From: A multiple kernel density clustering algorithm for incomplete datasets in bioinformatics
Dataset | Measure metrics | PBC-A | PBC-R | MFCCs | DLBCL-B | Wine | WDBC | MPE-A | MPE-R | ESR |
---|---|---|---|---|---|---|---|---|---|---|
MKDCI | F-m | 0.351 | 0.360 | 0.728 | 0.749 | 0.652 | 0.858 | 0.470 | 0.482 | 0.491 |
 | aRe | 0.956 | 0.953 | 0.406 | 0.526 | 0.704 | 0.382 | 0.693 | 0.689 | 0.852 |
 | NMI | 0.351 | 0.362 | 0.692 | 0.532 | 0.414 | 0.495 | 0.538 | 0.554 | 0.446 |
 | AMI | 0.070 | 0.076 | 0.615 | 0.496 | 0.379 | 0.453 | 0.429 | 0.438 | 0.219 |
DBSCAN (MinPts=4, ε1) | F-m | 0.660 | 0.665 | 0.509 | 0.510 | 0.576 | 0.811 | 0.448 | 0.452 | 0.350 |
 | aRe | 0.999 | 0.998 | 0.858 | 0.956 | 0.772 | 0.602 | 0.796 | 0.794 | 0.967 |
 | NMI | 0.023 | 0.026 | 0.221 | 0.054 | 0.361 | 0.395 | 0.492 | 0.499 | 0.060 |
 | AMI | 0.005 | 0.005 | 0.124 | 0.039 | 0.269 | 0.295 | 0.347 | 0.347 | 0.003 |
HDBSCAN (MinPts=4) | F-m | 0.623 | 0.627 | 0.785 | 0.565 | 0.620 | 0.853 | 0.265 | 0.271 | 0.332 |
 | aRe | 0.998 | 0.998 | 0.260 | 0.985 | 0.715 | 0.386 | 0.926 | 0.923 | 0.989 |
 | NMI | 0.029 | 0.032 | 0.686 | 0.174 | 0.386 | 0.469 | 0.518 | 0.523 | 0.082 |
 | AMI | 0.019 | 0.020 | 0.613 | 0.115 | 0.353 | 0.373 | 0.335 | 0.337 | 0.020 |
DENCLUE2.0 (ε2,h=std(X)/5) | F-m | 0.023 | 0.025 | 0.415 | 0.493 | 0.372 | 0.007 | 0.304 | 0.308 | 0.650 |
 | aRe | 0.997 | 0.996 | 0.983 | 0.987 | 0.908 | 0.998 | 0.708 | 0.699 | 0.685 |
 | NMI | 0.344 | 0.347 | 0.105 | 0.184 | 0.385 | 0.322 | 0.472 | 0.478 | 0.472 |
 | AMI | 0.061 | 0.064 | 0.018 | 0.114 | 0.122 | 0.002 | 0.392 | 0.396 | 0.201 |
PFClust | F-m | 0.315 | 0.320 | 0.375 | 0.442 | 0.373 | 0.432 | 0.202 | 0.207 | 0.271 |
 | aRe | 0.981 | 0.978 | 0.887 | 0.993 | 0.971 | 0.988 | 0.998 | 0.998 | 0.872 |
 | NMI | 0.002 | 0.002 | 0.123 | 0.043 | 0.033 | 0.019 | 0.024 | 0.028 | 0.135 |
 | AMI | 0.001 | 0.001 | 0.094 | 0.001 | 0.001 | 0.007 | 0.006 | 0.007 | 0.111 |
Parameters | ε 1 | 24.657 | 24.657 | 0.306 | 19.819 | 3.626 | 20.413 | 2.221 | 2.221 | 1.426 |
 | ε 2 | 19.591 | 19.591 | 0.306 | 0.413 | 6.552 | 1.426 | 0.432 | 0.432 | 1.853 |