Establishing Correspondences between Attribute Spaces and Complex Concept Spaces Using Meta-PGN Classifier
In this paper, we present one approach for extending the learning set of a classification algorithm with additional metadata. It is used as a base for giving appropriate names to found regularities. The analysis of correspondence between connections established in the attribute space and existing li...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Bulgarian Academy of Sciences, Institute of Mathematics and Informatics
2012-09-01
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| Series: | Digital Presentation and Preservation of Cultural and Scientific Heritage |
| Subjects: | |
| Online Access: | https://dipp.math.bas.bg/dipp/article/view/449 |
| _version_ | 1811197209191907328 |
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| author | Krassimira Ivanova Iliya Mitov Peter Stanchev |
| author_facet | Krassimira Ivanova Iliya Mitov Peter Stanchev |
| author_sort | Krassimira Ivanova |
| collection | DOAJ |
| description | In this paper, we present one approach for extending the learning set of a classification algorithm with additional metadata. It is used as a base for giving appropriate names to found regularities. The analysis of correspondence between connections established in the attribute space and existing links between concepts can be used as a test for creation of an adequate model of the observed world. Meta-PGN classifier is suggested as a possible tool for establishing these connections. Applying this approach in the field of content-based image retrieval of art paintings provides a tool for extracting specific feature combinations, which represent different sides of artists' styles, periods and movements. |
| first_indexed | 2024-04-12T01:10:48Z |
| format | Article |
| id | doaj.art-351575ebf55f41978703d8cd45c25594 |
| institution | Directory Open Access Journal |
| issn | 1314-4006 2535-0366 |
| language | English |
| last_indexed | 2024-04-12T01:10:48Z |
| publishDate | 2012-09-01 |
| publisher | Bulgarian Academy of Sciences, Institute of Mathematics and Informatics |
| record_format | Article |
| series | Digital Presentation and Preservation of Cultural and Scientific Heritage |
| spelling | doaj.art-351575ebf55f41978703d8cd45c255942022-12-22T03:54:06ZengBulgarian Academy of Sciences, Institute of Mathematics and InformaticsDigital Presentation and Preservation of Cultural and Scientific Heritage1314-40062535-03662012-09-01210.55630/dipp.2012.2.28Establishing Correspondences between Attribute Spaces and Complex Concept Spaces Using Meta-PGN ClassifierKrassimira Ivanova0Iliya Mitov1Peter Stanchev2Institute of Mathematics and Informatics, Bulgarian Academy of Sciences, Sofia, BulgariaInstitute of Mathematics and Informatics, Bulgarian Academy of Sciences, Sofia, BulgariaInstitute of Mathematics and Informatics, Bulgarian Academy of Sciences, Sofia, Bulgaria; Kettering University, Flint, USAIn this paper, we present one approach for extending the learning set of a classification algorithm with additional metadata. It is used as a base for giving appropriate names to found regularities. The analysis of correspondence between connections established in the attribute space and existing links between concepts can be used as a test for creation of an adequate model of the observed world. Meta-PGN classifier is suggested as a possible tool for establishing these connections. Applying this approach in the field of content-based image retrieval of art paintings provides a tool for extracting specific feature combinations, which represent different sides of artists' styles, periods and movements.https://dipp.math.bas.bg/dipp/article/view/449Multimedia SemanticsMetadataData MiningPattern RecognitionClassificationCategorization |
| spellingShingle | Krassimira Ivanova Iliya Mitov Peter Stanchev Establishing Correspondences between Attribute Spaces and Complex Concept Spaces Using Meta-PGN Classifier Digital Presentation and Preservation of Cultural and Scientific Heritage Multimedia Semantics Metadata Data Mining Pattern Recognition Classification Categorization |
| title | Establishing Correspondences between Attribute Spaces and Complex Concept Spaces Using Meta-PGN Classifier |
| title_full | Establishing Correspondences between Attribute Spaces and Complex Concept Spaces Using Meta-PGN Classifier |
| title_fullStr | Establishing Correspondences between Attribute Spaces and Complex Concept Spaces Using Meta-PGN Classifier |
| title_full_unstemmed | Establishing Correspondences between Attribute Spaces and Complex Concept Spaces Using Meta-PGN Classifier |
| title_short | Establishing Correspondences between Attribute Spaces and Complex Concept Spaces Using Meta-PGN Classifier |
| title_sort | establishing correspondences between attribute spaces and complex concept spaces using meta pgn classifier |
| topic | Multimedia Semantics Metadata Data Mining Pattern Recognition Classification Categorization |
| url | https://dipp.math.bas.bg/dipp/article/view/449 |
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