Customer Segmentation on B2B Customer Dataset
0.712Silhouette ScoreSpectral
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Spectralk=4, Distance Measure=CID, Weighting Strategy=Adaptive MCDM2026.05 | 0.712 | 252.31 | |
| Spectralk=6, Distance Measure=CID, Weighting Strategy=Adaptive MCDM2026.05 | 0.6577 | 223.69 | |
| Spectralk=5, Distance Measure=CID, Weighting Strategy=Adaptive MCDM2026.05 | 0.6464 | 290.6 | |
| Spectralk=4, Distance Measure=CID, Weighting Strategy=Fixed MCDM2026.05 | 0.6212 | 251.2 | |
| Spectralk=5, Distance Measure=CID, Weighting Strategy=Fixed MCDM2026.05 | 0.6142 | 225.17 | |
| Spectralk=6, Distance Measure=CID, Weighting Strategy=Fixed MCDM2026.05 | 0.5926 | 225.15 | |
| Hierarchicalk=4, Distance Measure=CID, Weighting Strategy=Adaptive MCDM2026.05 | 0.5826 | 711.94 | |
| Hierarchicalk=4, Distance Measure=CID, Weighting Strategy=Fixed MCDM2026.05 | 0.5712 | 657.23 | |
| Hierarchicalk=5, Distance Measure=CID, Weighting Strategy=Adaptive MCDM2026.05 | 0.5127 | 585.19 | |
| Hierarchicalk=6, Distance Measure=CID, Weighting Strategy=Adaptive MCDM2026.05 | 0.5084 | 469.43 | |
| Hierarchicalk=5, Distance Measure=CID, Weighting Strategy=Fixed MCDM2026.05 | 0.5025 | 457.58 | |
| K-Meansk=4, Distance Measure=Euclidean, Weighting Strategy=Adaptive MCDM2026.05 | 0.4745 | 215.25 | |
| Hierarchicalk=6, Distance Measure=CID, Weighting Strategy=Fixed MCDM2026.05 | 0.4717 | 378.48 | |
| K-Meansk=5, Distance Measure=Euclidean, Weighting Strategy=Adaptive MCDM2026.05 | 0.4258 | 189.28 | |
| K-Meansk=4, Distance Measure=Euclidean, Weighting Strategy=Fixed MCDM2026.05 | 0.4058 | 198.24 | |
| K-Meansk=5, Distance Measure=Euclidean, Weighting Strategy=Fixed MCDM2026.05 | 0.397 | 176.78 | |
| K-Meansk=6, Distance Measure=Euclidean, Weighting Strategy=Fixed MCDM2026.05 | 0.3758 | 172.45 | |
| K-Meansk=6, Distance Measure=Euclidean, Weighting Strategy=Adaptive MCDM2026.05 | 0.3754 | 176.58 | |
| Spectralk=4, Distance Measure=CID, Weighting Strategy=RFM2026.05 | 0.3652 | 221.84 | |
| Hierarchicalk=4, Distance Measure=CID, Weighting Strategy=RFM2026.05 | 0.348 | 624.45 | |
| Spectralk=5, Distance Measure=CID, Weighting Strategy=RFM2026.05 | 0.3458 | 196.24 | |
| Spectralk=6, Distance Measure=CID, Weighting Strategy=RFM2026.05 | 0.3345 | 201.54 | |
| Hierarchicalk=5, Distance Measure=CID, Weighting Strategy=RFM2026.05 | 0.3245 | 417.25 | |
| Hierarchicalk=6, Distance Measure=CID, Weighting Strategy=RFM2026.05 | 0.3045 | 288.17 | |
| K-Meansk=4, Distance Measure=Euclidean, Weighting Strategy=RFM2026.05 | 0.3041 | 158.11 | |
| K-Meansk=5, Distance Measure=Euclidean, Weighting Strategy=RFM2026.05 | 0.3001 | 151.25 | |
| K-Meansk=6, Distance Measure=Euclidean, Weighting Strategy=RFM2026.05 | 0.2977 | 132.84 |