Research Article
Neural Network: An Improved FCM for Multimodal Cultural Data Analysis
Table 2
Comparison of clustering experiment results.
| Experimental sequence | Algorithm | Number of iterations | MSE |
| 1 | K-means | 11 | 0.398678 | DBSCAN | 23 | 0.174943 | Traditional FCM | 25 | 0.165567 | Improved FCM | 19 | 0.096729 |
| 2 | K-means | 8 | 0.225329 | DBSCAN | 21 | 0.147179 | Traditional FCM | 18 | 0.195696 | Improved FCM | 16 | 0.119679 |
| 3 | K-means | 13 | 0.262847 | DBSCAN | 22 | 0.145397 | Traditional FCM | 19 | 0.185628 | Improved FCM | 22 | 0.156727 |
| 4 | K-means | 16 | 0.375326 | DBSCAN | 41 | 0.189642 | Traditional FCM | 33 | 0.235626 | Improved FCM | 28 | 0.204647 |
| 5 | K-means | 6 | 0.228643 | DBSCAN | 20 | 0.174254 | Traditional FCM | 19 | 0.167687 | Improved FCM | 16 | 0.128036 |
| 6 | K-means | 11 | 0.275984 | DBSCAN | 29 | 0.228587 | Traditional FCM | 24 | 0.203187 | Improved FCM | 26 | 0.180997 |
| 7 | K-means | 14 | 0.435079 | DBSCAN | 37 | 0.330578 | Traditional FCM | 32 | 0.372068 | Improved FCM | 29 | 0.239304 |
| 8 | K-means | 12 | 0.267865 | DBSCAN | 28 | 0.246841 | Traditional FCM | 30 | 0.253245 | Improved FCM | 25 | 0.192422 |
| 9 | K-means | 16 | 0.296781 | DBSCAN | 27 | 0.234778 | Traditional FCM | 25 | 0.241987 | Improved FCM | 29 | 0.237179 |
| 10 | K-means | 12 | 0.443921 | DBSCAN | 25 | 0.246895 | Traditional FCM | 23 | 0.298679 | Improved FCM | 25 | 0.224349 |
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