# BiModalClust: Fused Data and Neighborhood Variation for Advanced K-Means Big Data Clustering
## 5 Experimental Evaluation
### Main Experiment Settings

Table 2: URLs for the used datasets. Accessed on 17 January 2025. The reproducibility package for the BiModalClust algorithm, including implementations of various parallel strategies, is available at [[https://github.com/rmusab/bi-modal-clust](https://github.com/rmusab/bi-modal-clust)]([https://github.com/rmusab/bi-modal-clust](https://github.com/rmusab/bi-modal-clust)) (accessed on 17 January 2025). \begin{table}
\begin{tabular}{c c c c c c c c c c c c c} \hline \hline \multirow{2}{*}{**Dataset**} & \multicolumn{4}{c}{**BiModalClust**} & \multicolumn{4}{c}{**Big-Means**} & \multicolumn{4}{c}{**K-Means++**} \\ \cline{2-13}  & **\#Succ** & **Min** & **Median** & **Max** & **\#Succ** & **Min** & **Median** & **Max** & **\#Succ** & **Min** & **Median** & **Max** \\ \hline CORD-19 Embeddings & \(3/7\) & **8.13** & **18.47** & 36.51 & \(4/7\) & 8.97 & 20.36 & **33.82** & \(0/7\) & 464.35 & 815.42 & 1536.13 \\ HEPMASS & \(1/7\) & **8.42** & 19.08 & 28.68 & \(6/7\) & **2.45** & **13.27** & **27.34** & \(0/7\) & 312.36 & 590.65 & 929.22 \\ US Census Data 1990 & \(4/7\) & **0.19** & **1.73** & **3.01** & \(3/7\) & 0.2 & 1.76 & **3.01** & \(0/7\) & 49.42 & 73.35 & 132.69 \\ Gisette & \(5/7\) & **1.91** & **3.55** & **4.65** & \(2/7\) & 2.22 & 3.96 & 5.81 & \(0/7\) & 39.19 & 63.33 & 105.25 \\ Music Analysis & \(5/7\) & **0.49** & **4.4** & **7.74** & \(2/7\) & 0.63 & 4.79 & 7.8 & 0/7 & 51.27 & 79.46 & 216.08 \\ Protein Homology & \(1/7\) & 0.43 & 2.2 & 3.75 & \(4/7\) & **0.42** & **2.02** & **3.41** & \(2/7\) & 7.86 & 14.41 & 26.7 \\ MiniBooNE Particle Identification & \(0/7\) & 0.72 & 2.31 & 3.74 & \(4/7\) & **0.63** & **1.81** & \(3/0\) & 3/7 & 3.33 & 7.96 & 14.53 \\ MiniBooNE Particle Identification (normalized) & \(4/7\) & 0.1 & **0.53** & 1.02 & \(2/7\) & **0.07** & **0.53** & **0.96** & \(1/7\) & 4.41 & 6.91 & 16.33 \\ MFCCs for Speech Emotion Recognition & \(3/7\) & **0.1** & 0.59 & 1.06 & \(2/7\) & 0.14 & **0.54** & **0.98** & \(2/7\) & 21.37 & 3.89 & 6.68 \\ ISOLET & \(1/7\) & **0.39** & 3.16 & 4.98 & \(1/7\) & 0.5 & 2.7 & 4.71 & 5/7 & 1.28 & **1.92** & **4.12** \\ Sensories Drive Diagnosis & \(0/7\) & **0.16** & 0.78 & 1.24 & \(4/7\) & 0.17 & **0.65** & **1.0** & \(3/7\) & 0.82 & 1.42 & 2.77 \\ Sensorless Drive Diagnosis (normalized) & \(1/7\) & 0.05 & 0.19 & 0.34 & \(5/7\) & **0.03** & **0.17** & \(0.3\) & 1/7 & 0.43 & 0.81 & 2.09 \\ Online News Popularity & \(1/7\) & 0.09 & 0.42 & 0.74 & \(3/7\) & **0.06** & **0.36** & **0.71** & \(3/7\) & 0.52 & 0.79 & 1.92 \\ Gas Sensor Array Drift & \(0/7\) & 0.19 & 1.1 & 2.05 & \(1/7\) & **0.11** & 1.0 & 1.95 & 6/7 & 0.33 & **0.55** & **1.11** \\
3D Road Network & \(1/7\) & **0.07** & 0.36 & 0.67 & \(4/7\) & 0.08 & **0.31** & **0.54** & \(2/7\) & 1.36 & 5.39 & 9.37 \\ Skin Segmentation & \(1/7\) & 0.03 & 0.13 & 0.23 & \(4/7\) & **0.01** & **0.12** & **0.21** & \(2/7\) & 0.17 & 0.29 & 0.8 \\ KEGG Metabolic Relation Network (Directed) & \(0/7\) & 0.14 & 0.69 & 1.18 & \(2/7\) & **0.08** & 0.55 & **0.99** & \(5/7\) & 0.21 & **0.36** & 1.28 \\ Shuttle Control & \(0/8\) & 0.22 & 0.93 & 1.47 & \(0/8\) & 0.05 & 0.68 & 1.42 & 8/8 & **0.04** & **0.1** & **0.22** \\ Shuttle Control & \(0/8\) & 0.04 & 0.21 & 0.4 & \(0/8\) & **0.03** & 0.22 & 0.37 & 8/8 & 0.05 & **0.09** & **0.16** \\ EEG Eye State & \(0/8\) & 0.18 & 0.9 & 1.45 & \(0/8\) & 0.11 & 0.76 & 1.44 & 8/8 & **0.05** & **0.09** & **0.24** \\ EEG Eye State (normalized) & \(0/8\) & 0.15 & 0.64 & 1.03 & \(0/8\) & 0.06 & 0.53 & 0.98 & 8/8 & **0.05** & **0.11** & **0.27** \\ Pla8900 & \(0/7\) & 0.07 & 0.79 & 1.51 & \(0/7\) & **0.05** & 0.83 & 1.49 & 7/7 & 0.14 & **0.3** & **0.75** \\ D15112 & \(0/7\) & 0.17 & 0.83 & 1.44 & \(0/7\) & 0.2 & 0.88 & 1.44 & 7/7 & **0.02** & **0.03** & **0.08** \\ \hline Overall Results & \(31/165\