 | 0.25323 | 0.24275 | 0.15867 | 0.35949 | 0.28837 | 0.74199 |
KNNW | 100 | 0.32787 | 0.25323 | 0.24313 | 0.15908 | 0.35949 | 0.28837 | 0.74222 |
LOF | 62 | 0.26230 | 0.18038 | 0.23711 | 0.15239 | 0.38579 | 0.31758 | 0.74906 |
LOF | 99 | 0.32240 | 0.24716 | 0.25129 | 0.16815 | 0.37911 | 0.31016 | 0.77364 |
LOF | 100 | 0.32240 | 0.24716 | 0.25146 | 0.16834 | 0.38004 | 0.31120 | 0.77412 |
SimplifiedLOF | 82 | 0.28962 | 0.21073 | 0.23014 | 0.14465 | 0.36900 | 0.29894 | 0.73290 |
SimplifiedLOF | 91 | 0.28415 | 0.20466 | 0.23295 | 0.14777 | 0.37813 | 0.30908 | 0.73493 |
SimplifiedLOF | 99 | 0.28962 | 0.21073 | 0.23289 | 0.14771 | 0.37338 | 0.30380 | 0.73553 |
LoOP | 12 | 0.27322 | 0.19252 | 0.21402 | 0.12674 | 0.28791 | 0.20883 | 0.63250 |
LoOP | 73 | 0.24590 | 0.16216 | 0.22101 | 0.13451 | 0.36861 | 0.29850 | 0.71799 |
LoOP | 100 | 0.26776 | 0.18645 | 0.22780 | 0.14206 | 0.36812 | 0.29796 | 0.72237 |
LDOF | 20 | 0.28962 | 0.21073 | 0.21244 | 0.12498 | 0.29457 | 0.21624 | 0.62976 |
LDOF | 98 | 0.27869 | 0.19859 | 0.22626 | 0.14034 | 0.36816 | 0.29800 | 0.72502 |
LDOF | 100 | 0.26776 | 0.18645 | 0.22823 | 0.14253 | 0.36457 | 0.29400 | 0.72688 |
ODIN | 83 | 0.27769 | 0.19749 | 0.25258 | 0.16958 | 0.37925 | 0.31032 | 0.72676 |
ODIN | 84 | 0.28217 | 0.20245 | 0.25339 | 0.17048 | 0.37818 | 0.30913 | 0.72694 |
ODIN | 100 | 0.27140 | 0.19050 | 0.26055 | 0.17844 | 0.37161 | 0.30183 | 0.73451 |
FastABOD | 4 | 0.25137 | 0.16824 | 0.21090 | 0.12328 | 0.26258 | 0.18070 | 0.65849 |
FastABOD | 38 | 0.23497 | 0.15002 | 0.20833 | 0.12042 | 0.27523 | 0.19475 | 0.66255 |
FastABOD | 100 | 0.24044 | 0.15609 | 0.20743 | 0.11943 | 0.27057 | 0.18957 | 0.66772 |
KDEOS | 89 | 0.18579 | 0.09538 | 0.16684 | 0.07433 | 0.26122 | 0.17919 | 0.67341 |
KDEOS | 99 | 0.17486 | 0.08324 | 0.16953 | 0.07731 | 0.26695 | 0.18555 | 0.67957 |
KDEOS | 100 | 0.17486 | 0.08324 | 0.16971 | 0.07751 | 0.26556 | 0.18401 | 0.67978 |
LDF | 11 | 0.33880 | 0.26538 | 0.24855 | 0.16511 | 0.37143 | 0.30163 | 0.74202 |
LDF | 100 | 0.32240 | 0.24716 | 0.25976 | 0.17757 | 0.35683 | 0.28541 | 0.78706 |
INFLO | 94 | 0.27869 | 0.19859 | 0.23301 | 0.14785 | 0.36555 | 0.29509 | 0.72815 |
INFLO | 99 | 0.29508 | 0.21681 | 0.23288 | 0.14770 | 0.36864 | 0.29854 | 0.72538 |
INFLO | 100 | 0.29508 | 0.21681 | 0.23314 | 0.14798 | 0.37288 | 0.30324 | 0.72572 |
COF | 48 | 0.30601 | 0.22895 | 0.22672 | 0.14085 | 0.32474 | 0.24976 | 0.67523 |
COF | 49 | 0.30055 | 0.22288 | 0.22943 | 0.14386 | 0.31937 | 0.24379 | 0.67538 |
COF | 81 | 0.28962 | 0.21073 | 0.20726 | 0.11923 | 0.33103 | 0.25675 | 0.68151 |
Plots
Not normalized, duplicates
This version contains 21 attributes, 1838 objects, 183 outliers (9.96%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (71.4 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 | 65 | 0.32787 | 0.25355 | 0.22118 | 0.13507 | 0.33962 | 0.26660 | 0.71751 |
KNN | 81 | 0.33880 | 0.26569 | 0.22278 | 0.13683 | 0.33880 | 0.26569 | 0.72156 |
KNN | 100 | 0.32787 | 0.25355 | 0.22525 | 0.13958 | 0.33690 | 0.26358 | 0.72598 |
KNNW | 3 | 0.27869 | 0.19893 | 0.21973 | 0.13345 | 0.29126 | 0.21289 | 0.70471 |
KNNW | 86 | 0.30601 | 0.22927 | 0.21627 | 0.12961 | 0.32579 | 0.25124 | 0.71569 |
KNNW | 90 | 0.30601 | 0.22927 | 0.21679 | 0.13019 | 0.32877 | 0.25455 | 0.71627 |
KNNW | 100 | 0.30601 | 0.22927 | 0.21777 | 0.13128 | 0.32857 | 0.25433 | 0.71737 |
LOF | 72 | 0.27869 | 0.19893 | 0.21681 | 0.13021 | 0.34628 | 0.27399 | 0.73305 |
LOF | 95 | 0.30601 | 0.22927 | 0.22670 | 0.14120 | 0.34429 | 0.27178 | 0.74913 |
LOF | 100 | 0.30601 | 0.22927 | 0.22890 | 0.14363 | 0.34188 | 0.26911 | 0.75191 |
SimplifiedLOF | 15 | 0.24590 | 0.16252 | 0.23916 | 0.15503 | 0.27944 | 0.19977 | 0.67712 |
SimplifiedLOF | 82 | 0.28415 | 0.20500 | 0.21138 | 0.12418 | 0.34526 | 0.27287 | 0.71616 |
SimplifiedLOF | 93 | 0.28962 | 0.21107 | 0.21285 | 0.12581 | 0.34043 | 0.26749 | 0.71864 |
SimplifiedLOF | 99 | 0.28415 | 0.20500 | 0.21428 | 0.12740 | 0.33860 | 0.26547 | 0.71990 |
LoOP | 15 | 0.25137 | 0.16859 | 0.22838 | 0.14306 | 0.28430 | 0.20516 | 0.66451 |
LoOP | 82 | 0.27869 | 0.19893 | 0.20935 | 0.12192 | 0.33405 | 0.26041 | 0.70418 |
LoOP | 99 | 0.27869 | 0.19893 | 0.21236 | 0.12527 | 0.33745 | 0.26419 | 0.70863 |
LoOP | 100 | 0.27869 | 0.19893 | 0.21233 | 0.12523 | 0.33884 | 0.26574 | 0.70757 |
LDOF | 24 | 0.29508 | 0.21714 | 0.21285 | 0.12581 | 0.30000 | 0.22260 | 0.63219 |
LDOF | 99 | 0.27322 | 0.19286 | 0.21736 | 0.13082 | 0.32270 | 0.24780 | 0.71796 |
LDOF | 100 | 0.27322 | 0.19286 | 0.21770 | 0.13120 | 0.32459 | 0.24991 | 0.71771 |
ODIN | 63 | 0.28707 | 0.20824 | 0.21784 | 0.13136 | 0.32520 | 0.25059 | 0.70035 |
ODIN | 95 | 0.28415 | 0.20500 | 0.22775 | 0.14235 | 0.33449 | 0.26091 | 0.71474 |
ODIN | 100 | 0.28415 | 0.20500 | 0.22716 | 0.14171 | 0.33954 | 0.26652 | 0.71663 |
FastABOD | 9 | 0.23497 | 0.15038 | 0.19611 | 0.10723 | 0.27586 | 0.19579 | 0.68335 |
FastABOD | 63 | 0.26776 | 0.18679 | 0.19308 | 0.10386 | 0.28968 | 0.21114 | 0.68615 |
FastABOD | 92 | 0.26230 | 0.18072 | 0.19309 | 0.10387 | 0.29328 | 0.21513 | 0.68742 |
FastABOD | 99 | 0.26230 | 0.18072 | 0.19334 | 0.10415 | 0.29150 | 0.21316 | 0.68791 |
KDEOS | 74 | 0.21311 | 0.12611 | 0.16774 | 0.07571 | 0.25714 | 0.17500 | 0.67418 |
KDEOS | 98 | 0.20219 | 0.11397 | 0.17252 | 0.08102 | 0.27799 | 0.19816 | 0.68508 |
KDEOS | 100 | 0.20219 | 0.11397 | 0.17172 | 0.08014 | 0.28121 | 0.20173 | 0.68635 |
LDF | 9 | 0.25683 | 0.17466 | 0.25658 | 0.17437 | 0.30503 | 0.22818 | 0.70474 |
LDF | 90 | 0.31148 | 0.23534 | 0.23278 | 0.14795 | 0.33833 | 0.26517 | 0.75711 |
LDF | 100 | 0.30055 | 0.22321 | 0.24007 | 0.15604 | 0.34914 | 0.27717 | 0.76758 |
INFLO | 8 | 0.26776 | 0.18679 | 0.22245 | 0.13647 | 0.27478 | 0.19459 | 0.64115 |
INFLO | 67 | 0.26776 | 0.18679 | 0.21003 | 0.12268 | 0.33797 | 0.26477 | 0.71149 |
INFLO | 81 | 0.28962 | 0.21107 | 0.21323 | 0.12623 | 0.32841 | 0.25415 | 0.71217 |
INFLO | 96 | 0.28962 | 0.21107 | 0.21808 | 0.13162 | 0.33054 | 0.25652 | 0.72470 |
COF | 45 | 0.27869 | 0.19893 | 0.21209 | 0.12497 | 0.33584 | 0.26240 | 0.66929 |
COF | 46 | 0.28962 | 0.21107 | 0.21203 | 0.12490 | 0.34101 | 0.26815 | 0.67274 |
COF | 52 | 0.29508 | 0.21714 | 0.20948 | 0.12207 | 0.34375 | 0.27119 | 0.66935 |
COF | 83 | 0.31148 | 0.23534 | 0.20067 | 0.11228 | 0.31319 | 0.23724 | 0.65764 |