Cardiotocography (2% of outliers version#08)
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 (56.2 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 | 0.27273 | 0.25816 | 0.15825 | 0.14140 | 0.29508 | 0.28097 | 0.71712 |
KNN | 100 | 0.18182 | 0.16543 | 0.16182 | 0.14503 | 0.21429 | 0.19855 | 0.75489 |
KNNW | 3 | 0.24242 | 0.22725 | 0.16577 | 0.14906 | 0.29630 | 0.28221 | 0.71970 |
KNNW | 4 | 0.27273 | 0.25816 | 0.16696 | 0.15028 | 0.28571 | 0.27141 | 0.71891 |
KNNW | 100 | 0.18182 | 0.16543 | 0.15655 | 0.13967 | 0.21333 | 0.19758 | 0.74542 |
LOF | 4 | 0.33333 | 0.31998 | 0.17703 | 0.16055 | 0.37681 | 0.36433 | 0.72834 |
LOF | 7 | 0.27273 | 0.25816 | 0.18662 | 0.17033 | 0.28571 | 0.27141 | 0.76543 |
LOF | 100 | 0.18182 | 0.16543 | 0.14038 | 0.12317 | 0.22222 | 0.20665 | 0.82475 |
SimplifiedLOF | 7 | 0.36364 | 0.35089 | 0.20858 | 0.19273 | 0.39286 | 0.38070 | 0.77378 |
SimplifiedLOF | 8 | 0.36364 | 0.35089 | 0.21149 | 0.19570 | 0.40000 | 0.38799 | 0.78378 |
SimplifiedLOF | 100 | 0.18182 | 0.16543 | 0.14829 | 0.13123 | 0.22727 | 0.21180 | 0.83061 |
LoOP | 8 | 0.36364 | 0.35089 | 0.18254 | 0.16617 | 0.37500 | 0.36248 | 0.79904 |
LoOP | 9 | 0.33333 | 0.31998 | 0.18827 | 0.17202 | 0.36667 | 0.35398 | 0.80621 |
LoOP | 100 | 0.18182 | 0.16543 | 0.13572 | 0.11841 | 0.22727 | 0.21180 | 0.82241 |
LDOF | 11 | 0.33333 | 0.31998 | 0.17764 | 0.16117 | 0.33846 | 0.32521 | 0.77995 |
LDOF | 99 | 0.18182 | 0.16543 | 0.11918 | 0.10154 | 0.21818 | 0.20253 | 0.81625 |
ODIN | 19 | 0.20856 | 0.19271 | 0.15295 | 0.13599 | 0.23529 | 0.21998 | 0.77585 |
ODIN | 31 | 0.22511 | 0.20959 | 0.11615 | 0.09845 | 0.23377 | 0.21842 | 0.77855 |
ODIN | 33 | 0.21970 | 0.20407 | 0.10150 | 0.08351 | 0.24658 | 0.23149 | 0.77834 |
ODIN | 99 | 0.16162 | 0.14483 | 0.10830 | 0.09044 | 0.20833 | 0.19248 | 0.79902 |
FastABOD | 4 | 0.18182 | 0.16543 | 0.11798 | 0.10032 | 0.22535 | 0.20984 | 0.77087 |
FastABOD | 5 | 0.18182 | 0.16543 | 0.12552 | 0.10801 | 0.20290 | 0.18694 | 0.75614 |
FastABOD | 6 | 0.21212 | 0.19634 | 0.09562 | 0.07751 | 0.21538 | 0.19967 | 0.73514 |
KDEOS | 16 | 0.12121 | 0.10362 | 0.07933 | 0.06090 | 0.16000 | 0.14318 | 0.77607 |
KDEOS | 18 | 0.09091 | 0.07271 | 0.06800 | 0.04934 | 0.13793 | 0.12067 | 0.77754 |
KDEOS | 50 | 0.15152 | 0.13452 | 0.05366 | 0.03471 | 0.15385 | 0.13690 | 0.72862 |
KDEOS | 62 | 0.12121 | 0.10362 | 0.05680 | 0.03791 | 0.17391 | 0.15737 | 0.74049 |
LDF | 7 | 0.15152 | 0.13452 | 0.14348 | 0.12633 | 0.22222 | 0.20665 | 0.72387 |
LDF | 45 | 0.21212 | 0.19634 | 0.08796 | 0.06970 | 0.23333 | 0.21798 | 0.79764 |
LDF | 64 | 0.24242 | 0.22725 | 0.09177 | 0.07358 | 0.24615 | 0.23106 | 0.78457 |
LDF | 76 | 0.24242 | 0.22725 | 0.10318 | 0.08522 | 0.28571 | 0.27141 | 0.78163 |
INFLO | 7 | 0.24242 | 0.22725 | 0.18910 | 0.17286 | 0.31169 | 0.29791 | 0.83297 |
INFLO | 8 | 0.27273 | 0.25816 | 0.18363 | 0.16728 | 0.30588 | 0.29198 | 0.83646 |
INFLO | 10 | 0.15152 | 0.13452 | 0.14155 | 0.12436 | 0.23377 | 0.21842 | 0.85566 |
COF | 7 | 0.33333 | 0.31998 | 0.23921 | 0.22397 | 0.39286 | 0.38070 | 0.72294 |
COF | 8 | 0.36364 | 0.35089 | 0.26299 | 0.24823 | 0.39130 | 0.37912 | 0.71071 |
COF | 50 | 0.24242 | 0.22725 | 0.13971 | 0.12249 | 0.26471 | 0.24998 | 0.76736 |
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 (58.2 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 | 0.30303 | 0.28913 | 0.21568 | 0.20004 | 0.32258 | 0.30907 | 0.75641 |
KNN | 88 | 0.21212 | 0.19641 | 0.20431 | 0.18844 | 0.25882 | 0.24404 | 0.76527 |
KNNW | 1 | 0.24242 | 0.22732 | 0.17786 | 0.16147 | 0.31818 | 0.30459 | 0.74487 |
KNNW | 2 | 0.27273 | 0.25823 | 0.18993 | 0.17378 | 0.30435 | 0.29048 | 0.76109 |
KNNW | 3 | 0.27273 | 0.25823 | 0.21041 | 0.19466 | 0.30435 | 0.29048 | 0.75479 |
KNNW | 4 | 0.30303 | 0.28913 | 0.20410 | 0.18823 | 0.30769 | 0.29389 | 0.74822 |
LOF | 6 | 0.30303 | 0.28913 | 0.18031 | 0.16396 | 0.31250 | 0.29879 | 0.74600 |
LOF | 7 | 0.27273 | 0.25823 | 0.21841 | 0.20283 | 0.30986 | 0.29610 | 0.73617 |
LOF | 99 | 0.15152 | 0.13460 | 0.15185 | 0.13494 | 0.23656 | 0.22134 | 0.78068 |
SimplifiedLOF | 8 | 0.30303 | 0.28913 | 0.20975 | 0.19399 | 0.32836 | 0.31497 | 0.77878 |
SimplifiedLOF | 9 | 0.33333 | 0.32004 | 0.23056 | 0.21522 | 0.33333 | 0.32004 | 0.77759 |
SimplifiedLOF | 10 | 0.30303 | 0.28913 | 0.22257 | 0.20707 | 0.33962 | 0.32645 | 0.77541 |
LoOP | 10 | 0.33333 | 0.32004 | 0.18989 | 0.17374 | 0.38235 | 0.37004 | 0.77011 |
LDOF | 8 | 0.18182 | 0.16550 | 0.09201 | 0.07391 | 0.19512 | 0.17907 | 0.78673 |
LDOF | 9 | 0.24242 | 0.22732 | 0.11548 | 0.09784 | 0.25000 | 0.23505 | 0.78367 |
LDOF | 34 | 0.21212 | 0.19641 | 0.13181 | 0.11450 | 0.30435 | 0.29048 | 0.72762 |
LDOF | 49 | 0.21212 | 0.19641 | 0.14432 | 0.12726 | 0.23881 | 0.22363 | 0.71634 |
ODIN | 41 | 0.25589 | 0.24106 | 0.11144 | 0.09372 | 0.27397 | 0.25950 | 0.74946 |
ODIN | 42 | 0.26061 | 0.24586 | 0.11360 | 0.09593 | 0.27397 | 0.25950 | 0.75209 |
ODIN | 94 | 0.21212 | 0.19641 | 0.13810 | 0.12092 | 0.25532 | 0.24047 | 0.77925 |
FastABOD | 5 | 0.18182 | 0.16550 | 0.12378 | 0.10631 | 0.20896 | 0.19318 | 0.78742 |
FastABOD | 9 | 0.21212 | 0.19641 | 0.14974 | 0.13278 | 0.23423 | 0.21897 | 0.78229 |
FastABOD | 25 | 0.24242 | 0.22732 | 0.13021 | 0.11287 | 0.25287 | 0.23798 | 0.76565 |
FastABOD | 66 | 0.15152 | 0.13460 | 0.12873 | 0.11136 | 0.27500 | 0.26054 | 0.76563 |
KDEOS | 11 | 0.06061 | 0.04187 | 0.07350 | 0.05503 | 0.10213 | 0.08422 | 0.71975 |
KDEOS | 13 | 0.09091 | 0.07278 | 0.05046 | 0.03152 | 0.10145 | 0.08353 | 0.73716 |
KDEOS | 15 | 0.09091 | 0.07278 | 0.05279 | 0.03390 | 0.11184 | 0.09413 | 0.74802 |
KDEOS | 99 | 0.09091 | 0.07278 | 0.06634 | 0.04772 | 0.15152 | 0.13460 | 0.74296 |
LDF | 4 | 0.24242 | 0.22732 | 0.19850 | 0.18252 | 0.31111 | 0.29737 | 0.69897 |
LDF | 11 | 0.15152 | 0.13460 | 0.09886 | 0.08089 | 0.20513 | 0.18928 | 0.76995 |
LDF | 55 | 0.27273 | 0.25823 | 0.15165 | 0.13473 | 0.27692 | 0.26251 | 0.75717 |
INFLO | 6 | 0.27273 | 0.25823 | 0.13950 | 0.12234 | 0.27692 | 0.26251 | 0.77746 |
INFLO | 8 | 0.24242 | 0.22732 | 0.15538 | 0.13854 | 0.33333 | 0.32004 | 0.74943 |
INFLO | 31 | 0.21212 | 0.19641 | 0.16627 | 0.14965 | 0.28571 | 0.27147 | 0.72227 |
INFLO | 92 | 0.21212 | 0.19641 | 0.14135 | 0.12423 | 0.25263 | 0.23773 | 0.79535 |
COF | 7 | 0.27273 | 0.25823 | 0.20375 | 0.18788 | 0.31579 | 0.30215 | 0.76208 |
COF | 9 | 0.36364 | 0.35095 | 0.28023 | 0.26588 | 0.37037 | 0.35782 | 0.74941 |
COF | 11 | 0.30303 | 0.28913 | 0.31249 | 0.29878 | 0.39130 | 0.37917 | 0.74842 |
COF | 15 | 0.33333 | 0.32004 | 0.28755 | 0.27334 | 0.40741 | 0.39559 | 0.73784 |
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 (56.9 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 | 0.12121 | 0.10362 | 0.12263 | 0.10506 | 0.19048 | 0.17427 | 0.74815 |
KNN | 2 | 0.18182 | 0.16543 | 0.09874 | 0.08069 | 0.19672 | 0.18064 | 0.74586 |
KNNW | 1 | 0.15152 | 0.13452 | 0.14545 | 0.12833 | 0.21053 | 0.19472 | 0.71134 |
KNNW | 2 | 0.15152 | 0.13452 | 0.14676 | 0.12968 | 0.21053 | 0.19472 | 0.74857 |
KNNW | 3 | 0.12121 | 0.10362 | 0.12575 | 0.10825 | 0.20000 | 0.18398 | 0.75309 |
LOF | 6 | 0.30303 | 0.28907 | 0.16543 | 0.14872 | 0.31746 | 0.30379 | 0.77567 |
LOF | 7 | 0.30303 | 0.28907 | 0.17648 | 0.15999 | 0.34483 | 0.33171 | 0.80538 |
LOF | 13 | 0.21212 | 0.19634 | 0.20179 | 0.18580 | 0.23377 | 0.21842 | 0.79889 |
LOF | 100 | 0.12121 | 0.10362 | 0.07951 | 0.06107 | 0.16176 | 0.14498 | 0.81217 |
SimplifiedLOF | 10 | 0.27273 | 0.25816 | 0.16826 | 0.15161 | 0.28571 | 0.27141 | 0.78332 |
SimplifiedLOF | 11 | 0.24242 | 0.22725 | 0.18372 | 0.16738 | 0.30380 | 0.28986 | 0.78473 |
SimplifiedLOF | 18 | 0.21212 | 0.19634 | 0.20194 | 0.18596 | 0.26966 | 0.25504 | 0.81506 |
SimplifiedLOF | 20 | 0.21212 | 0.19634 | 0.19988 | 0.18386 | 0.26829 | 0.25364 | 0.81726 |
LoOP | 7 | 0.24242 | 0.22725 | 0.14546 | 0.12834 | 0.24615 | 0.23106 | 0.75923 |
LoOP | 12 | 0.24242 | 0.22725 | 0.15822 | 0.14136 | 0.29730 | 0.28323 | 0.79911 |
LoOP | 16 | 0.21212 | 0.19634 | 0.19373 | 0.17758 | 0.24658 | 0.23149 | 0.81120 |
LoOP | 18 | 0.18182 | 0.16543 | 0.18505 | 0.16873 | 0.25287 | 0.23791 | 0.81528 |
LDOF | 17 | 0.24242 | 0.22725 | 0.16699 | 0.15031 | 0.26667 | 0.25198 | 0.74665 |
LDOF | 48 | 0.24242 | 0.22725 | 0.13696 | 0.11968 | 0.29091 | 0.27671 | 0.77392 |
LDOF | 91 | 0.18182 | 0.16543 | 0.11276 | 0.09500 | 0.20588 | 0.18998 | 0.80369 |
ODIN | 11 | 0.15303 | 0.13607 | 0.08698 | 0.06869 | 0.15385 | 0.13690 | 0.77151 |
ODIN | 29 | 0.16212 | 0.14534 | 0.11901 | 0.10137 | 0.20000 | 0.18398 | 0.76223 |
ODIN | 97 | 0.15152 | 0.13452 | 0.15526 | 0.13834 | 0.20202 | 0.18604 | 0.76799 |
ODIN | 99 | 0.13333 | 0.11598 | 0.15027 | 0.13325 | 0.20833 | 0.19248 | 0.76899 |
FastABOD | 3 | 0.24242 | 0.22725 | 0.12415 | 0.10662 | 0.24615 | 0.23106 | 0.80606 |
FastABOD | 4 | 0.24242 | 0.22725 | 0.18166 | 0.16527 | 0.26667 | 0.25198 | 0.77872 |
KDEOS | 58 | 0.12121 | 0.10362 | 0.06770 | 0.04903 | 0.13043 | 0.11302 | 0.74928 |
KDEOS | 63 | 0.12121 | 0.10362 | 0.07697 | 0.05849 | 0.13333 | 0.11598 | 0.75018 |
KDEOS | 99 | 0.09091 | 0.07271 | 0.06996 | 0.05134 | 0.15929 | 0.14246 | 0.77743 |
KDEOS | 100 | 0.09091 | 0.07271 | 0.06870 | 0.05005 | 0.14894 | 0.13189 | 0.77824 |
LDF | 7 | 0.33333 | 0.31998 | 0.20702 | 0.19114 | 0.39286 | 0.38070 | 0.80395 |
LDF | 9 | 0.36364 | 0.35089 | 0.23799 | 0.22273 | 0.38710 | 0.37482 | 0.79808 |
LDF | 98 | 0.12121 | 0.10362 | 0.07660 | 0.05811 | 0.15789 | 0.14103 | 0.82254 |
INFLO | 5 | 0.27273 | 0.25816 | 0.16401 | 0.14727 | 0.31034 | 0.29653 | 0.76177 |
INFLO | 13 | 0.18182 | 0.16543 | 0.18978 | 0.17355 | 0.21818 | 0.20253 | 0.79957 |
COF | 12 | 0.24242 | 0.22725 | 0.19827 | 0.18221 | 0.29333 | 0.27918 | 0.75259 |
COF | 13 | 0.27273 | 0.25816 | 0.19568 | 0.17958 | 0.28947 | 0.27525 | 0.77300 |
COF | 15 | 0.24242 | 0.22725 | 0.21129 | 0.19549 | 0.26667 | 0.25198 | 0.77843 |
COF | 16 | 0.24242 | 0.22725 | 0.20316 | 0.18720 | 0.27586 | 0.26136 | 0.78560 |
Plots
Not 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 (59.1 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 | 0.21212 | 0.19641 | 0.15392 | 0.13705 | 0.28205 | 0.26774 | 0.76271 |
KNN | 2 | 0.24242 | 0.22732 | 0.12156 | 0.10404 | 0.26471 | 0.25004 | 0.74611 |
KNNW | 2 | 0.21212 | 0.19641 | 0.15839 | 0.14161 | 0.23881 | 0.22363 | 0.77803 |
KNNW | 5 | 0.15152 | 0.13460 | 0.12132 | 0.10380 | 0.25581 | 0.24098 | 0.76151 |
LOF | 5 | 0.36364 | 0.35095 | 0.22234 | 0.20684 | 0.40678 | 0.39495 | 0.76549 |
LOF | 8 | 0.33333 | 0.32004 | 0.23132 | 0.21599 | 0.36066 | 0.34791 | 0.79037 |
LOF | 10 | 0.27273 | 0.25823 | 0.16250 | 0.14580 | 0.30508 | 0.29123 | 0.81371 |
SimplifiedLOF | 7 | 0.30303 | 0.28913 | 0.21967 | 0.20411 | 0.36620 | 0.35356 | 0.78804 |
SimplifiedLOF | 8 | 0.33333 | 0.32004 | 0.21099 | 0.19525 | 0.36364 | 0.35095 | 0.78314 |
SimplifiedLOF | 13 | 0.30303 | 0.28913 | 0.20863 | 0.19285 | 0.41096 | 0.39921 | 0.80762 |
SimplifiedLOF | 14 | 0.30303 | 0.28913 | 0.18848 | 0.17230 | 0.39080 | 0.37866 | 0.80888 |
LoOP | 7 | 0.30303 | 0.28913 | 0.22441 | 0.20895 | 0.34211 | 0.32899 | 0.78467 |
LoOP | 9 | 0.27273 | 0.25823 | 0.21226 | 0.19655 | 0.39474 | 0.38267 | 0.77888 |
LoOP | 13 | 0.36364 | 0.35095 | 0.18798 | 0.17179 | 0.36923 | 0.35665 | 0.79880 |
LoOP | 14 | 0.33333 | 0.32004 | 0.18769 | 0.17149 | 0.36111 | 0.34837 | 0.80387 |
LDOF | 5 | 0.18182 | 0.16550 | 0.12075 | 0.10322 | 0.21818 | 0.20259 | 0.77576 |
LDOF | 13 | 0.27273 | 0.25823 | 0.17786 | 0.16147 | 0.27957 | 0.26520 | 0.75814 |
LDOF | 16 | 0.27273 | 0.25823 | 0.19952 | 0.18356 | 0.32500 | 0.31154 | 0.77204 |
ODIN | 12 | 0.26630 | 0.25167 | 0.15931 | 0.14255 | 0.30189 | 0.28797 | 0.77936 |
ODIN | 14 | 0.24242 | 0.22732 | 0.15712 | 0.14031 | 0.29787 | 0.28387 | 0.78905 |
ODIN | 92 | 0.18182 | 0.16550 | 0.16613 | 0.14950 | 0.23377 | 0.21849 | 0.75112 |
FastABOD | 5 | 0.21212 | 0.19641 | 0.14938 | 0.13242 | 0.22951 | 0.21414 | 0.80595 |
FastABOD | 6 | 0.21212 | 0.19641 | 0.13468 | 0.11742 | 0.23729 | 0.22208 | 0.79561 |
KDEOS | 65 | 0.18182 | 0.16550 | 0.08281 | 0.06452 | 0.18462 | 0.16836 | 0.76906 |
KDEOS | 89 | 0.15152 | 0.13460 | 0.08976 | 0.07161 | 0.17699 | 0.16058 | 0.77750 |
KDEOS | 95 | 0.09091 | 0.07278 | 0.08334 | 0.06506 | 0.18868 | 0.17250 | 0.78145 |
KDEOS | 96 | 0.06061 | 0.04187 | 0.08199 | 0.06369 | 0.19608 | 0.18005 | 0.78136 |
LDF | 2 | 0.24242 | 0.22732 | 0.17747 | 0.16107 | 0.26230 | 0.24759 | 0.72333 |
LDF | 9 | 0.24242 | 0.22732 | 0.14081 | 0.12368 | 0.26667 | 0.25204 | 0.79782 |
INFLO | 3 | 0.27273 | 0.25823 | 0.17998 | 0.16363 | 0.29508 | 0.28103 | 0.80946 |
INFLO | 5 | 0.27273 | 0.25823 | 0.24538 | 0.23033 | 0.32941 | 0.31604 | 0.76673 |
INFLO | 8 | 0.33333 | 0.32004 | 0.22856 | 0.21318 | 0.38235 | 0.37004 | 0.78181 |
INFLO | 9 | 0.36364 | 0.35095 | 0.22239 | 0.20688 | 0.38095 | 0.36861 | 0.79037 |
COF | 7 | 0.24242 | 0.22732 | 0.16374 | 0.14706 | 0.29630 | 0.28226 | 0.78221 |
COF | 10 | 0.24242 | 0.22732 | 0.14934 | 0.13238 | 0.27350 | 0.25902 | 0.78295 |
COF | 14 | 0.18182 | 0.16550 | 0.18327 | 0.16699 | 0.23810 | 0.22290 | 0.76952 |