notesum.ai
Published at October 18Boosting K-means for Big Data by Fusing Data Streaming with Global Optimization
cs.LG
cs.CE
quant-ph
Released Date: October 18, 2024
Authors: Ravil Mussabayev, Rustam Mussabayev1
Aff.: 1Satbayev University

| Dataset | BigVNSClust | Big-means | ||||||
| #Succ | Min | Median | Max | #Succ | Min | Median | Max | |
| CORD-19 Embeddings | 4/7 | 0.04 | 0.12 | 0.26 | 3/7 | 0.06 | 0.27 | 0.44 |
| HEPMASS | 5/7 | 0.07 | 0.14 | 0.26 | 2/7 | 0.09 | 0.27 | 1.05 |
| US Census Data 1990 | 7/7 | 0.4 | 1.39 | 2.76 | 0/7 | 0.89 | 3.17 | 33.23 |
| Gisette | 2/7 | -0.44 | -0.36 | -0.25 | 5/7 | -0.44 | -0.38 | -0.15 |
| Music Analysis | 4/7 | 0.34 | 0.91 | 2.23 | 3/7 | 0.32 | 1.16 | 7.48 |
| Protein Homology | 4/7 | 0.38 | 0.83 | 1.97 | 3/7 | 0.14 | 0.87 | 5.31 |
| MiniBooNE Particle Identification | 5/7 | -0.08 | 0.06 | 3.07 | 2/7 | -0.02 | 0.63 | 22.53 |
| MiniBooNE Particle Identification (normalized) | 3/7 | 0.28 | 0.68 | 1.57 | 4/7 | 0.16 | 0.54 | 3.23 |
| MFCCs for Speech Emotion Recognition | 5/7 | 0.15 | 0.42 | 0.96 | 2/7 | 0.19 | 0.87 | 1.43 |
| ISOLET | 5/7 | -0.02 | 0.29 | 0.89 | 2/7 | 0.19 | 0.61 | 1.66 |
| Sensorless Drive Diagnosis | 7/7 | -0.4 | 0.15 | 13.07 | 0/7 | -0.43 | 3.68 | 40.41 |
| Sensorless Drive Diagnosis (normalized) | 6/7 | 0.45 | 1.8 | 4.92 | 1/7 | 0.64 | 2.39 | 7.9 |
| Online News Popularity | 6/7 | 0.57 | 1.78 | 6.42 | 1/7 | 0.95 | 2.97 | 22.41 |
| Gas Sensor Array Drift | 7/7 | -0.04 | 0.74 | 3.83 | 0/7 | 0.15 | 3.23 | 9.6 |
| 3D Road Network | 2/7 | 0.04 | 0.39 | 1.7 | 5/7 | 0.05 | 0.42 | 1.21 |
| Skin Segmentation | 6/7 | 0.21 | 1.93 | 7.02 | 1/7 | 0.25 | 3.56 | 10.32 |
| KEGG Metabolic Relation Network (Directed) | 5/7 | -0.38 | 0.35 | 3.13 | 2/7 | -0.37 | 2.2 | 32.84 |
| Shuttle Control | 8/8 | -0.75 | 0.08 | 6.07 | 0/8 | 0.11 | 5.59 | 32.58 |
| Shuttle Control (normalized) | 6/8 | 1.15 | 3.15 | 8.1 | 2/8 | 1.16 | 2.78 | 16.0 |
| EEG Eye State | 8/8 | -0.02 | 0.01 | 68938.59 | 0/8 | 0.54 | 2.64 | 7.02 |
| EEG Eye State (normalized) | 8/8 | -0.06 | -0.03 | 5.34 | 0/8 | -0.06 | 8.74 | 36.58 |
| Pla85900 | 4/7 | 0.1 | 0.31 | 0.93 | 3/7 | 0.08 | 0.43 | 1.44 |
| D15112 | 5/7 | 0.1 | 0.25 | 0.75 | 2/7 | 0.11 | 0.52 | 4.33 |
| Overall Results | 122/165 | 0.09 | 0.67 | 3000.59 | 43/165 | 0.21 | 2.05 | 12.99 |