Evaluation of Implementation Context Based Clustering In Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization Algorithm
This paper contains an evaluation of the implementation Context Based Clustering method into Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization (FGWC-PSO) algorithm on 11 variable from data factors causing the spread of dengue in East Java. Integration of Particle Swarm Optimizatio...
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| Format: | Article |
| Language: | English |
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Departement of Electrical Engineering, Faculty of Engineering, Universitas Brawijaya
2020-04-01
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| Series: | Jurnal EECCIS (Electrics, Electronics, Communications, Controls, Informatics, Systems) |
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| Online Access: | https://jurnaleeccis.ub.ac.id/index.php/eeccis/article/view/609 |
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| author | Siti Nurmardia Abdussamad Suci Astutik Achmad Effendi |
| author_facet | Siti Nurmardia Abdussamad Suci Astutik Achmad Effendi |
| author_sort | Siti Nurmardia Abdussamad |
| collection | DOAJ |
| description | This paper contains an evaluation of the implementation Context Based Clustering method into Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization (FGWC-PSO) algorithm on 11 variable from data factors causing the spread of dengue in East Java. Integration of Particle Swarm Optimization as a metaheuristic algorithm makes the computation run longer so, the solution in this paper is FGWC-PSO will be combined with context based clustering to produce a hybrid method (CFGWC-PSO) which can shorten the computational time of the clustering algorithm. Context based clustering in this paper will use 3 ways, namely by using random values, using Fuzzy C-Means (FCM), and using mean and standard deviations. CFGWC-PSO algorithm using number of clusters = 2 and CFGWC-PSO will be evaluated using IFV index, based on processing results found that the best clustering algorithm is CFGWC-PSO using FCM |
| format | Article |
| id | doaj-art-8beb438f4f404442ae6cfce31e204ceb |
| institution | DOAJ |
| issn | 2460-8122 |
| language | English |
| publishDate | 2020-04-01 |
| publisher | Departement of Electrical Engineering, Faculty of Engineering, Universitas Brawijaya |
| record_format | Article |
| series | Jurnal EECCIS (Electrics, Electronics, Communications, Controls, Informatics, Systems) |
| spelling | doaj-art-8beb438f4f404442ae6cfce31e204ceb2025-08-20T02:39:21ZengDepartement of Electrical Engineering, Faculty of Engineering, Universitas BrawijayaJurnal EECCIS (Electrics, Electronics, Communications, Controls, Informatics, Systems)2460-81222020-04-01141101510.21776/jeeccis.v14i1.609403Evaluation of Implementation Context Based Clustering In Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization AlgorithmSiti Nurmardia Abdussamad0Suci Astutik1Achmad Effendi2Brawijaya UniversityBrawijaya UniversityBrawijaya UniversityThis paper contains an evaluation of the implementation Context Based Clustering method into Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization (FGWC-PSO) algorithm on 11 variable from data factors causing the spread of dengue in East Java. Integration of Particle Swarm Optimization as a metaheuristic algorithm makes the computation run longer so, the solution in this paper is FGWC-PSO will be combined with context based clustering to produce a hybrid method (CFGWC-PSO) which can shorten the computational time of the clustering algorithm. Context based clustering in this paper will use 3 ways, namely by using random values, using Fuzzy C-Means (FCM), and using mean and standard deviations. CFGWC-PSO algorithm using number of clusters = 2 and CFGWC-PSO will be evaluated using IFV index, based on processing results found that the best clustering algorithm is CFGWC-PSO using FCMhttps://jurnaleeccis.ub.ac.id/index.php/eeccis/article/view/609fgwc-psocfgwc-psodengue feverifv index |
| spellingShingle | Siti Nurmardia Abdussamad Suci Astutik Achmad Effendi Evaluation of Implementation Context Based Clustering In Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization Algorithm Jurnal EECCIS (Electrics, Electronics, Communications, Controls, Informatics, Systems) fgwc-pso cfgwc-pso dengue fever ifv index |
| title | Evaluation of Implementation Context Based Clustering In Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization Algorithm |
| title_full | Evaluation of Implementation Context Based Clustering In Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization Algorithm |
| title_fullStr | Evaluation of Implementation Context Based Clustering In Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization Algorithm |
| title_full_unstemmed | Evaluation of Implementation Context Based Clustering In Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization Algorithm |
| title_short | Evaluation of Implementation Context Based Clustering In Fuzzy Geographically Weighted Clustering-Particle Swarm Optimization Algorithm |
| title_sort | evaluation of implementation context based clustering in fuzzy geographically weighted clustering particle swarm optimization algorithm |
| topic | fgwc-pso cfgwc-pso dengue fever ifv index |
| url | https://jurnaleeccis.ub.ac.id/index.php/eeccis/article/view/609 |
| work_keys_str_mv | AT sitinurmardiaabdussamad evaluationofimplementationcontextbasedclusteringinfuzzygeographicallyweightedclusteringparticleswarmoptimizationalgorithm AT suciastutik evaluationofimplementationcontextbasedclusteringinfuzzygeographicallyweightedclusteringparticleswarmoptimizationalgorithm AT achmadeffendi evaluationofimplementationcontextbasedclusteringinfuzzygeographicallyweightedclusteringparticleswarmoptimizationalgorithm |