Normal Mixture Model-Based Clustering of Data Using Genetic Algorithm
| dc.contributor.author | Gogebakan, Maruf | |
| dc.contributor.author | Erol, Hamza | |
| dc.contributor.department | AGÜ | en_US |
| dc.contributor.institutionauthor | Gogebakan, Maruf | |
| dc.date.accessioned | 2023-04-07T08:37:59Z | |
| dc.date.available | 2023-04-07T08:37:59Z | |
| dc.date.issued | 2020 | en_US |
| dc.description.abstract | In this study, a new algorithm was developed for clustering multivariate big data. Normal mixture distributions are used to determine the partitions of variables. Normal mixture models obtained from the partitions of variables are generated using Genetic Algorithms (GA). Each partition in the variables corresponds to a clustering center in the normal mixture model. The best model that fits the data structure from normal mixture models is obtained by using the information criteria obtained from normal mixture distributions. | en_US |
| dc.identifier.endpage | 543 | en_US |
| dc.identifier.isbn | 978-3-030-36178-5 | |
| dc.identifier.isbn | 978-3-030-36177-8 | |
| dc.identifier.issn | 2367-4512 | |
| dc.identifier.other | WOS:000678771000043 | |
| dc.identifier.startpage | 539 | en_US |
| dc.identifier.uri | https://doi.org/10.1007/978-3-030-36178-5_43 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12573/1572 | |
| dc.identifier.volume | 43 | en_US |
| dc.language.iso | eng | en_US |
| dc.publisher | SPRINGER INTERNATIONAL PUBLISHING AG | en_US |
| dc.relation.isversionof | 10.1007/978-3-030-36178-5_43 | en_US |
| dc.relation.journal | ARTIFICIAL INTELLIGENCE AND APPLIED MATHEMATICS IN ENGINEERING PROBLEMS | en_US |
| dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.subject | Genetic Algorithm | en_US |
| dc.subject | Gaussian mixture models | en_US |
| dc.subject | Model based clustering | en_US |
| dc.subject | Information criteria | en_US |
| dc.title | Normal Mixture Model-Based Clustering of Data Using Genetic Algorithm | en_US |
| dc.type | other | en_US |
Files
Original bundle
1 - 1 of 1
No Thumbnail Available
- Name:
- NormalMixtureModel-BasedClusteringofDataUsingGeneticAlgorithm1.pdf
- Size:
- 101.28 MB
- Format:
- Adobe Portable Document Format
- Description:
- Proceedings Paper
License bundle
1 - 1 of 1
No Thumbnail Available
- Name:
- license.txt
- Size:
- 1.44 KB
- Format:
- Item-specific license agreed upon to submission
- Description: