Cardiotocography (2% 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, 1681 objects, 33 outliers (1.96%)
Download raw algorithm results (14.6 MB) Download raw algorithm evaluation table (56.5 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 | 0.27273 | 0.25816 | 0.20577 | 0.18986 | 0.31579 | 0.30209 | 0.74867 |
KNN | 94 | 0.21212 | 0.19634 | 0.22197 | 0.20640 | 0.26316 | 0.24840 | 0.74524 |
KNNW | 2 | 0.15152 | 0.13452 | 0.15561 | 0.13870 | 0.20513 | 0.18921 | 0.76379 |
KNNW | 3 | 0.21212 | 0.19634 | 0.17658 | 0.16009 | 0.26667 | 0.25198 | 0.75528 |
KNNW | 4 | 0.21212 | 0.19634 | 0.18765 | 0.17138 | 0.27907 | 0.26463 | 0.74662 |
KNNW | 100 | 0.18182 | 0.16543 | 0.21217 | 0.19640 | 0.25641 | 0.24152 | 0.73494 |
LOF | 2 | 0.27273 | 0.25816 | 0.21623 | 0.20054 | 0.29333 | 0.27918 | 0.82247 |
LOF | 4 | 0.30303 | 0.28907 | 0.25148 | 0.23649 | 0.34286 | 0.32970 | 0.79525 |
LOF | 5 | 0.30303 | 0.28907 | 0.22835 | 0.21290 | 0.35294 | 0.33998 | 0.78183 |
SimplifiedLOF | 4 | 0.27273 | 0.25816 | 0.24644 | 0.23135 | 0.28571 | 0.27141 | 0.83282 |
SimplifiedLOF | 5 | 0.36364 | 0.35089 | 0.26771 | 0.25305 | 0.36923 | 0.35660 | 0.82846 |
SimplifiedLOF | 8 | 0.33333 | 0.31998 | 0.28667 | 0.27239 | 0.38596 | 0.37367 | 0.81228 |
SimplifiedLOF | 13 | 0.36364 | 0.35089 | 0.24655 | 0.23146 | 0.40678 | 0.39490 | 0.81881 |
LoOP | 5 | 0.30303 | 0.28907 | 0.23123 | 0.21583 | 0.31250 | 0.29873 | 0.82667 |
LoOP | 8 | 0.36364 | 0.35089 | 0.21797 | 0.20231 | 0.36923 | 0.35660 | 0.80303 |
LDOF | 6 | 0.21212 | 0.19634 | 0.19119 | 0.17499 | 0.27273 | 0.25816 | 0.77804 |
LDOF | 10 | 0.27273 | 0.25816 | 0.16388 | 0.14714 | 0.30000 | 0.28598 | 0.78801 |
LDOF | 100 | 0.15152 | 0.13452 | 0.12843 | 0.11098 | 0.20000 | 0.18398 | 0.80141 |
ODIN | 5 | 0.13235 | 0.11498 | 0.08989 | 0.07167 | 0.18433 | 0.16800 | 0.81992 |
ODIN | 36 | 0.24242 | 0.22725 | 0.12751 | 0.11004 | 0.24242 | 0.22725 | 0.77959 |
ODIN | 53 | 0.24242 | 0.22725 | 0.13973 | 0.12251 | 0.28070 | 0.26630 | 0.78408 |
ODIN | 94 | 0.18182 | 0.16543 | 0.15996 | 0.14314 | 0.23810 | 0.22284 | 0.78986 |
FastABOD | 4 | 0.27273 | 0.25816 | 0.18625 | 0.16995 | 0.28169 | 0.26731 | 0.84293 |
KDEOS | 16 | 0.18182 | 0.16543 | 0.10643 | 0.08854 | 0.20253 | 0.18656 | 0.77526 |
KDEOS | 19 | 0.18182 | 0.16543 | 0.14571 | 0.12860 | 0.20408 | 0.18814 | 0.77352 |
KDEOS | 21 | 0.15152 | 0.13452 | 0.14648 | 0.12939 | 0.17647 | 0.15998 | 0.76863 |
LDF | 3 | 0.30303 | 0.28907 | 0.23784 | 0.22257 | 0.31746 | 0.30379 | 0.75504 |
LDF | 6 | 0.24242 | 0.22725 | 0.27095 | 0.25636 | 0.34146 | 0.32828 | 0.75381 |
LDF | 7 | 0.30303 | 0.28907 | 0.27461 | 0.26008 | 0.34146 | 0.32828 | 0.75614 |
LDF | 11 | 0.15152 | 0.13452 | 0.13373 | 0.11638 | 0.20690 | 0.19102 | 0.80329 |
INFLO | 4 | 0.24242 | 0.22725 | 0.25336 | 0.23840 | 0.33333 | 0.31998 | 0.85275 |
INFLO | 6 | 0.36364 | 0.35089 | 0.25216 | 0.23718 | 0.38235 | 0.36999 | 0.81987 |
COF | 4 | 0.27273 | 0.25816 | 0.25437 | 0.23944 | 0.31579 | 0.30209 | 0.80224 |
COF | 5 | 0.27273 | 0.25816 | 0.26781 | 0.25315 | 0.34043 | 0.32722 | 0.79367 |
COF | 8 | 0.24242 | 0.22725 | 0.26450 | 0.24977 | 0.34783 | 0.33477 | 0.79283 |
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 (58.8 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 | 0.36364 | 0.35095 | 0.29603 | 0.28199 | 0.40000 | 0.38804 | 0.84036 |
KNN | 2 | 0.33333 | 0.32004 | 0.25706 | 0.24225 | 0.40816 | 0.39636 | 0.82573 |
KNNW | 3 | 0.36364 | 0.35095 | 0.27587 | 0.26143 | 0.37736 | 0.36494 | 0.83879 |
KNNW | 6 | 0.33333 | 0.32004 | 0.26100 | 0.24626 | 0.40000 | 0.38804 | 0.82826 |
LOF | 4 | 0.33333 | 0.32004 | 0.22515 | 0.20969 | 0.37037 | 0.35782 | 0.81834 |
LOF | 8 | 0.30303 | 0.28913 | 0.22897 | 0.21359 | 0.33333 | 0.32004 | 0.83156 |
LOF | 10 | 0.24242 | 0.22732 | 0.17855 | 0.16217 | 0.26087 | 0.24613 | 0.84688 |
SimplifiedLOF | 9 | 0.33333 | 0.32004 | 0.23499 | 0.21974 | 0.36735 | 0.35473 | 0.86089 |
SimplifiedLOF | 14 | 0.30303 | 0.28913 | 0.22244 | 0.20694 | 0.32787 | 0.31447 | 0.87444 |
LoOP | 8 | 0.33333 | 0.32004 | 0.22969 | 0.21433 | 0.34483 | 0.33176 | 0.84911 |
LoOP | 9 | 0.30303 | 0.28913 | 0.22764 | 0.21224 | 0.37037 | 0.35782 | 0.85949 |
LoOP | 10 | 0.30303 | 0.28913 | 0.23103 | 0.21570 | 0.35088 | 0.33793 | 0.86097 |
LoOP | 14 | 0.33333 | 0.32004 | 0.20706 | 0.19125 | 0.34921 | 0.33623 | 0.86634 |
LDOF | 14 | 0.36364 | 0.35095 | 0.20699 | 0.19118 | 0.36923 | 0.35665 | 0.83375 |
LDOF | 32 | 0.18182 | 0.16550 | 0.16083 | 0.14410 | 0.25581 | 0.24098 | 0.85569 |
ODIN | 14 | 0.22266 | 0.20716 | 0.14262 | 0.12553 | 0.22581 | 0.21037 | 0.83703 |
ODIN | 34 | 0.26171 | 0.24699 | 0.19475 | 0.17869 | 0.26471 | 0.25004 | 0.82630 |
ODIN | 64 | 0.27273 | 0.25823 | 0.15672 | 0.13991 | 0.27273 | 0.25823 | 0.81290 |
ODIN | 92 | 0.24242 | 0.22732 | 0.16321 | 0.14653 | 0.28070 | 0.26636 | 0.82327 |
FastABOD | 7 | 0.30303 | 0.28913 | 0.18150 | 0.16518 | 0.30769 | 0.29389 | 0.86435 |
FastABOD | 8 | 0.30303 | 0.28913 | 0.19745 | 0.18145 | 0.30769 | 0.29389 | 0.86525 |
KDEOS | 27 | 0.18182 | 0.16550 | 0.15135 | 0.13443 | 0.21505 | 0.19940 | 0.83004 |
KDEOS | 41 | 0.15152 | 0.13460 | 0.10843 | 0.09066 | 0.21277 | 0.19707 | 0.84756 |
KDEOS | 46 | 0.21212 | 0.19641 | 0.09474 | 0.07669 | 0.23529 | 0.22005 | 0.82392 |
LDF | 6 | 0.18182 | 0.16550 | 0.15734 | 0.14054 | 0.25287 | 0.23798 | 0.82888 |
LDF | 71 | 0.30303 | 0.28913 | 0.20756 | 0.19176 | 0.30769 | 0.29389 | 0.80834 |
LDF | 93 | 0.30303 | 0.28913 | 0.24588 | 0.23085 | 0.40816 | 0.39636 | 0.80539 |
LDF | 98 | 0.30303 | 0.28913 | 0.26346 | 0.24878 | 0.40000 | 0.38804 | 0.80543 |
INFLO | 6 | 0.27273 | 0.25823 | 0.20655 | 0.19073 | 0.30000 | 0.28604 | 0.85747 |
INFLO | 7 | 0.30303 | 0.28913 | 0.21518 | 0.19953 | 0.30556 | 0.29171 | 0.84637 |
INFLO | 8 | 0.33333 | 0.32004 | 0.21488 | 0.19923 | 0.33333 | 0.32004 | 0.83602 |
COF | 7 | 0.33333 | 0.32004 | 0.30989 | 0.29613 | 0.36735 | 0.35473 | 0.85376 |
COF | 8 | 0.36364 | 0.35095 | 0.28274 | 0.26844 | 0.43636 | 0.42512 | 0.84095 |
COF | 11 | 0.33333 | 0.32004 | 0.27548 | 0.26103 | 0.38596 | 0.37372 | 0.87084 |
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 (58.7 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 | 0.24242 | 0.22725 | 0.15797 | 0.14111 | 0.28986 | 0.27563 | 0.79204 |
KNNW | 2 | 0.24242 | 0.22725 | 0.13563 | 0.11832 | 0.24615 | 0.23106 | 0.81960 |
KNNW | 4 | 0.18182 | 0.16543 | 0.14679 | 0.12970 | 0.22727 | 0.21180 | 0.79599 |
LOF | 8 | 0.27273 | 0.25816 | 0.19124 | 0.17505 | 0.29032 | 0.27611 | 0.81237 |
LOF | 10 | 0.27273 | 0.25816 | 0.19033 | 0.17412 | 0.29508 | 0.28097 | 0.81351 |
LOF | 13 | 0.24242 | 0.22725 | 0.20407 | 0.18814 | 0.25714 | 0.24227 | 0.78170 |
LOF | 100 | 0.12121 | 0.10362 | 0.09272 | 0.07455 | 0.20755 | 0.19168 | 0.83883 |
SimplifiedLOF | 10 | 0.21212 | 0.19634 | 0.17916 | 0.16272 | 0.32877 | 0.31533 | 0.79882 |
SimplifiedLOF | 14 | 0.24242 | 0.22725 | 0.20581 | 0.18991 | 0.26923 | 0.25460 | 0.82945 |
SimplifiedLOF | 17 | 0.27273 | 0.25816 | 0.19054 | 0.17433 | 0.30508 | 0.29117 | 0.83539 |
SimplifiedLOF | 18 | 0.30303 | 0.28907 | 0.18881 | 0.17257 | 0.30769 | 0.29383 | 0.83387 |
LoOP | 10 | 0.27273 | 0.25816 | 0.14917 | 0.13213 | 0.28571 | 0.27141 | 0.78567 |
LoOP | 12 | 0.24242 | 0.22725 | 0.18516 | 0.16884 | 0.27778 | 0.26332 | 0.79345 |
LoOP | 14 | 0.21212 | 0.19634 | 0.16900 | 0.15236 | 0.24490 | 0.22978 | 0.80369 |
LoOP | 17 | 0.27273 | 0.25816 | 0.17444 | 0.15790 | 0.29412 | 0.27998 | 0.80047 |
LDOF | 13 | 0.18182 | 0.16543 | 0.15893 | 0.14209 | 0.20000 | 0.18398 | 0.69272 |
LDOF | 21 | 0.15152 | 0.13452 | 0.12327 | 0.10572 | 0.23529 | 0.21998 | 0.75028 |
LDOF | 99 | 0.15152 | 0.13452 | 0.09185 | 0.07367 | 0.19549 | 0.17938 | 0.79244 |
ODIN | 24 | 0.21212 | 0.19634 | 0.09988 | 0.08185 | 0.21538 | 0.19967 | 0.73431 |
ODIN | 94 | 0.06061 | 0.04180 | 0.12953 | 0.11209 | 0.20690 | 0.19102 | 0.81089 |
ODIN | 99 | 0.08081 | 0.06240 | 0.12702 | 0.10954 | 0.22000 | 0.20438 | 0.81517 |
ODIN | 100 | 0.09091 | 0.07271 | 0.12805 | 0.11059 | 0.22000 | 0.20438 | 0.81638 |
FastABOD | 3 | 0.15152 | 0.13452 | 0.12102 | 0.10341 | 0.19200 | 0.17582 | 0.81894 |
FastABOD | 4 | 0.30303 | 0.28907 | 0.15863 | 0.14179 | 0.30769 | 0.29383 | 0.80184 |
KDEOS | 80 | 0.09091 | 0.07271 | 0.09822 | 0.08017 | 0.15000 | 0.13298 | 0.78847 |
KDEOS | 82 | 0.12121 | 0.10362 | 0.08642 | 0.06812 | 0.15000 | 0.13298 | 0.78931 |
KDEOS | 94 | 0.12121 | 0.10362 | 0.08687 | 0.06858 | 0.15686 | 0.13998 | 0.79143 |
KDEOS | 97 | 0.12121 | 0.10362 | 0.08514 | 0.06682 | 0.17021 | 0.15360 | 0.79115 |
LDF | 9 | 0.36364 | 0.35089 | 0.29019 | 0.27597 | 0.39344 | 0.38130 | 0.81930 |
LDF | 97 | 0.12121 | 0.10362 | 0.09734 | 0.07927 | 0.23762 | 0.22236 | 0.84472 |
INFLO | 6 | 0.27273 | 0.25816 | 0.16814 | 0.15148 | 0.30556 | 0.29165 | 0.75222 |
INFLO | 8 | 0.27273 | 0.25816 | 0.18922 | 0.17298 | 0.32000 | 0.30638 | 0.77788 |
INFLO | 100 | 0.12121 | 0.10362 | 0.09429 | 0.07615 | 0.22449 | 0.20896 | 0.81678 |
COF | 9 | 0.18182 | 0.16543 | 0.15464 | 0.13772 | 0.23077 | 0.21537 | 0.82986 |
COF | 16 | 0.30303 | 0.28907 | 0.20991 | 0.19409 | 0.31746 | 0.30379 | 0.80529 |
COF | 26 | 0.27273 | 0.25816 | 0.18101 | 0.16461 | 0.32143 | 0.30784 | 0.73352 |
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 (62.2 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 | 0.12121 | 0.10369 | 0.09650 | 0.07849 | 0.18301 | 0.16672 | 0.82507 |
KNNW | 1 | 0.15152 | 0.13460 | 0.11962 | 0.10206 | 0.18868 | 0.17250 | 0.82178 |
KNNW | 2 | 0.12121 | 0.10369 | 0.11127 | 0.09355 | 0.21348 | 0.19780 | 0.83579 |
LOF | 6 | 0.18182 | 0.16550 | 0.09921 | 0.08125 | 0.19672 | 0.18070 | 0.82660 |
LOF | 7 | 0.15152 | 0.13460 | 0.10934 | 0.09158 | 0.22378 | 0.20830 | 0.84395 |
LOF | 8 | 0.15152 | 0.13460 | 0.11670 | 0.09909 | 0.25352 | 0.23864 | 0.82707 |
SimplifiedLOF | 9 | 0.21212 | 0.19641 | 0.12052 | 0.10299 | 0.23377 | 0.21849 | 0.85201 |
SimplifiedLOF | 14 | 0.18182 | 0.16550 | 0.13168 | 0.11436 | 0.27368 | 0.25920 | 0.87063 |
SimplifiedLOF | 16 | 0.15152 | 0.13460 | 0.12893 | 0.11156 | 0.26446 | 0.24980 | 0.87323 |
SimplifiedLOF | 20 | 0.12121 | 0.10369 | 0.11829 | 0.10071 | 0.27586 | 0.26142 | 0.85569 |
LoOP | 10 | 0.18182 | 0.16550 | 0.12780 | 0.11041 | 0.23932 | 0.22415 | 0.84947 |
LoOP | 12 | 0.18182 | 0.16550 | 0.11665 | 0.09904 | 0.21782 | 0.20223 | 0.85073 |
LoOP | 14 | 0.21212 | 0.19641 | 0.12110 | 0.10357 | 0.23762 | 0.22242 | 0.85056 |
LoOP | 18 | 0.15152 | 0.13460 | 0.11148 | 0.09376 | 0.25806 | 0.24327 | 0.83204 |
LDOF | 12 | 0.12121 | 0.10369 | 0.13166 | 0.11434 | 0.23762 | 0.22242 | 0.81812 |
LDOF | 13 | 0.15152 | 0.13460 | 0.12585 | 0.10842 | 0.25000 | 0.23505 | 0.82222 |
LDOF | 15 | 0.21212 | 0.19641 | 0.12559 | 0.10816 | 0.23684 | 0.22163 | 0.81869 |
LDOF | 16 | 0.18182 | 0.16550 | 0.12348 | 0.10601 | 0.21918 | 0.20361 | 0.82242 |
ODIN | 9 | 0.22403 | 0.20855 | 0.10645 | 0.08864 | 0.24000 | 0.22485 | 0.78154 |
ODIN | 11 | 0.21989 | 0.20434 | 0.11533 | 0.09769 | 0.25000 | 0.23505 | 0.79151 |
ODIN | 16 | 0.13834 | 0.12116 | 0.09797 | 0.07998 | 0.18182 | 0.16550 | 0.79339 |
ODIN | 23 | 0.15260 | 0.13570 | 0.14043 | 0.12329 | 0.20513 | 0.18928 | 0.77142 |
FastABOD | 3 | 0.18182 | 0.16550 | 0.09354 | 0.07547 | 0.19355 | 0.17747 | 0.82628 |
FastABOD | 5 | 0.15152 | 0.13460 | 0.11365 | 0.09598 | 0.20000 | 0.18405 | 0.85430 |
FastABOD | 7 | 0.09091 | 0.07278 | 0.10543 | 0.08759 | 0.21000 | 0.19425 | 0.85104 |
KDEOS | 65 | 0.15152 | 0.13460 | 0.11436 | 0.09670 | 0.16949 | 0.15293 | 0.80453 |
KDEOS | 75 | 0.18182 | 0.16550 | 0.08685 | 0.06864 | 0.19355 | 0.17747 | 0.80797 |
KDEOS | 88 | 0.12121 | 0.10369 | 0.09459 | 0.07654 | 0.20690 | 0.19108 | 0.82158 |
KDEOS | 89 | 0.12121 | 0.10369 | 0.09665 | 0.07864 | 0.21176 | 0.19605 | 0.82114 |
LDF | 6 | 0.21212 | 0.19641 | 0.11483 | 0.09718 | 0.22222 | 0.20671 | 0.81975 |
LDF | 10 | 0.15152 | 0.13460 | 0.12025 | 0.10271 | 0.19231 | 0.17620 | 0.77943 |
LDF | 96 | 0.06061 | 0.04187 | 0.07101 | 0.05248 | 0.16149 | 0.14477 | 0.82553 |
INFLO | 8 | 0.15152 | 0.13460 | 0.14291 | 0.12582 | 0.23423 | 0.21897 | 0.83385 |
INFLO | 10 | 0.21212 | 0.19641 | 0.12125 | 0.10373 | 0.26829 | 0.25370 | 0.82724 |
INFLO | 11 | 0.21212 | 0.19641 | 0.11268 | 0.09499 | 0.27160 | 0.25708 | 0.81951 |
COF | 10 | 0.15152 | 0.13460 | 0.09739 | 0.07939 | 0.19469 | 0.17863 | 0.84483 |
COF | 18 | 0.12121 | 0.10369 | 0.13815 | 0.12096 | 0.21687 | 0.20125 | 0.78955 |
COF | 26 | 0.21212 | 0.19641 | 0.13361 | 0.11634 | 0.23333 | 0.21805 | 0.75575 |