Incremental Constrained Clustering by Minimal Weighted Modification

Benchmark Model Rank Results
incremental-constrained-clustering-on-irisIAC+NPU#1AUBC-ARI (quality): 0.941±0.007AUBC-ARI (similarity): 0.668±0.02
incremental-constrained-clustering-on-irisMPCK-Means+NPU#2AUBC-ARI (quality): 0.928±0.015AUBC-ARI (similarity): 0.584±0.027
incremental-constrained-clustering-on-irisCOP-KMeans+NPU#3AUBC-ARI (quality): 0.88±0.016AUBC-ARI (similarity): 0.432±0.029
incremental-constrained-clustering-on-irisPCK-Means+NPU#4AUBC-ARI (quality): 0.876±0.018AUBC-ARI (similarity): 0.398±0.029
incremental-constrained-clustering-on-irisIAC+Random#5AUBC-ARI (quality): 0.816±0.014AUBC-ARI (similarity): 0.605±0.016
incremental-constrained-clustering-on-irisMPCK-Means+Random#6AUBC-ARI (quality): 0.783±0.025AUBC-ARI (similarity): 0.472±0.024
incremental-constrained-clustering-on-irisCOP-KMeans+Random#7AUBC-ARI (quality): 0.712±0.012AUBC-ARI (similarity): 0.309±0.004
incremental-constrained-clustering-on-irisPCK-Means+Random#8AUBC-ARI (quality): 0.695±0.018AUBC-ARI (similarity): 0.271±0.008
incremental-constrained-clustering-on-wineMPCK-Means+NPU#1AUBC-ARI (quality): 0.893±0.016AUBC-ARI (similarity): 0.817±0.002
incremental-constrained-clustering-on-wineMPCK-Means+Random#2AUBC-ARI (quality): 0.821±0.005AUBC-ARI (similarity): 0.845±0.006
incremental-constrained-clustering-on-wineIAC+NPU#3AUBC-ARI (quality): 0.481±0.016AUBC-ARI (similarity): 0.455±0.09
incremental-constrained-clustering-on-winePCK-Means+NPU#4AUBC-ARI (quality): 0.472±0.017AUBC-ARI (similarity): 0.337±0.011
incremental-constrained-clustering-on-wineCOP-KMeans+NPU#5AUBC-ARI (quality): 0.469±0.019AUBC-ARI (similarity): 0.340±0.001
incremental-constrained-clustering-on-winePCK-Means+Random#6AUBC-ARI (quality): 0.371±0.003AUBC-ARI (similarity): 0.332±0.01
incremental-constrained-clustering-on-wineCOP-KMeans+Random#7AUBC-ARI (quality): 0.369±0.003AUBC-ARI (similarity): 0.241±0.008
incremental-constrained-clustering-on-wineIAC+Random#8AUBC-ARI (quality): 0.349±0.01AUBC-ARI (similarity): 0.441±0.012