Cardiotocography (2% of outliers version#04)
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 (58.2 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 | 0.24242 | 0.22725 | 0.20620 | 0.19031 | 0.31818 | 0.30453 | 0.78453 |
KNN | 2 | 0.24242 | 0.22725 | 0.19783 | 0.18177 | 0.33333 | 0.31998 | 0.78307 |
KNNW | 1 | 0.24242 | 0.22725 | 0.18024 | 0.16383 | 0.25000 | 0.23498 | 0.81739 |
KNNW | 4 | 0.24242 | 0.22725 | 0.21876 | 0.20312 | 0.33333 | 0.31998 | 0.79794 |
KNNW | 7 | 0.24242 | 0.22725 | 0.20956 | 0.19373 | 0.34043 | 0.32722 | 0.78021 |
LOF | 8 | 0.30303 | 0.28907 | 0.23350 | 0.21816 | 0.31250 | 0.29873 | 0.84525 |
SimplifiedLOF | 9 | 0.30303 | 0.28907 | 0.26498 | 0.25026 | 0.33333 | 0.31998 | 0.86612 |
SimplifiedLOF | 10 | 0.33333 | 0.31998 | 0.25291 | 0.23795 | 0.34921 | 0.33617 | 0.87022 |
SimplifiedLOF | 11 | 0.33333 | 0.31998 | 0.23968 | 0.22445 | 0.35294 | 0.33998 | 0.86371 |
LoOP | 9 | 0.27273 | 0.25816 | 0.19732 | 0.18125 | 0.32727 | 0.31380 | 0.86221 |
LoOP | 10 | 0.30303 | 0.28907 | 0.18573 | 0.16943 | 0.32143 | 0.30784 | 0.86830 |
LDOF | 9 | 0.18182 | 0.16543 | 0.13492 | 0.11760 | 0.20619 | 0.19029 | 0.78347 |
LDOF | 14 | 0.27273 | 0.25816 | 0.12309 | 0.10553 | 0.27273 | 0.25816 | 0.79371 |
LDOF | 16 | 0.24242 | 0.22725 | 0.11868 | 0.10103 | 0.27500 | 0.26048 | 0.80349 |
LDOF | 23 | 0.27273 | 0.25816 | 0.11136 | 0.09357 | 0.29032 | 0.27611 | 0.79016 |
ODIN | 4 | 0.07527 | 0.05675 | 0.06797 | 0.04931 | 0.14789 | 0.13082 | 0.81962 |
ODIN | 45 | 0.21212 | 0.19634 | 0.08566 | 0.06735 | 0.21212 | 0.19634 | 0.75496 |
ODIN | 54 | 0.21212 | 0.19634 | 0.08910 | 0.07086 | 0.22581 | 0.21030 | 0.75348 |
ODIN | 100 | 0.18182 | 0.16543 | 0.10289 | 0.08493 | 0.21818 | 0.20253 | 0.76651 |
FastABOD | 6 | 0.24242 | 0.22725 | 0.16080 | 0.14400 | 0.25397 | 0.23903 | 0.85181 |
FastABOD | 7 | 0.21212 | 0.19634 | 0.15961 | 0.14279 | 0.26923 | 0.25460 | 0.83749 |
FastABOD | 9 | 0.21212 | 0.19634 | 0.16541 | 0.14870 | 0.25455 | 0.23962 | 0.83039 |
KDEOS | 16 | 0.06061 | 0.04180 | 0.07060 | 0.05199 | 0.15054 | 0.13353 | 0.80568 |
KDEOS | 19 | 0.09091 | 0.07271 | 0.06964 | 0.05101 | 0.14458 | 0.12745 | 0.80774 |
KDEOS | 20 | 0.12121 | 0.10362 | 0.06951 | 0.05088 | 0.15385 | 0.13690 | 0.79632 |
KDEOS | 27 | 0.06061 | 0.04180 | 0.06220 | 0.04342 | 0.16364 | 0.14689 | 0.79933 |
LDF | 1 | 0.24242 | 0.22725 | 0.13735 | 0.12008 | 0.25926 | 0.24443 | 0.62488 |
LDF | 7 | 0.24242 | 0.22725 | 0.25939 | 0.24456 | 0.33333 | 0.31998 | 0.79009 |
LDF | 8 | 0.24242 | 0.22725 | 0.19342 | 0.17727 | 0.28571 | 0.27141 | 0.80676 |
INFLO | 3 | 0.27273 | 0.25816 | 0.20476 | 0.18884 | 0.27397 | 0.25943 | 0.80910 |
INFLO | 6 | 0.27273 | 0.25816 | 0.17026 | 0.15364 | 0.27692 | 0.26244 | 0.87027 |
INFLO | 8 | 0.30303 | 0.28907 | 0.18055 | 0.16414 | 0.32836 | 0.31491 | 0.83176 |
COF | 8 | 0.33333 | 0.31998 | 0.31443 | 0.30070 | 0.42308 | 0.41152 | 0.85205 |
COF | 9 | 0.36364 | 0.35089 | 0.34335 | 0.33020 | 0.42308 | 0.41152 | 0.83190 |
COF | 11 | 0.36364 | 0.35089 | 0.31466 | 0.30094 | 0.40000 | 0.38799 | 0.86167 |
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 (59.1 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 | 0.15773 | 0.14093 | 0.23810 | 0.22290 | 0.76769 |
KNN | 25 | 0.24242 | 0.22732 | 0.14054 | 0.12341 | 0.26230 | 0.24759 | 0.73256 |
KNN | 73 | 0.24242 | 0.22732 | 0.17651 | 0.16009 | 0.29091 | 0.27677 | 0.74335 |
KNN | 100 | 0.24242 | 0.22732 | 0.18210 | 0.16579 | 0.28571 | 0.27147 | 0.74866 |
KNNW | 1 | 0.18182 | 0.16550 | 0.17239 | 0.15589 | 0.25532 | 0.24047 | 0.77418 |
KNNW | 2 | 0.21212 | 0.19641 | 0.16640 | 0.14978 | 0.25000 | 0.23505 | 0.78601 |
KNNW | 45 | 0.24242 | 0.22732 | 0.14511 | 0.12806 | 0.24242 | 0.22732 | 0.73921 |
KNNW | 65 | 0.24242 | 0.22732 | 0.14923 | 0.13227 | 0.26667 | 0.25204 | 0.74016 |
LOF | 4 | 0.27273 | 0.25823 | 0.19729 | 0.18128 | 0.35294 | 0.34004 | 0.71352 |
LOF | 7 | 0.24242 | 0.22732 | 0.23848 | 0.22330 | 0.31111 | 0.29737 | 0.74741 |
LOF | 100 | 0.21212 | 0.19641 | 0.13159 | 0.11427 | 0.24528 | 0.23023 | 0.81212 |
SimplifiedLOF | 5 | 0.27273 | 0.25823 | 0.18519 | 0.16895 | 0.27692 | 0.26251 | 0.72530 |
SimplifiedLOF | 7 | 0.27273 | 0.25823 | 0.23731 | 0.22210 | 0.33333 | 0.32004 | 0.77616 |
SimplifiedLOF | 9 | 0.27273 | 0.25823 | 0.25366 | 0.23878 | 0.33333 | 0.32004 | 0.77647 |
SimplifiedLOF | 100 | 0.15152 | 0.13460 | 0.12122 | 0.10369 | 0.21818 | 0.20259 | 0.80134 |
LoOP | 5 | 0.27273 | 0.25823 | 0.17596 | 0.15953 | 0.31579 | 0.30215 | 0.73065 |
LoOP | 7 | 0.27273 | 0.25823 | 0.23610 | 0.22087 | 0.31373 | 0.30004 | 0.77752 |
LoOP | 9 | 0.27273 | 0.25823 | 0.23436 | 0.21909 | 0.32143 | 0.30790 | 0.76839 |
LoOP | 100 | 0.21212 | 0.19641 | 0.11933 | 0.10177 | 0.23077 | 0.21543 | 0.78834 |
LDOF | 8 | 0.27273 | 0.25823 | 0.17246 | 0.15596 | 0.27273 | 0.25823 | 0.67042 |
LDOF | 10 | 0.24242 | 0.22732 | 0.19002 | 0.17387 | 0.29091 | 0.27677 | 0.69572 |
LDOF | 13 | 0.27273 | 0.25823 | 0.13656 | 0.11935 | 0.31034 | 0.29659 | 0.71330 |
LDOF | 100 | 0.15152 | 0.13460 | 0.10049 | 0.08256 | 0.19753 | 0.18153 | 0.76155 |
ODIN | 12 | 0.21329 | 0.19760 | 0.08653 | 0.06832 | 0.22535 | 0.20991 | 0.71112 |
ODIN | 15 | 0.21212 | 0.19641 | 0.11247 | 0.09478 | 0.24561 | 0.23057 | 0.71200 |
ODIN | 39 | 0.16970 | 0.15314 | 0.11893 | 0.10136 | 0.20833 | 0.19255 | 0.73593 |
ODIN | 99 | 0.11111 | 0.09339 | 0.10001 | 0.08206 | 0.18824 | 0.17205 | 0.76946 |
FastABOD | 4 | 0.18182 | 0.16550 | 0.10978 | 0.09203 | 0.21053 | 0.19478 | 0.78936 |
FastABOD | 6 | 0.18182 | 0.16550 | 0.16869 | 0.15211 | 0.25000 | 0.23505 | 0.78493 |
FastABOD | 7 | 0.18182 | 0.16550 | 0.17011 | 0.15357 | 0.24490 | 0.22984 | 0.78500 |
FastABOD | 100 | 0.15152 | 0.13460 | 0.11937 | 0.10181 | 0.20000 | 0.18405 | 0.79557 |
KDEOS | 8 | 0.15152 | 0.13460 | 0.06064 | 0.04191 | 0.15385 | 0.13697 | 0.69572 |
KDEOS | 21 | 0.12121 | 0.10369 | 0.07165 | 0.05314 | 0.13333 | 0.11605 | 0.76893 |
KDEOS | 22 | 0.09091 | 0.07278 | 0.07834 | 0.05996 | 0.13514 | 0.11789 | 0.76867 |
KDEOS | 33 | 0.00000 | -0.01994 | 0.05578 | 0.03695 | 0.16279 | 0.14610 | 0.74701 |
LDF | 11 | 0.09091 | 0.07278 | 0.08842 | 0.07024 | 0.17544 | 0.15900 | 0.80804 |
LDF | 44 | 0.30303 | 0.28913 | 0.14178 | 0.12467 | 0.30303 | 0.28913 | 0.79735 |
LDF | 62 | 0.30303 | 0.28913 | 0.19074 | 0.17460 | 0.32787 | 0.31447 | 0.79119 |
LDF | 100 | 0.27273 | 0.25823 | 0.23330 | 0.21802 | 0.31111 | 0.29737 | 0.77590 |
INFLO | 4 | 0.30303 | 0.28913 | 0.21300 | 0.19731 | 0.34043 | 0.32727 | 0.71782 |
INFLO | 6 | 0.30303 | 0.28913 | 0.22955 | 0.21418 | 0.30303 | 0.28913 | 0.78087 |
INFLO | 94 | 0.21212 | 0.19641 | 0.13763 | 0.12043 | 0.24138 | 0.22625 | 0.78528 |
COF | 8 | 0.27273 | 0.25823 | 0.29235 | 0.27824 | 0.39130 | 0.37917 | 0.78323 |
COF | 9 | 0.27273 | 0.25823 | 0.28870 | 0.27452 | 0.40000 | 0.38804 | 0.75884 |
COF | 62 | 0.24242 | 0.22732 | 0.12549 | 0.10805 | 0.26230 | 0.24759 | 0.81300 |
COF | 71 | 0.30303 | 0.28913 | 0.12360 | 0.10613 | 0.31250 | 0.29879 | 0.78865 |
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 (59.6 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 | 0.15152 | 0.13452 | 0.09193 | 0.07375 | 0.16327 | 0.14651 | 0.83734 |
KNNW | 1 | 0.18182 | 0.16543 | 0.13191 | 0.11452 | 0.21818 | 0.20253 | 0.86771 |
LOF | 6 | 0.21212 | 0.19634 | 0.12645 | 0.10896 | 0.23729 | 0.22202 | 0.77440 |
LOF | 8 | 0.21212 | 0.19634 | 0.15697 | 0.14009 | 0.25000 | 0.23498 | 0.81436 |
LOF | 9 | 0.21212 | 0.19634 | 0.14381 | 0.12667 | 0.24000 | 0.22478 | 0.81783 |
SimplifiedLOF | 12 | 0.21212 | 0.19634 | 0.18676 | 0.17047 | 0.24691 | 0.23183 | 0.84060 |
SimplifiedLOF | 14 | 0.27273 | 0.25816 | 0.18004 | 0.16362 | 0.27368 | 0.25914 | 0.85056 |
SimplifiedLOF | 16 | 0.21212 | 0.19634 | 0.15202 | 0.13504 | 0.32184 | 0.30826 | 0.85104 |
SimplifiedLOF | 20 | 0.21212 | 0.19634 | 0.12061 | 0.10300 | 0.25641 | 0.24152 | 0.85319 |
LoOP | 7 | 0.18182 | 0.16543 | 0.14276 | 0.12559 | 0.25000 | 0.23498 | 0.78727 |
LoOP | 13 | 0.21212 | 0.19634 | 0.16729 | 0.15061 | 0.23529 | 0.21998 | 0.83722 |
LoOP | 14 | 0.21212 | 0.19634 | 0.16932 | 0.15269 | 0.23881 | 0.22356 | 0.83471 |
LoOP | 15 | 0.24242 | 0.22725 | 0.16259 | 0.14583 | 0.25000 | 0.23498 | 0.83618 |
LDOF | 14 | 0.21212 | 0.19634 | 0.15560 | 0.13869 | 0.23333 | 0.21798 | 0.75787 |
LDOF | 21 | 0.24242 | 0.22725 | 0.12830 | 0.11084 | 0.25397 | 0.23903 | 0.77140 |
LDOF | 23 | 0.24242 | 0.22725 | 0.11352 | 0.09577 | 0.26230 | 0.24752 | 0.77264 |
LDOF | 74 | 0.06061 | 0.04180 | 0.06444 | 0.04571 | 0.13846 | 0.12121 | 0.78974 |
ODIN | 6 | 0.24976 | 0.23473 | 0.10597 | 0.08806 | 0.26230 | 0.24752 | 0.74474 |
ODIN | 11 | 0.18182 | 0.16543 | 0.10800 | 0.09014 | 0.19231 | 0.17613 | 0.78270 |
ODIN | 25 | 0.18182 | 0.16543 | 0.13076 | 0.11335 | 0.20339 | 0.18744 | 0.76061 |
FastABOD | 3 | 0.18182 | 0.16543 | 0.11362 | 0.09587 | 0.19277 | 0.17661 | 0.83436 |
FastABOD | 4 | 0.18182 | 0.16543 | 0.11859 | 0.10094 | 0.21176 | 0.19598 | 0.86209 |
FastABOD | 5 | 0.18182 | 0.16543 | 0.11296 | 0.09520 | 0.21429 | 0.19855 | 0.85772 |
FastABOD | 11 | 0.15152 | 0.13452 | 0.10683 | 0.08894 | 0.18421 | 0.16787 | 0.86616 |
KDEOS | 17 | 0.09091 | 0.07271 | 0.05107 | 0.03207 | 0.11976 | 0.10213 | 0.76758 |
KDEOS | 96 | 0.06061 | 0.04180 | 0.10541 | 0.08750 | 0.15385 | 0.13690 | 0.82769 |
KDEOS | 98 | 0.09091 | 0.07271 | 0.10518 | 0.08726 | 0.16667 | 0.14998 | 0.82745 |
KDEOS | 100 | 0.09091 | 0.07271 | 0.10397 | 0.08603 | 0.15942 | 0.14259 | 0.82793 |
LDF | 6 | 0.21212 | 0.19634 | 0.17824 | 0.16178 | 0.25352 | 0.23857 | 0.86047 |
LDF | 8 | 0.24242 | 0.22725 | 0.16721 | 0.15054 | 0.27451 | 0.25998 | 0.87871 |
INFLO | 5 | 0.24242 | 0.22725 | 0.15853 | 0.14168 | 0.24615 | 0.23106 | 0.76329 |
INFLO | 6 | 0.21212 | 0.19634 | 0.16488 | 0.14816 | 0.26087 | 0.24607 | 0.77993 |
INFLO | 8 | 0.21212 | 0.19634 | 0.17414 | 0.15761 | 0.22727 | 0.21180 | 0.79494 |
INFLO | 11 | 0.18182 | 0.16543 | 0.14945 | 0.13242 | 0.20690 | 0.19102 | 0.82936 |
COF | 12 | 0.21212 | 0.19634 | 0.17729 | 0.16082 | 0.30000 | 0.28598 | 0.86000 |
COF | 13 | 0.27273 | 0.25816 | 0.16646 | 0.14977 | 0.27778 | 0.26332 | 0.86038 |
COF | 15 | 0.21212 | 0.19634 | 0.15253 | 0.13556 | 0.28889 | 0.27465 | 0.87941 |
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 (61.0 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 | 0.18182 | 0.16550 | 0.10361 | 0.08573 | 0.19672 | 0.18070 | 0.76805 |
KNNW | 1 | 0.15152 | 0.13460 | 0.12528 | 0.10784 | 0.19608 | 0.18005 | 0.79170 |
KNNW | 2 | 0.18182 | 0.16550 | 0.11228 | 0.09458 | 0.18462 | 0.16836 | 0.78667 |
LOF | 6 | 0.24242 | 0.22732 | 0.15991 | 0.14316 | 0.25000 | 0.23505 | 0.76754 |
LOF | 8 | 0.24242 | 0.22732 | 0.18120 | 0.16487 | 0.28070 | 0.26636 | 0.80557 |
LOF | 9 | 0.24242 | 0.22732 | 0.17434 | 0.15788 | 0.26087 | 0.24613 | 0.81111 |
LOF | 11 | 0.21212 | 0.19641 | 0.18410 | 0.16783 | 0.26549 | 0.25084 | 0.80685 |
SimplifiedLOF | 11 | 0.27273 | 0.25823 | 0.19303 | 0.17694 | 0.29032 | 0.27617 | 0.83290 |
SimplifiedLOF | 13 | 0.30303 | 0.28913 | 0.22166 | 0.20614 | 0.33803 | 0.32483 | 0.82743 |
LoOP | 9 | 0.27273 | 0.25823 | 0.18304 | 0.16675 | 0.29032 | 0.27617 | 0.79722 |
LoOP | 11 | 0.27273 | 0.25823 | 0.19600 | 0.17997 | 0.30769 | 0.29389 | 0.82133 |
LoOP | 13 | 0.27273 | 0.25823 | 0.20581 | 0.18998 | 0.30952 | 0.29576 | 0.81444 |
LDOF | 20 | 0.27273 | 0.25823 | 0.15900 | 0.14223 | 0.30986 | 0.29610 | 0.75137 |
LDOF | 21 | 0.30303 | 0.28913 | 0.16088 | 0.14415 | 0.30769 | 0.29389 | 0.75910 |
ODIN | 11 | 0.17879 | 0.16241 | 0.10696 | 0.08916 | 0.18519 | 0.16894 | 0.78711 |
ODIN | 16 | 0.19571 | 0.17967 | 0.11385 | 0.09618 | 0.21818 | 0.20259 | 0.73748 |
ODIN | 25 | 0.15152 | 0.13460 | 0.13613 | 0.11890 | 0.23810 | 0.22290 | 0.70235 |
ODIN | 42 | 0.15152 | 0.13460 | 0.15454 | 0.13768 | 0.23810 | 0.22290 | 0.70782 |
FastABOD | 4 | 0.15152 | 0.13460 | 0.09697 | 0.07896 | 0.22500 | 0.20955 | 0.77731 |
FastABOD | 5 | 0.18182 | 0.16550 | 0.11349 | 0.09581 | 0.19512 | 0.17907 | 0.78887 |
FastABOD | 7 | 0.18182 | 0.16550 | 0.11508 | 0.09743 | 0.19355 | 0.17747 | 0.79427 |
FastABOD | 9 | 0.18182 | 0.16550 | 0.11246 | 0.09477 | 0.19672 | 0.18070 | 0.79724 |
KDEOS | 70 | 0.18182 | 0.16550 | 0.09871 | 0.08074 | 0.20000 | 0.18405 | 0.78277 |
KDEOS | 87 | 0.24242 | 0.22732 | 0.13573 | 0.11849 | 0.26471 | 0.25004 | 0.78142 |
KDEOS | 89 | 0.27273 | 0.25823 | 0.12306 | 0.10557 | 0.28125 | 0.26692 | 0.78154 |
LDF | 6 | 0.21212 | 0.19641 | 0.19008 | 0.17393 | 0.26087 | 0.24613 | 0.76741 |
LDF | 9 | 0.18182 | 0.16550 | 0.19220 | 0.17609 | 0.25532 | 0.24047 | 0.77332 |
LDF | 100 | 0.09091 | 0.07278 | 0.07600 | 0.05758 | 0.17073 | 0.15420 | 0.81014 |
INFLO | 7 | 0.27273 | 0.25823 | 0.20721 | 0.19140 | 0.32143 | 0.30790 | 0.77687 |
INFLO | 8 | 0.30303 | 0.28913 | 0.19159 | 0.17547 | 0.30769 | 0.29389 | 0.76975 |
INFLO | 11 | 0.24242 | 0.22732 | 0.19500 | 0.17895 | 0.30612 | 0.29229 | 0.82584 |
COF | 5 | 0.27273 | 0.25823 | 0.20615 | 0.19032 | 0.28986 | 0.27570 | 0.77044 |
COF | 6 | 0.27273 | 0.25823 | 0.22074 | 0.20520 | 0.30137 | 0.28744 | 0.76960 |
COF | 9 | 0.21212 | 0.19641 | 0.20020 | 0.18425 | 0.25455 | 0.23968 | 0.78835 |