Presenting a Proper Ensemble Clustering (EC) Method Based on Hierarchical Methods and Classical Generative Algorithms
Ensemble Clustering (EC) methods became more popular in recent years. In this methods, some primary clustering algorithms are considered to be as inputs and a single cluster is generated to achieve the best results combined with each other. In this paper, we considered three hierarchical methods, wh...
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
OICC Press
2024-02-01
|
| Series: | Majlesi Journal of Electrical Engineering |
| Subjects: | |
| Online Access: | https://oiccpress.com/mjee/article/view/4906 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1849429442485551104 |
|---|---|
| author | Zahra Sahebkaram Alireza Norouzi |
| author_facet | Zahra Sahebkaram Alireza Norouzi |
| author_sort | Zahra Sahebkaram |
| collection | DOAJ |
| description | Ensemble Clustering (EC) methods became more popular in recent years. In this methods, some primary clustering algorithms are considered to be as inputs and a single cluster is generated to achieve the best results combined with each other. In this paper, we considered three hierarchical methods, which are single-link, average-link, and complete-link as the primary clustering and the results were combined with each other. This combination was done based on correlation matrix. The basic algorithms were combined as binary and triplicate and the results were evaluated as well. the IMDB film dataset were clustered based on existing features. CH, Silhouette and Dunn Index criteria were used to evaluate the results. These criteria evaluate the clustering quality by calculating intra-cluster and inter-cluster distances. CH index had the highest value when all three basic clusters are combined. our method shows that EC can achieve better results and present clusters with higher robustness and accuracy. |
| format | Article |
| id | doaj-art-ffcc5bbcbec6445bab18f9228af85a37 |
| institution | Kabale University |
| issn | 2345-377X 2345-3796 |
| language | English |
| publishDate | 2024-02-01 |
| publisher | OICC Press |
| record_format | Article |
| series | Majlesi Journal of Electrical Engineering |
| spelling | doaj-art-ffcc5bbcbec6445bab18f9228af85a372025-08-20T03:28:21ZengOICC PressMajlesi Journal of Electrical Engineering2345-377X2345-37962024-02-0115110.52547/mjee.15.1.19Presenting a Proper Ensemble Clustering (EC) Method Based on Hierarchical Methods and Classical Generative AlgorithmsZahra SahebkaramAlireza NorouziEnsemble Clustering (EC) methods became more popular in recent years. In this methods, some primary clustering algorithms are considered to be as inputs and a single cluster is generated to achieve the best results combined with each other. In this paper, we considered three hierarchical methods, which are single-link, average-link, and complete-link as the primary clustering and the results were combined with each other. This combination was done based on correlation matrix. The basic algorithms were combined as binary and triplicate and the results were evaluated as well. the IMDB film dataset were clustered based on existing features. CH, Silhouette and Dunn Index criteria were used to evaluate the results. These criteria evaluate the clustering quality by calculating intra-cluster and inter-cluster distances. CH index had the highest value when all three basic clusters are combined. our method shows that EC can achieve better results and present clusters with higher robustness and accuracy.https://oiccpress.com/mjee/article/view/4906Average-Link AlgorithmClusteringcorrelation matrixFull-Link Algorithm.Single-Link Algorithm |
| spellingShingle | Zahra Sahebkaram Alireza Norouzi Presenting a Proper Ensemble Clustering (EC) Method Based on Hierarchical Methods and Classical Generative Algorithms Majlesi Journal of Electrical Engineering Average-Link Algorithm Clustering correlation matrix Full-Link Algorithm. Single-Link Algorithm |
| title | Presenting a Proper Ensemble Clustering (EC) Method Based on Hierarchical Methods and Classical Generative Algorithms |
| title_full | Presenting a Proper Ensemble Clustering (EC) Method Based on Hierarchical Methods and Classical Generative Algorithms |
| title_fullStr | Presenting a Proper Ensemble Clustering (EC) Method Based on Hierarchical Methods and Classical Generative Algorithms |
| title_full_unstemmed | Presenting a Proper Ensemble Clustering (EC) Method Based on Hierarchical Methods and Classical Generative Algorithms |
| title_short | Presenting a Proper Ensemble Clustering (EC) Method Based on Hierarchical Methods and Classical Generative Algorithms |
| title_sort | presenting a proper ensemble clustering ec method based on hierarchical methods and classical generative algorithms |
| topic | Average-Link Algorithm Clustering correlation matrix Full-Link Algorithm. Single-Link Algorithm |
| url | https://oiccpress.com/mjee/article/view/4906 |
| work_keys_str_mv | AT zahrasahebkaram presentingaproperensembleclusteringecmethodbasedonhierarchicalmethodsandclassicalgenerativealgorithms AT alirezanorouzi presentingaproperensembleclusteringecmethodbasedonhierarchicalmethodsandclassicalgenerativealgorithms |