Cardiotocography (2% of outliers version#09)
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 (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 | 0.21212 | 0.19634 | 0.12596 | 0.10846 | 0.24561 | 0.23051 | 0.74753 |
KNNW | 1 | 0.15152 | 0.13452 | 0.12156 | 0.10397 | 0.21739 | 0.20172 | 0.73965 |
KNNW | 2 | 0.15152 | 0.13452 | 0.12753 | 0.11006 | 0.21277 | 0.19700 | 0.75384 |
KNNW | 3 | 0.18182 | 0.16543 | 0.12201 | 0.10443 | 0.19608 | 0.17998 | 0.75211 |
LOF | 4 | 0.27273 | 0.25816 | 0.12272 | 0.10516 | 0.28571 | 0.27141 | 0.79746 |
LOF | 8 | 0.18182 | 0.16543 | 0.09736 | 0.07928 | 0.21053 | 0.19472 | 0.80406 |
SimplifiedLOF | 6 | 0.27273 | 0.25816 | 0.12568 | 0.10818 | 0.31579 | 0.30209 | 0.82574 |
SimplifiedLOF | 8 | 0.24242 | 0.22725 | 0.13664 | 0.11935 | 0.27586 | 0.26136 | 0.84021 |
SimplifiedLOF | 9 | 0.24242 | 0.22725 | 0.13072 | 0.11331 | 0.26415 | 0.24942 | 0.84065 |
LoOP | 7 | 0.24242 | 0.22725 | 0.11566 | 0.09796 | 0.25000 | 0.23498 | 0.83789 |
LoOP | 9 | 0.21212 | 0.19634 | 0.12767 | 0.11021 | 0.23529 | 0.21998 | 0.85047 |
LoOP | 10 | 0.18182 | 0.16543 | 0.12939 | 0.11195 | 0.25714 | 0.24227 | 0.83947 |
LDOF | 9 | 0.18182 | 0.16543 | 0.10711 | 0.08923 | 0.20690 | 0.19102 | 0.83436 |
LDOF | 12 | 0.24242 | 0.22725 | 0.12934 | 0.11191 | 0.26087 | 0.24607 | 0.81998 |
LDOF | 13 | 0.24242 | 0.22725 | 0.12699 | 0.10951 | 0.26667 | 0.25198 | 0.81283 |
ODIN | 6 | 0.10526 | 0.08735 | 0.05613 | 0.03723 | 0.11268 | 0.09491 | 0.78322 |
ODIN | 30 | 0.16970 | 0.15307 | 0.09309 | 0.07493 | 0.19178 | 0.17560 | 0.74198 |
ODIN | 31 | 0.16253 | 0.14576 | 0.09066 | 0.07245 | 0.19444 | 0.17831 | 0.74594 |
ODIN | 36 | 0.18182 | 0.16543 | 0.08402 | 0.06568 | 0.18182 | 0.16543 | 0.73620 |
FastABOD | 3 | 0.12121 | 0.10362 | 0.09571 | 0.07761 | 0.18182 | 0.16543 | 0.78736 |
FastABOD | 4 | 0.18182 | 0.16543 | 0.09497 | 0.07685 | 0.20779 | 0.19193 | 0.76751 |
FastABOD | 6 | 0.15152 | 0.13452 | 0.10384 | 0.08590 | 0.17910 | 0.16267 | 0.76484 |
FastABOD | 61 | 0.06061 | 0.04180 | 0.08663 | 0.06834 | 0.22222 | 0.20665 | 0.75204 |
KDEOS | 13 | 0.18182 | 0.16543 | 0.11375 | 0.09601 | 0.21277 | 0.19700 | 0.83409 |
KDEOS | 15 | 0.15152 | 0.13452 | 0.13117 | 0.11377 | 0.17910 | 0.16267 | 0.83363 |
KDEOS | 16 | 0.15152 | 0.13452 | 0.11026 | 0.09244 | 0.17391 | 0.15737 | 0.83784 |
LDF | 2 | 0.21212 | 0.19634 | 0.07941 | 0.06098 | 0.21212 | 0.19634 | 0.69774 |
LDF | 7 | 0.09091 | 0.07271 | 0.11495 | 0.09722 | 0.15385 | 0.13690 | 0.71558 |
LDF | 100 | 0.21212 | 0.19634 | 0.13510 | 0.11778 | 0.26923 | 0.25460 | 0.67102 |
INFLO | 4 | 0.15152 | 0.13452 | 0.11784 | 0.10018 | 0.21667 | 0.20098 | 0.86586 |
INFLO | 22 | 0.21212 | 0.19634 | 0.09762 | 0.07955 | 0.21538 | 0.19967 | 0.78436 |
INFLO | 37 | 0.15152 | 0.13452 | 0.09098 | 0.07278 | 0.22222 | 0.20665 | 0.77492 |
COF | 6 | 0.24242 | 0.22725 | 0.10838 | 0.09052 | 0.25926 | 0.24443 | 0.73899 |
COF | 10 | 0.21212 | 0.19634 | 0.18879 | 0.17255 | 0.29787 | 0.28381 | 0.75386 |
COF | 12 | 0.21212 | 0.19634 | 0.16385 | 0.14711 | 0.26923 | 0.25460 | 0.77036 |
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 | 0.19538 | 0.17934 | 0.29630 | 0.28226 | 0.80179 |
KNN | 97 | 0.21212 | 0.19641 | 0.20236 | 0.18646 | 0.26506 | 0.25041 | 0.80527 |
KNN | 100 | 0.21212 | 0.19641 | 0.20283 | 0.18694 | 0.26506 | 0.25041 | 0.80496 |
KNNW | 1 | 0.27273 | 0.25823 | 0.18997 | 0.17381 | 0.28571 | 0.27147 | 0.78849 |
KNNW | 2 | 0.24242 | 0.22732 | 0.20020 | 0.18425 | 0.32000 | 0.30644 | 0.80101 |
KNNW | 3 | 0.24242 | 0.22732 | 0.20671 | 0.19089 | 0.31373 | 0.30004 | 0.80207 |
KNNW | 4 | 0.24242 | 0.22732 | 0.20037 | 0.18443 | 0.30189 | 0.28797 | 0.80269 |
LOF | 6 | 0.21212 | 0.19641 | 0.16730 | 0.15070 | 0.27160 | 0.25708 | 0.79247 |
LOF | 7 | 0.24242 | 0.22732 | 0.16546 | 0.14882 | 0.29630 | 0.28226 | 0.79392 |
LOF | 98 | 0.12121 | 0.10369 | 0.12797 | 0.11058 | 0.18750 | 0.17130 | 0.83001 |
SimplifiedLOF | 10 | 0.36364 | 0.35095 | 0.21064 | 0.19490 | 0.37931 | 0.36693 | 0.82690 |
SimplifiedLOF | 13 | 0.27273 | 0.25823 | 0.18847 | 0.17229 | 0.33735 | 0.32414 | 0.84010 |
LoOP | 10 | 0.33333 | 0.32004 | 0.18908 | 0.17291 | 0.34375 | 0.33066 | 0.82900 |
LoOP | 12 | 0.30303 | 0.28913 | 0.18171 | 0.16539 | 0.36364 | 0.35095 | 0.83873 |
LDOF | 14 | 0.24242 | 0.22732 | 0.13457 | 0.11731 | 0.24242 | 0.22732 | 0.82243 |
LDOF | 15 | 0.24242 | 0.22732 | 0.13267 | 0.11537 | 0.27119 | 0.25665 | 0.80959 |
LDOF | 52 | 0.15152 | 0.13460 | 0.14053 | 0.12339 | 0.22047 | 0.20493 | 0.81089 |
ODIN | 28 | 0.15865 | 0.14187 | 0.09100 | 0.07287 | 0.21951 | 0.20395 | 0.78486 |
ODIN | 32 | 0.18538 | 0.16914 | 0.09753 | 0.07953 | 0.21622 | 0.20059 | 0.79117 |
ODIN | 98 | 0.14394 | 0.12687 | 0.09004 | 0.07189 | 0.16471 | 0.14805 | 0.81117 |
FastABOD | 5 | 0.21212 | 0.19641 | 0.15058 | 0.13365 | 0.26316 | 0.24847 | 0.83532 |
FastABOD | 6 | 0.24242 | 0.22732 | 0.14570 | 0.12867 | 0.24658 | 0.23155 | 0.82876 |
FastABOD | 46 | 0.15152 | 0.13460 | 0.15327 | 0.13639 | 0.27160 | 0.25708 | 0.83001 |
FastABOD | 81 | 0.18182 | 0.16550 | 0.15549 | 0.13865 | 0.26667 | 0.25204 | 0.83261 |
KDEOS | 32 | 0.15152 | 0.13460 | 0.08172 | 0.06341 | 0.16667 | 0.15005 | 0.75919 |
KDEOS | 35 | 0.15152 | 0.13460 | 0.08639 | 0.06817 | 0.19608 | 0.18005 | 0.76376 |
KDEOS | 92 | 0.09091 | 0.07278 | 0.09227 | 0.07417 | 0.13542 | 0.11818 | 0.79566 |
KDEOS | 100 | 0.06061 | 0.04187 | 0.09007 | 0.07193 | 0.14607 | 0.12904 | 0.80049 |
LDF | 7 | 0.27273 | 0.25823 | 0.23731 | 0.22210 | 0.30189 | 0.28797 | 0.76127 |
LDF | 99 | 0.21212 | 0.19641 | 0.18075 | 0.16441 | 0.24096 | 0.22583 | 0.81133 |
INFLO | 8 | 0.33333 | 0.32004 | 0.18251 | 0.16621 | 0.36111 | 0.34837 | 0.85757 |
COF | 9 | 0.30303 | 0.28913 | 0.24891 | 0.23393 | 0.36735 | 0.35473 | 0.74642 |
COF | 13 | 0.30303 | 0.28913 | 0.27814 | 0.26374 | 0.36364 | 0.35095 | 0.74566 |
COF | 14 | 0.33333 | 0.32004 | 0.26595 | 0.25132 | 0.34783 | 0.33482 | 0.74334 |
COF | 17 | 0.30303 | 0.28913 | 0.21850 | 0.20292 | 0.32432 | 0.31085 | 0.75814 |
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 (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 | 0.12121 | 0.10362 | 0.07431 | 0.05577 | 0.15385 | 0.13690 | 0.77958 |
KNN | 2 | 0.15152 | 0.13452 | 0.07137 | 0.05277 | 0.15625 | 0.13935 | 0.78966 |
KNNW | 1 | 0.12121 | 0.10362 | 0.09155 | 0.07336 | 0.18182 | 0.16543 | 0.77382 |
KNNW | 3 | 0.12121 | 0.10362 | 0.07990 | 0.06148 | 0.16327 | 0.14651 | 0.79687 |
LOF | 7 | 0.24242 | 0.22725 | 0.13785 | 0.12059 | 0.25397 | 0.23903 | 0.84707 |
LOF | 8 | 0.24242 | 0.22725 | 0.16545 | 0.14874 | 0.29630 | 0.28221 | 0.84992 |
LOF | 9 | 0.24242 | 0.22725 | 0.15774 | 0.14088 | 0.28000 | 0.26558 | 0.85406 |
SimplifiedLOF | 11 | 0.21212 | 0.19634 | 0.15514 | 0.13822 | 0.23256 | 0.21719 | 0.85617 |
SimplifiedLOF | 17 | 0.21212 | 0.19634 | 0.15397 | 0.13703 | 0.24490 | 0.22978 | 0.86836 |
SimplifiedLOF | 23 | 0.24242 | 0.22725 | 0.11252 | 0.09474 | 0.24242 | 0.22725 | 0.84461 |
LoOP | 10 | 0.21212 | 0.19634 | 0.14370 | 0.12655 | 0.21622 | 0.20052 | 0.84838 |
LoOP | 15 | 0.21212 | 0.19634 | 0.15077 | 0.13376 | 0.23729 | 0.22202 | 0.86645 |
LoOP | 16 | 0.21212 | 0.19634 | 0.14902 | 0.13198 | 0.24561 | 0.23051 | 0.86628 |
LDOF | 16 | 0.18182 | 0.16543 | 0.13181 | 0.11443 | 0.21053 | 0.19472 | 0.82745 |
LDOF | 17 | 0.18182 | 0.16543 | 0.13952 | 0.12229 | 0.21739 | 0.20172 | 0.82739 |
LDOF | 19 | 0.18182 | 0.16543 | 0.13363 | 0.11629 | 0.22857 | 0.21312 | 0.81923 |
LDOF | 20 | 0.21212 | 0.19634 | 0.13415 | 0.11681 | 0.22222 | 0.20665 | 0.82447 |
ODIN | 13 | 0.16667 | 0.14998 | 0.08600 | 0.06770 | 0.17143 | 0.15484 | 0.80443 |
ODIN | 25 | 0.19835 | 0.18229 | 0.12075 | 0.10315 | 0.23077 | 0.21537 | 0.76487 |
ODIN | 26 | 0.18182 | 0.16543 | 0.11888 | 0.10124 | 0.23529 | 0.21998 | 0.76163 |
ODIN | 41 | 0.21886 | 0.20321 | 0.10127 | 0.08328 | 0.22581 | 0.21030 | 0.74702 |
FastABOD | 3 | 0.12121 | 0.10362 | 0.07339 | 0.05483 | 0.14583 | 0.12873 | 0.79268 |
FastABOD | 5 | 0.12121 | 0.10362 | 0.08743 | 0.06915 | 0.17000 | 0.15338 | 0.81324 |
FastABOD | 18 | 0.12121 | 0.10362 | 0.08394 | 0.06560 | 0.15556 | 0.13865 | 0.81546 |
KDEOS | 25 | 0.03030 | 0.01089 | 0.05781 | 0.03895 | 0.11173 | 0.09394 | 0.82044 |
KDEOS | 66 | 0.15152 | 0.13452 | 0.13528 | 0.11797 | 0.20000 | 0.18398 | 0.80689 |
KDEOS | 87 | 0.18182 | 0.16543 | 0.14385 | 0.12670 | 0.18462 | 0.16829 | 0.79755 |
KDEOS | 97 | 0.18182 | 0.16543 | 0.14752 | 0.13045 | 0.19231 | 0.17613 | 0.78972 |
LDF | 3 | 0.18182 | 0.16543 | 0.11191 | 0.09413 | 0.20472 | 0.18880 | 0.78183 |
LDF | 8 | 0.12121 | 0.10362 | 0.07961 | 0.06118 | 0.16901 | 0.15237 | 0.79229 |
INFLO | 8 | 0.21212 | 0.19634 | 0.14545 | 0.12834 | 0.25532 | 0.24041 | 0.86882 |
INFLO | 9 | 0.21212 | 0.19634 | 0.15391 | 0.13696 | 0.23188 | 0.21650 | 0.85623 |
INFLO | 21 | 0.24242 | 0.22725 | 0.11106 | 0.09326 | 0.24242 | 0.22725 | 0.79022 |
COF | 9 | 0.24242 | 0.22725 | 0.15149 | 0.13450 | 0.28571 | 0.27141 | 0.83631 |
COF | 10 | 0.27273 | 0.25816 | 0.14457 | 0.12744 | 0.28169 | 0.26731 | 0.81206 |
COF | 15 | 0.21212 | 0.19634 | 0.19871 | 0.18267 | 0.25000 | 0.23498 | 0.79305 |
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 (60.7 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 | 0.18182 | 0.16550 | 0.15648 | 0.13966 | 0.20359 | 0.18771 | 0.83819 |
KNNW | 1 | 0.21212 | 0.19641 | 0.20493 | 0.18907 | 0.25000 | 0.23505 | 0.84928 |
KNNW | 2 | 0.21212 | 0.19641 | 0.19415 | 0.17808 | 0.22581 | 0.21037 | 0.85068 |
LOF | 6 | 0.27273 | 0.25823 | 0.14289 | 0.12580 | 0.28916 | 0.27498 | 0.80674 |
LOF | 9 | 0.27273 | 0.25823 | 0.15907 | 0.14230 | 0.29333 | 0.27924 | 0.80335 |
LOF | 100 | 0.06061 | 0.04187 | 0.08227 | 0.06398 | 0.16034 | 0.14360 | 0.85477 |
SimplifiedLOF | 13 | 0.30303 | 0.28913 | 0.18810 | 0.17191 | 0.31818 | 0.30459 | 0.85017 |
SimplifiedLOF | 17 | 0.24242 | 0.22732 | 0.17035 | 0.15381 | 0.35165 | 0.33872 | 0.83904 |
LoOP | 11 | 0.27273 | 0.25823 | 0.15739 | 0.14059 | 0.27692 | 0.26251 | 0.82712 |
LoOP | 13 | 0.27273 | 0.25823 | 0.16802 | 0.15144 | 0.29333 | 0.27924 | 0.83955 |
LoOP | 14 | 0.27273 | 0.25823 | 0.16177 | 0.14506 | 0.29730 | 0.28329 | 0.82909 |
LDOF | 16 | 0.21212 | 0.19641 | 0.14771 | 0.13071 | 0.23077 | 0.21543 | 0.78317 |
LDOF | 18 | 0.21212 | 0.19641 | 0.16082 | 0.14408 | 0.23881 | 0.22363 | 0.79086 |
LDOF | 20 | 0.21212 | 0.19641 | 0.14553 | 0.12849 | 0.25000 | 0.23505 | 0.80425 |
LDOF | 98 | 0.09091 | 0.07278 | 0.09341 | 0.07533 | 0.15721 | 0.14040 | 0.83920 |
ODIN | 11 | 0.28389 | 0.26961 | 0.14833 | 0.13134 | 0.30508 | 0.29123 | 0.79458 |
ODIN | 23 | 0.21212 | 0.19641 | 0.15353 | 0.13665 | 0.26667 | 0.25204 | 0.78381 |
ODIN | 100 | 0.17803 | 0.16164 | 0.14620 | 0.12917 | 0.17910 | 0.16274 | 0.83116 |
FastABOD | 3 | 0.21212 | 0.19641 | 0.15671 | 0.13990 | 0.27184 | 0.25733 | 0.83400 |
FastABOD | 5 | 0.21212 | 0.19641 | 0.19499 | 0.17894 | 0.24561 | 0.23057 | 0.85026 |
KDEOS | 56 | 0.18182 | 0.16550 | 0.11753 | 0.09994 | 0.18182 | 0.16550 | 0.78823 |
KDEOS | 89 | 0.12121 | 0.10369 | 0.12548 | 0.10804 | 0.18182 | 0.16550 | 0.81741 |
KDEOS | 100 | 0.12121 | 0.10369 | 0.12346 | 0.10599 | 0.18868 | 0.17250 | 0.81838 |
LDF | 1 | 0.18182 | 0.16550 | 0.09737 | 0.07938 | 0.19048 | 0.17433 | 0.73699 |
LDF | 3 | 0.18182 | 0.16550 | 0.13276 | 0.11547 | 0.23529 | 0.22005 | 0.77889 |
LDF | 9 | 0.15152 | 0.13460 | 0.15330 | 0.13642 | 0.21277 | 0.19707 | 0.77206 |
LDF | 91 | 0.09091 | 0.07278 | 0.08723 | 0.06903 | 0.16667 | 0.15005 | 0.85085 |
INFLO | 7 | 0.30303 | 0.28913 | 0.15701 | 0.14020 | 0.31250 | 0.29879 | 0.80966 |
INFLO | 9 | 0.24242 | 0.22732 | 0.17564 | 0.15921 | 0.29474 | 0.28067 | 0.79930 |
INFLO | 92 | 0.12121 | 0.10369 | 0.08468 | 0.06643 | 0.15225 | 0.13535 | 0.85011 |
COF | 4 | 0.21212 | 0.19641 | 0.12943 | 0.11207 | 0.23529 | 0.22005 | 0.81317 |
COF | 8 | 0.30303 | 0.28913 | 0.19572 | 0.17968 | 0.32877 | 0.31538 | 0.78778 |
COF | 14 | 0.27273 | 0.25823 | 0.22212 | 0.20661 | 0.29787 | 0.28387 | 0.81198 |