HeartDisease (2% of outliers version#07)
A data set containing medical data on heart problems. Affected patients are considered outliers and healthy people are considered inliers.
Download all data set variants used (92.9 kB). You can also access the original data. (heart.dat)
Normalized, without duplicates
This version contains 13 attributes, 153 objects, 3 outliers (1.96%)
Download raw algorithm results (1.3 MB) Download raw algorithm evaluation table (31.9 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 | 0.00000 | -0.02000 | 0.04401 | 0.02489 | 0.09836 | 0.08033 | 0.68000 |
KNN | 71 | 0.00000 | -0.02000 | 0.07515 | 0.05665 | 0.14286 | 0.12571 | 0.81111 |
KNN | 73 | 0.00000 | -0.02000 | 0.07754 | 0.05909 | 0.15385 | 0.13692 | 0.80889 |
KNN | 99 | 0.00000 | -0.02000 | 0.06568 | 0.04700 | 0.16000 | 0.14320 | 0.76222 |
KNNW | 1 | 0.00000 | -0.02000 | 0.04153 | 0.02236 | 0.09091 | 0.07273 | 0.66556 |
KNNW | 83 | 0.00000 | -0.02000 | 0.05409 | 0.03517 | 0.12903 | 0.11161 | 0.76444 |
KNNW | 100 | 0.00000 | -0.02000 | 0.05443 | 0.03552 | 0.12500 | 0.10750 | 0.76667 |
LOF | 3 | 0.33333 | 0.32000 | 0.12482 | 0.10732 | 0.33333 | 0.32000 | 0.47111 |
LOF | 4 | 0.33333 | 0.32000 | 0.12505 | 0.10755 | 0.33333 | 0.32000 | 0.47333 |
LOF | 64 | 0.00000 | -0.02000 | 0.05879 | 0.03997 | 0.13333 | 0.11600 | 0.76222 |
SimplifiedLOF | 4 | 0.33333 | 0.32000 | 0.34845 | 0.33542 | 0.50000 | 0.49000 | 0.52444 |
SimplifiedLOF | 82 | 0.00000 | -0.02000 | 0.05294 | 0.03400 | 0.11765 | 0.10000 | 0.77111 |
LoOP | 3 | 0.33333 | 0.32000 | 0.17974 | 0.16333 | 0.40000 | 0.38800 | 0.49000 |
LoOP | 4 | 0.33333 | 0.32000 | 0.34647 | 0.33340 | 0.50000 | 0.49000 | 0.50111 |
LoOP | 95 | 0.00000 | -0.02000 | 0.05493 | 0.03603 | 0.11429 | 0.09657 | 0.77778 |
LDOF | 4 | 0.33333 | 0.32000 | 0.13367 | 0.11634 | 0.33333 | 0.32000 | 0.68000 |
LDOF | 11 | 0.33333 | 0.32000 | 0.34700 | 0.33394 | 0.50000 | 0.49000 | 0.47333 |
LDOF | 23 | 0.33333 | 0.32000 | 0.34888 | 0.33586 | 0.50000 | 0.49000 | 0.53556 |
LDOF | 50 | 0.00000 | -0.02000 | 0.07262 | 0.05407 | 0.16216 | 0.14541 | 0.83778 |
ODIN | 12 | 0.33333 | 0.32000 | 0.13949 | 0.12228 | 0.33333 | 0.32000 | 0.76778 |
ODIN | 18 | 0.22222 | 0.20667 | 0.12500 | 0.10750 | 0.28571 | 0.27143 | 0.79778 |
FastABOD | 3 | 0.00000 | -0.02000 | 0.05189 | 0.03293 | 0.11111 | 0.09333 | 0.73111 |
FastABOD | 9 | 0.00000 | -0.02000 | 0.04987 | 0.03086 | 0.12500 | 0.10750 | 0.75556 |
FastABOD | 33 | 0.00000 | -0.02000 | 0.05727 | 0.03842 | 0.12000 | 0.10240 | 0.78889 |
FastABOD | 94 | 0.00000 | -0.02000 | 0.05963 | 0.04082 | 0.11765 | 0.10000 | 0.78667 |
KDEOS | 2 | 0.00000 | -0.02000 | 0.03000 | 0.01060 | 0.05825 | 0.03942 | 0.61333 |
KDEOS | 50 | 0.00000 | -0.02000 | 0.10541 | 0.08752 | 0.28571 | 0.27143 | 0.67111 |
KDEOS | 53 | 0.00000 | -0.02000 | 0.10611 | 0.08823 | 0.28571 | 0.27143 | 0.68000 |
KDEOS | 100 | 0.00000 | -0.02000 | 0.05159 | 0.03263 | 0.10526 | 0.08737 | 0.73778 |
LDF | 1 | 0.33333 | 0.32000 | 0.18083 | 0.16445 | 0.40000 | 0.38800 | 0.49333 |
LDF | 7 | 0.00000 | -0.02000 | 0.09850 | 0.08047 | 0.25000 | 0.23500 | 0.88000 |
LDF | 16 | 0.00000 | -0.02000 | 0.19270 | 0.17656 | 0.44444 | 0.43333 | 0.84000 |
INFLO | 2 | 0.33333 | 0.32000 | 0.12607 | 0.10859 | 0.33333 | 0.32000 | 0.55778 |
INFLO | 4 | 0.33333 | 0.32000 | 0.35089 | 0.33791 | 0.50000 | 0.49000 | 0.55778 |
INFLO | 52 | 0.00000 | -0.02000 | 0.07311 | 0.05458 | 0.14634 | 0.12927 | 0.83333 |
COF | 4 | 0.33333 | 0.32000 | 0.18096 | 0.16458 | 0.40000 | 0.38800 | 0.49111 |
COF | 63 | 0.00000 | -0.02000 | 0.06788 | 0.04923 | 0.14286 | 0.12571 | 0.82444 |
Plots
Not normalized, without duplicates
This version contains 13 attributes, 153 objects, 3 outliers (1.96%)
Download raw algorithm results (1.3 MB) Download raw algorithm evaluation table (24.6 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 | 0.00000 | -0.02000 | 0.12753 | 0.11008 | 0.28571 | 0.27143 | 0.79667 |
KNN | 18 | 0.00000 | -0.02000 | 0.15156 | 0.13460 | 0.28571 | 0.27143 | 0.84444 |
KNN | 84 | 0.00000 | -0.02000 | 0.10322 | 0.08528 | 0.21053 | 0.19474 | 0.88222 |
KNNW | 1 | 0.33333 | 0.32000 | 0.14371 | 0.12658 | 0.33333 | 0.32000 | 0.76000 |
KNNW | 2 | 0.33333 | 0.32000 | 0.21048 | 0.19469 | 0.40000 | 0.38800 | 0.79556 |
KNNW | 93 | 0.00000 | -0.02000 | 0.12112 | 0.10355 | 0.25000 | 0.23500 | 0.86889 |
LOF | 1 | 0.33333 | 0.32000 | 0.15092 | 0.13394 | 0.33333 | 0.32000 | 0.82000 |
LOF | 82 | 0.00000 | -0.02000 | 0.12063 | 0.10305 | 0.22222 | 0.20667 | 0.88667 |
SimplifiedLOF | 4 | 0.33333 | 0.32000 | 0.13596 | 0.11868 | 0.33333 | 0.32000 | 0.70889 |
SimplifiedLOF | 98 | 0.00000 | -0.02000 | 0.10889 | 0.09107 | 0.21053 | 0.19474 | 0.84889 |
LoOP | 4 | 0.33333 | 0.32000 | 0.13755 | 0.12030 | 0.33333 | 0.32000 | 0.71556 |
LoOP | 96 | 0.00000 | -0.02000 | 0.11645 | 0.09878 | 0.22222 | 0.20667 | 0.84889 |
LDOF | 2 | 0.00000 | -0.02000 | 0.04838 | 0.02935 | 0.13333 | 0.11600 | 0.67333 |
LDOF | 8 | 0.00000 | -0.02000 | 0.12454 | 0.10703 | 0.25000 | 0.23500 | 0.88222 |
LDOF | 23 | 0.00000 | -0.02000 | 0.17410 | 0.15758 | 0.40000 | 0.38800 | 0.80444 |
ODIN | 16 | 0.33333 | 0.32000 | 0.14444 | 0.12733 | 0.33333 | 0.32000 | 0.72333 |
ODIN | 78 | 0.33333 | 0.32000 | 0.16364 | 0.14691 | 0.33333 | 0.32000 | 0.85889 |
ODIN | 100 | 0.00000 | -0.02000 | 0.13810 | 0.12086 | 0.25000 | 0.23500 | 0.87889 |
FastABOD | 3 | 0.00000 | -0.02000 | 0.08050 | 0.06211 | 0.19048 | 0.17429 | 0.78000 |
FastABOD | 4 | 0.00000 | -0.02000 | 0.13949 | 0.12228 | 0.28571 | 0.27143 | 0.81556 |
FastABOD | 7 | 0.00000 | -0.02000 | 0.15074 | 0.13376 | 0.28571 | 0.27143 | 0.83778 |
FastABOD | 74 | 0.00000 | -0.02000 | 0.13384 | 0.11652 | 0.26667 | 0.25200 | 0.87556 |
KDEOS | 11 | 0.33333 | 0.32000 | 0.22348 | 0.20795 | 0.40000 | 0.38800 | 0.82667 |
KDEOS | 19 | 0.66667 | 0.66000 | 0.56536 | 0.55667 | 0.66667 | 0.66000 | 0.77778 |
LDF | 1 | 0.33333 | 0.32000 | 0.22473 | 0.20922 | 0.40000 | 0.38800 | 0.87778 |
LDF | 53 | 0.00000 | -0.02000 | 0.12747 | 0.11002 | 0.25000 | 0.23500 | 0.89111 |
INFLO | 3 | 0.33333 | 0.32000 | 0.14750 | 0.13045 | 0.33333 | 0.32000 | 0.65556 |
INFLO | 93 | 0.00000 | -0.02000 | 0.10067 | 0.08269 | 0.19048 | 0.17429 | 0.87778 |
COF | 4 | 0.33333 | 0.32000 | 0.13053 | 0.11314 | 0.33333 | 0.32000 | 0.62889 |
COF | 25 | 0.33333 | 0.32000 | 0.19159 | 0.17542 | 0.40000 | 0.38800 | 0.71111 |
COF | 61 | 0.33333 | 0.32000 | 0.21374 | 0.19802 | 0.40000 | 0.38800 | 0.84444 |