Cardiotocography (10% 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, 1831 objects, 183 outliers (9.99%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (71.6 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 | 95 | 0.33880 | 0.26538 | 0.32036 | 0.24489 | 0.35047 | 0.27834 | 0.70886 |
KNN | 98 | 0.33880 | 0.26538 | 0.32127 | 0.24590 | 0.35325 | 0.28143 | 0.71005 |
KNN | 100 | 0.33880 | 0.26538 | 0.32152 | 0.24618 | 0.34987 | 0.27768 | 0.71007 |
KNNW | 89 | 0.32787 | 0.25323 | 0.28924 | 0.21031 | 0.33871 | 0.26528 | 0.68477 |
KNNW | 93 | 0.33333 | 0.25930 | 0.29005 | 0.21121 | 0.33690 | 0.26327 | 0.68609 |
KNNW | 100 | 0.33333 | 0.25930 | 0.29183 | 0.21319 | 0.33613 | 0.26242 | 0.68792 |
LOF | 89 | 0.29508 | 0.21681 | 0.25070 | 0.16749 | 0.32630 | 0.25149 | 0.73658 |
LOF | 93 | 0.29508 | 0.21681 | 0.25276 | 0.16978 | 0.33193 | 0.25775 | 0.73840 |
LOF | 100 | 0.28415 | 0.20466 | 0.25771 | 0.17528 | 0.33066 | 0.25633 | 0.74168 |
SimplifiedLOF | 9 | 0.30055 | 0.22288 | 0.26205 | 0.18011 | 0.31220 | 0.23582 | 0.63256 |
SimplifiedLOF | 10 | 0.32787 | 0.25323 | 0.26084 | 0.17876 | 0.33241 | 0.25828 | 0.63319 |
SimplifiedLOF | 11 | 0.32787 | 0.25323 | 0.25428 | 0.17148 | 0.33245 | 0.25833 | 0.63323 |
SimplifiedLOF | 100 | 0.27322 | 0.19252 | 0.23291 | 0.14773 | 0.30799 | 0.23115 | 0.70314 |
LoOP | 9 | 0.30055 | 0.22288 | 0.22793 | 0.14219 | 0.31053 | 0.23396 | 0.62538 |
LoOP | 10 | 0.30055 | 0.22288 | 0.22949 | 0.14393 | 0.31884 | 0.24320 | 0.62606 |
LoOP | 100 | 0.27322 | 0.19252 | 0.22176 | 0.13534 | 0.30739 | 0.23047 | 0.68840 |
LDOF | 13 | 0.28962 | 0.21073 | 0.20859 | 0.12071 | 0.29041 | 0.21162 | 0.60754 |
LDOF | 19 | 0.25137 | 0.16824 | 0.20870 | 0.12083 | 0.29004 | 0.21121 | 0.61310 |
LDOF | 97 | 0.25137 | 0.16824 | 0.19871 | 0.10973 | 0.29741 | 0.21940 | 0.65170 |
LDOF | 100 | 0.24590 | 0.16216 | 0.19988 | 0.11103 | 0.29175 | 0.21311 | 0.65325 |
ODIN | 88 | 0.23292 | 0.14774 | 0.20414 | 0.11576 | 0.29577 | 0.21757 | 0.69919 |
ODIN | 97 | 0.22951 | 0.14395 | 0.21114 | 0.12354 | 0.30746 | 0.23056 | 0.70692 |
ODIN | 100 | 0.22560 | 0.13961 | 0.21344 | 0.12609 | 0.30508 | 0.22792 | 0.70893 |
FastABOD | 12 | 0.28415 | 0.20466 | 0.21537 | 0.12825 | 0.28649 | 0.20726 | 0.65878 |
FastABOD | 57 | 0.27322 | 0.19252 | 0.21868 | 0.13192 | 0.30576 | 0.22867 | 0.67362 |
FastABOD | 100 | 0.26776 | 0.18645 | 0.22391 | 0.13773 | 0.29703 | 0.21897 | 0.68078 |
KDEOS | 81 | 0.19126 | 0.10145 | 0.14951 | 0.05506 | 0.23826 | 0.15367 | 0.62254 |
KDEOS | 99 | 0.19126 | 0.10145 | 0.15566 | 0.06191 | 0.24510 | 0.16127 | 0.63482 |
KDEOS | 100 | 0.18579 | 0.09538 | 0.15423 | 0.06032 | 0.24787 | 0.16435 | 0.63518 |
LDF | 95 | 0.33880 | 0.26538 | 0.33380 | 0.25982 | 0.36422 | 0.29362 | 0.73984 |
LDF | 99 | 0.34426 | 0.27145 | 0.33876 | 0.26534 | 0.36364 | 0.29297 | 0.74060 |
LDF | 100 | 0.33880 | 0.26538 | 0.34144 | 0.26831 | 0.36246 | 0.29166 | 0.74101 |
INFLO | 96 | 0.28415 | 0.20466 | 0.23221 | 0.14696 | 0.32083 | 0.24542 | 0.72099 |
INFLO | 99 | 0.28415 | 0.20466 | 0.23565 | 0.15077 | 0.32599 | 0.25115 | 0.72702 |
COF | 12 | 0.30601 | 0.22895 | 0.26753 | 0.18619 | 0.31267 | 0.23634 | 0.63527 |
COF | 16 | 0.26776 | 0.18645 | 0.27210 | 0.19127 | 0.30116 | 0.22356 | 0.65975 |
COF | 51 | 0.29508 | 0.21681 | 0.26077 | 0.17868 | 0.31715 | 0.24133 | 0.65114 |
COF | 79 | 0.24044 | 0.15609 | 0.25881 | 0.17650 | 0.27451 | 0.19395 | 0.66946 |
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 (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 | 97 | 0.36066 | 0.28996 | 0.34428 | 0.27177 | 0.37500 | 0.30589 | 0.72701 |
KNN | 98 | 0.37158 | 0.30210 | 0.34488 | 0.27244 | 0.37427 | 0.30508 | 0.72729 |
KNN | 100 | 0.37158 | 0.30210 | 0.34537 | 0.27299 | 0.37419 | 0.30500 | 0.72707 |
KNNW | 14 | 0.36066 | 0.28996 | 0.25321 | 0.17064 | 0.36164 | 0.29106 | 0.65681 |
KNNW | 100 | 0.34973 | 0.27782 | 0.31039 | 0.23414 | 0.37113 | 0.30160 | 0.70849 |
LOF | 47 | 0.30055 | 0.22321 | 0.20578 | 0.11796 | 0.32962 | 0.25549 | 0.71661 |
LOF | 100 | 0.28415 | 0.20500 | 0.23579 | 0.15128 | 0.34009 | 0.26713 | 0.74466 |
SimplifiedLOF | 54 | 0.25137 | 0.16859 | 0.19703 | 0.10824 | 0.32000 | 0.24481 | 0.68989 |
SimplifiedLOF | 64 | 0.28962 | 0.21107 | 0.19797 | 0.10928 | 0.31111 | 0.23494 | 0.69285 |
SimplifiedLOF | 100 | 0.28415 | 0.20500 | 0.20950 | 0.12209 | 0.31513 | 0.23940 | 0.70992 |
LoOP | 100 | 0.27322 | 0.19286 | 0.19939 | 0.11086 | 0.31423 | 0.23840 | 0.69461 |
LDOF | 83 | 0.26230 | 0.18072 | 0.18891 | 0.09923 | 0.31862 | 0.24327 | 0.66738 |
LDOF | 98 | 0.25137 | 0.16859 | 0.19518 | 0.10618 | 0.32823 | 0.25395 | 0.67705 |
LDOF | 100 | 0.25683 | 0.17466 | 0.19665 | 0.10782 | 0.32671 | 0.25226 | 0.67763 |
ODIN | 100 | 0.22951 | 0.14431 | 0.19935 | 0.11082 | 0.31029 | 0.23403 | 0.71026 |
FastABOD | 15 | 0.25683 | 0.17466 | 0.18067 | 0.09007 | 0.25780 | 0.17573 | 0.64367 |
FastABOD | 60 | 0.24590 | 0.16252 | 0.19237 | 0.10306 | 0.28640 | 0.20749 | 0.65153 |
FastABOD | 100 | 0.25683 | 0.17466 | 0.19745 | 0.10871 | 0.28037 | 0.20080 | 0.65562 |
KDEOS | 15 | 0.18033 | 0.08969 | 0.13975 | 0.04463 | 0.22888 | 0.14362 | 0.57931 |
KDEOS | 92 | 0.15301 | 0.05935 | 0.14449 | 0.04989 | 0.23555 | 0.15102 | 0.62944 |
KDEOS | 100 | 0.16393 | 0.07149 | 0.14946 | 0.05541 | 0.23429 | 0.14962 | 0.63625 |
LDF | 100 | 0.36612 | 0.29603 | 0.32753 | 0.25318 | 0.38650 | 0.31867 | 0.74450 |
INFLO | 79 | 0.26776 | 0.18679 | 0.19513 | 0.10613 | 0.29720 | 0.21949 | 0.69542 |
INFLO | 96 | 0.26230 | 0.18072 | 0.20694 | 0.11925 | 0.32465 | 0.24997 | 0.70761 |
INFLO | 99 | 0.26230 | 0.18072 | 0.20938 | 0.12196 | 0.31809 | 0.24269 | 0.71067 |
INFLO | 100 | 0.26776 | 0.18679 | 0.21043 | 0.12312 | 0.31967 | 0.24445 | 0.70981 |
COF | 37 | 0.26230 | 0.18072 | 0.19965 | 0.11115 | 0.29176 | 0.21345 | 0.63314 |
COF | 40 | 0.28415 | 0.20500 | 0.20454 | 0.11658 | 0.28883 | 0.21019 | 0.63589 |
COF | 85 | 0.22404 | 0.13824 | 0.22475 | 0.13903 | 0.26667 | 0.18558 | 0.65613 |
COF | 98 | 0.20219 | 0.11397 | 0.20990 | 0.12254 | 0.25954 | 0.17767 | 0.65842 |
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 (71.3 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 | 0.25683 | 0.17431 | 0.23443 | 0.14941 | 0.27539 | 0.19492 | 0.71309 |
KNN | 67 | 0.31694 | 0.24109 | 0.21292 | 0.12552 | 0.32151 | 0.24617 | 0.70074 |
KNN | 100 | 0.30055 | 0.22288 | 0.21562 | 0.12851 | 0.33248 | 0.25836 | 0.70426 |
KNNW | 2 | 0.26230 | 0.18038 | 0.24472 | 0.16085 | 0.28996 | 0.21112 | 0.72766 |
KNNW | 98 | 0.28415 | 0.20466 | 0.20855 | 0.12066 | 0.31724 | 0.24143 | 0.69990 |
LOF | 8 | 0.28415 | 0.20466 | 0.26381 | 0.18206 | 0.29421 | 0.21584 | 0.67516 |
LOF | 10 | 0.30055 | 0.22288 | 0.26219 | 0.18026 | 0.31339 | 0.23715 | 0.67828 |
LOF | 97 | 0.26230 | 0.18038 | 0.22666 | 0.14078 | 0.36863 | 0.29852 | 0.74404 |
LOF | 100 | 0.26230 | 0.18038 | 0.22752 | 0.14174 | 0.36791 | 0.29772 | 0.74536 |
SimplifiedLOF | 12 | 0.30055 | 0.22288 | 0.27354 | 0.19287 | 0.32589 | 0.25104 | 0.68467 |
SimplifiedLOF | 15 | 0.32240 | 0.24716 | 0.26888 | 0.18770 | 0.32418 | 0.24913 | 0.68808 |
SimplifiedLOF | 98 | 0.26230 | 0.18038 | 0.21428 | 0.12703 | 0.34095 | 0.26777 | 0.71468 |
SimplifiedLOF | 99 | 0.26230 | 0.18038 | 0.21418 | 0.12693 | 0.34215 | 0.26910 | 0.71465 |
LoOP | 12 | 0.28415 | 0.20466 | 0.25346 | 0.17056 | 0.31164 | 0.23520 | 0.66522 |
LoOP | 17 | 0.30601 | 0.22895 | 0.23819 | 0.15359 | 0.31556 | 0.23955 | 0.67847 |
LoOP | 81 | 0.25137 | 0.16824 | 0.21381 | 0.12651 | 0.33846 | 0.26500 | 0.69869 |
LoOP | 92 | 0.25683 | 0.17431 | 0.21380 | 0.12649 | 0.34351 | 0.27061 | 0.69632 |
LDOF | 18 | 0.29508 | 0.21681 | 0.24017 | 0.15579 | 0.30270 | 0.22527 | 0.63159 |
LDOF | 21 | 0.31148 | 0.23502 | 0.22556 | 0.13956 | 0.32190 | 0.24660 | 0.62460 |
LDOF | 97 | 0.24590 | 0.16216 | 0.21439 | 0.12715 | 0.33696 | 0.26333 | 0.70254 |
LDOF | 98 | 0.25137 | 0.16824 | 0.21442 | 0.12718 | 0.33333 | 0.25930 | 0.70286 |
ODIN | 81 | 0.27322 | 0.19252 | 0.23062 | 0.14519 | 0.34064 | 0.26742 | 0.69780 |
ODIN | 97 | 0.25832 | 0.17596 | 0.23532 | 0.15040 | 0.34518 | 0.27246 | 0.70598 |
ODIN | 100 | 0.25215 | 0.16910 | 0.23590 | 0.15106 | 0.34237 | 0.26935 | 0.70756 |
FastABOD | 4 | 0.28415 | 0.20466 | 0.24170 | 0.15749 | 0.30583 | 0.22874 | 0.73695 |
KDEOS | 99 | 0.18033 | 0.08931 | 0.18692 | 0.09663 | 0.28363 | 0.20408 | 0.69617 |
KDEOS | 100 | 0.19126 | 0.10145 | 0.18627 | 0.09591 | 0.28452 | 0.20507 | 0.69622 |
LDF | 8 | 0.30055 | 0.22288 | 0.31307 | 0.23679 | 0.35130 | 0.27927 | 0.72141 |
LDF | 97 | 0.31148 | 0.23502 | 0.23264 | 0.14743 | 0.32570 | 0.25082 | 0.75584 |
LDF | 100 | 0.30601 | 0.22895 | 0.23405 | 0.14900 | 0.33010 | 0.25571 | 0.75767 |
INFLO | 9 | 0.30601 | 0.22895 | 0.26304 | 0.18120 | 0.31638 | 0.24047 | 0.66955 |
INFLO | 12 | 0.31694 | 0.24109 | 0.24263 | 0.15853 | 0.31978 | 0.24425 | 0.65368 |
INFLO | 77 | 0.24044 | 0.15609 | 0.21239 | 0.12493 | 0.33939 | 0.26604 | 0.70538 |
INFLO | 98 | 0.25683 | 0.17431 | 0.21615 | 0.12911 | 0.33610 | 0.26238 | 0.71491 |
COF | 62 | 0.28962 | 0.21073 | 0.24534 | 0.16154 | 0.32273 | 0.24752 | 0.68762 |
COF | 69 | 0.29508 | 0.21681 | 0.23519 | 0.15026 | 0.34979 | 0.27759 | 0.69417 |
COF | 100 | 0.27869 | 0.19859 | 0.21566 | 0.12856 | 0.30732 | 0.23040 | 0.70978 |
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 (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 | 85 | 0.35519 | 0.28389 | 0.24444 | 0.16089 | 0.36508 | 0.29487 | 0.73196 |
KNN | 100 | 0.35519 | 0.28389 | 0.24742 | 0.16420 | 0.37000 | 0.30034 | 0.73511 |
KNNW | 93 | 0.33333 | 0.25962 | 0.23795 | 0.15369 | 0.36406 | 0.29374 | 0.72906 |
KNNW | 95 | 0.33880 | 0.26569 | 0.23801 | 0.15375 | 0.36322 | 0.29281 | 0.72924 |
KNNW | 100 | 0.33880 | 0.26569 | 0.23889 | 0.15473 | 0.36322 | 0.29281 | 0.72980 |
LOF | 97 | 0.28415 | 0.20500 | 0.23316 | 0.14836 | 0.36326 | 0.29285 | 0.75754 |
LOF | 98 | 0.27869 | 0.19893 | 0.23358 | 0.14884 | 0.36515 | 0.29495 | 0.75793 |
LOF | 100 | 0.28415 | 0.20500 | 0.23464 | 0.15001 | 0.36364 | 0.29327 | 0.75916 |
SimplifiedLOF | 77 | 0.28415 | 0.20500 | 0.20784 | 0.12025 | 0.32803 | 0.25372 | 0.71851 |
SimplifiedLOF | 88 | 0.27322 | 0.19286 | 0.21037 | 0.12306 | 0.34331 | 0.27070 | 0.72080 |
SimplifiedLOF | 100 | 0.26776 | 0.18679 | 0.21447 | 0.12761 | 0.33721 | 0.26392 | 0.72379 |
LoOP | 75 | 0.27322 | 0.19286 | 0.20284 | 0.11469 | 0.31330 | 0.23737 | 0.70395 |
LoOP | 96 | 0.26230 | 0.18072 | 0.20786 | 0.12027 | 0.32689 | 0.25246 | 0.71078 |
LoOP | 100 | 0.26230 | 0.18072 | 0.20880 | 0.12132 | 0.33267 | 0.25888 | 0.71052 |
LDOF | 72 | 0.26230 | 0.18072 | 0.20369 | 0.11564 | 0.30794 | 0.23142 | 0.69582 |
LDOF | 94 | 0.25137 | 0.16859 | 0.21285 | 0.12582 | 0.33031 | 0.25626 | 0.71134 |
LDOF | 98 | 0.24590 | 0.16252 | 0.21541 | 0.12865 | 0.32734 | 0.25296 | 0.71336 |
LDOF | 100 | 0.24590 | 0.16252 | 0.21537 | 0.12861 | 0.32975 | 0.25564 | 0.71457 |
ODIN | 90 | 0.28074 | 0.20121 | 0.22185 | 0.13580 | 0.34026 | 0.26732 | 0.70927 |
ODIN | 99 | 0.27869 | 0.19893 | 0.22299 | 0.13708 | 0.34351 | 0.27092 | 0.71371 |
ODIN | 100 | 0.27322 | 0.19286 | 0.22288 | 0.13695 | 0.33962 | 0.26660 | 0.71457 |
FastABOD | 6 | 0.22951 | 0.14431 | 0.21169 | 0.12453 | 0.27322 | 0.19286 | 0.66929 |
FastABOD | 48 | 0.25683 | 0.17466 | 0.20455 | 0.11660 | 0.27215 | 0.19167 | 0.66736 |
FastABOD | 87 | 0.25683 | 0.17466 | 0.20582 | 0.11800 | 0.28025 | 0.20067 | 0.66991 |
FastABOD | 100 | 0.25683 | 0.17466 | 0.20630 | 0.11854 | 0.27861 | 0.19884 | 0.67051 |
KDEOS | 89 | 0.19672 | 0.10790 | 0.16167 | 0.06897 | 0.26899 | 0.18816 | 0.67294 |
KDEOS | 100 | 0.19126 | 0.10183 | 0.16511 | 0.07279 | 0.27055 | 0.18989 | 0.68019 |
LDF | 8 | 0.30601 | 0.22927 | 0.26936 | 0.18857 | 0.34452 | 0.27204 | 0.69771 |
LDF | 94 | 0.34973 | 0.27782 | 0.25631 | 0.17408 | 0.35887 | 0.28798 | 0.77712 |
LDF | 100 | 0.33880 | 0.26569 | 0.26133 | 0.17965 | 0.36876 | 0.29897 | 0.78173 |
INFLO | 85 | 0.26230 | 0.18072 | 0.20972 | 0.12234 | 0.32800 | 0.25369 | 0.71320 |
INFLO | 99 | 0.25683 | 0.17466 | 0.21418 | 0.12729 | 0.33833 | 0.26517 | 0.71533 |
INFLO | 100 | 0.25683 | 0.17466 | 0.21493 | 0.12812 | 0.33898 | 0.26589 | 0.71397 |
COF | 54 | 0.27322 | 0.19286 | 0.23463 | 0.15000 | 0.32683 | 0.25239 | 0.68724 |
COF | 69 | 0.30055 | 0.22321 | 0.22800 | 0.14264 | 0.36019 | 0.28944 | 0.67676 |
COF | 78 | 0.33880 | 0.26569 | 0.22483 | 0.13911 | 0.34465 | 0.27218 | 0.67298 |