dc.creator | Ali, Dashti | es |
dc.creator | Asaad, Aras | es |
dc.creator | Jiménez Rodríguez, María José | es |
dc.creator | Nanda, Vidit | es |
dc.creator | Paluzo Hidalgo, Eduardo | es |
dc.creator | Soriano Trigueros, Manuel | es |
dc.date.accessioned | 2024-02-08T08:35:39Z | |
dc.date.available | 2024-02-08T08:35:39Z | |
dc.date.issued | 2023-12 | |
dc.identifier.citation | Ali, D., Asaad, A., Jiménez Rodríguez, M.J., Nanda, V., Paluzo Hidalgo, E. y Soriano Trigueros, M. (2023). A Survey of Vectorization Methods in Topological Data Analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45 (12), 14069-14080. https://doi.org/10.1109/TPAMI.2023.3308391. | |
dc.identifier.issn | 0162-8828 | es |
dc.identifier.uri | https://hdl.handle.net/11441/154886 | |
dc.description.abstract | Attempts to incorporate topological information in supervised learning tasks have resulted in the creation of several techniques for vectorizing persistent homology barcodes. In this paper, we study thirteen such methods. Besides describing an organizational framework for these methods, we comprehensively benchmark them against three well-known classification tasks. Surprisingly, we discover that the best-performing method is a simple vectorization, which consists only of a few elementary summary statistics. Finally, we provide a convenient web application which has been designed to facilitate exploration and experimentation with various vectorization methods. | es |
dc.format | application/pdf | es |
dc.format.extent | 12 p. | es |
dc.language.iso | eng | es |
dc.publisher | IEEE Computer Society | es |
dc.relation.ispartof | IEEE Transactions on Pattern Analysis and Machine Intelligence, 45 (12), 14069-14080. | |
dc.rights | Atribución 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | * |
dc.subject | Barcodes | es |
dc.subject | Persistent homology | es |
dc.subject | Topological data analysis | es |
dc.subject | Vectorization methods | es |
dc.title | A Survey of Vectorization Methods in Topological Data Analysis | es |
dc.type | info:eu-repo/semantics/article | es |
dc.type.version | info:eu-repo/semantics/publishedVersion | es |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | es |
dc.contributor.affiliation | Universidad de Sevilla. Departamento de Matemática Aplicada I (ETSII) | es |
dc.relation.publisherversion | https://ieeexplore.ieee.org/document/10235748 | es |
dc.identifier.doi | 10.1109/TPAMI.2023.3308391 | es |
dc.journaltitle | IEEE Transactions on Pattern Analysis and Machine Intelligence | es |
dc.publication.volumen | 45 | es |
dc.publication.issue | 12 | es |
dc.publication.initialPage | 14069 | es |
dc.publication.endPage | 14080 | es |