Full metadata record
DC pole | Hodnota | Jazyk |
---|---|---|
dc.contributor.author | Hast, Anders | |
dc.contributor.author | Lind, Mats | |
dc.contributor.editor | Skala, Václav | |
dc.date.accessioned | 2020-07-24T07:07:11Z | - |
dc.date.available | 2020-07-24T07:07:11Z | - |
dc.date.issued | 2020 | |
dc.identifier.citation | Journal of WSCG. 2020, vol. 28, no. 1-2, p. 89-95. | en |
dc.identifier.issn | 1213-6972 (print) | |
dc.identifier.issn | 1213-6980 (CD-ROM) | |
dc.identifier.issn | 1213-6964 (on-line) | |
dc.identifier.uri | http://wscg.zcu.cz/WSCG2020/2020-J_WSCG-1-2.pdf | |
dc.identifier.uri | http://hdl.handle.net/11025/38429 | |
dc.format | 7 s. | cs |
dc.format.mimetype | application/pdf | |
dc.language.iso | en | en |
dc.publisher | Václav Skala - UNION Agency | cs |
dc.relation.ispartofseries | Journal of WSCG | en |
dc.rights | © Václav Skala - UNION Agency | cs |
dc.subject | podprostory | cs |
dc.subject | soubory | cs |
dc.subject | kaskádování | cs |
dc.subject | vložené prototypy | cs |
dc.subject | neuronové sítě | cs |
dc.subject | hluboké učení | cs |
dc.title | Ensembles and Cascading of Embedded Prototype Subspace Classifiers | en |
dc.type | článek | cs |
dc.type | article | en |
dc.rights.access | openAccess | en |
dc.type.version | publishedVersion | en |
dc.description.abstract-translated | Deep learning approaches suffer from the so called interpretability problem and can therefore be very hard to visualise. Embedded Prototype Subspace Classifiers is one attempt in the field of explainable AI, which is both fast and efficient since it does not require repeated learning epochs and has no hidden layers. In this paper we investigate how ensembles and cascades of ensembles perform on some popular datasets. The focus is on handwritten data such as digits, letters and signs. It is shown how cascading can be efficiently implemented in order to both increase accuracy as well as speed up the classification. | en |
dc.subject.translated | subspaces | en |
dc.subject.translated | ensembles | en |
dc.subject.translated | cascading | en |
dc.subject.translated | embedded prototypes | en |
dc.subject.translated | neural networks | en |
dc.subject.translated | deep learning | en |
dc.identifier.doi | https://doi.org/10.24132/JWSCG.2020.28.11 | |
dc.type.status | Peer-reviewed | en |
Vyskytuje se v kolekcích: | Volume 28, Number 1-2 (2020) |
Soubory připojené k záznamu:
Soubor | Popis | Velikost | Formát | |
---|---|---|---|---|
Hast.pdf | Plný text | 1,78 MB | Adobe PDF | Zobrazit/otevřít |
Použijte tento identifikátor k citaci nebo jako odkaz na tento záznam:
http://hdl.handle.net/11025/38429
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