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Design classification based on matching graph kernels

2018
book section
conference proceedings
10.1007/978-3-319-67792-7_44
Publisher
Springer
80
Author
Strug Barbara

Ślusarczyk Grażyna

Grabska Ewa
Editor
Gruca Aleksandra

Czachórski Tadeusz

Harezlak Katarzyna

Kozielski Stanisław

Piotrowska Agnieszka
Book title / Journal title
Man-machine interactions 5 : 5th International Conference on Man-Machine Interactions, ICMMI 2017 held at Kraków, Poland, October 3-6, 2017
publisher
Cham : Springer International Publishing
Pages
449-458
ISBN
978-3-319-67791-0
eISBN
978-3-319-67792-7
Series
Advances in Intelligent Systems and Computing
Serie's ISSN
2194-5357
Serie's eISSN
2194-5365
Number of serie
659
Keywords in English

design patterns

machine learning

graph classification

graph kernels

Language
English
Book language / Journal language
English
Abstract in English

The paper deals with the problem of classification of designs according to their styles. The designs are represented by means of labelled, attributed graphs. The similarity between designs is calculated with the use of a new graph kernel and then used to predict if a given design belongs to a certain style of designs. The prediction process is performed by a classification algorithm. Examples of garden designs are used to present experimental results obtained by means of the presented method.

Conference
5th International Conference on Man-Machine Interactions5th International Conference on Man-Machine Interactions
Conference start date
2017-10-03
End date conference
2017-10-06
Conference city
Kraków
Conference country
Polska
Conference type
international
Affiliation
Wydział Fizyki, Astronomii i Informatyki Stosowanej : Zakład Projektowania i Grafiki Komputerowej
cris.lastimport.wos2024-04-09T21:02:34Z
dc.abstract.enThe paper deals with the problem of classification of designs according to their styles. The designs are represented by means of labelled, attributed graphs. The similarity between designs is calculated with the use of a new graph kernel and then used to predict if a given design belongs to a certain style of designs. The prediction process is performed by a classification algorithm. Examples of garden designs are used to present experimental results obtained by means of the presented method.pl
dc.affiliationWydział Fizyki, Astronomii i Informatyki Stosowanej : Zakład Projektowania i Grafiki Komputerowejpl
dc.conference5th International Conference on Man-Machine Interactions
dc.conference5th International Conference on Man-Machine Interactionspl
dc.conference.cityKraków
dc.conference.countryPolska
dc.conference.datefinish2017-10-06
dc.conference.datestart2017-10-03
dc.conference.indexscopustrue
dc.conference.indexwostrue
dc.contributor.authorStrug, Barbara - 100344 pl
dc.contributor.authorŚlusarczyk, Grażyna - 132324 pl
dc.contributor.authorGrabska, Ewa - 128162 pl
dc.contributor.editorGruca, Aleksandrapl
dc.contributor.editorCzachórski, Tadeuszpl
dc.contributor.editorHarezlak, Katarzynapl
dc.contributor.editorKozielski, Stanisławpl
dc.contributor.editorPiotrowska, Agnieszkapl
dc.date.accessioned2017-10-26T09:16:14Z
dc.date.available2017-10-26T09:16:14Z
dc.date.issued2018pl
dc.description.conftypeinternationalpl
dc.description.physical449-458pl
dc.description.publication0,6pl
dc.description.seriesAdvances in Intelligent Systems and Computing
dc.description.seriesnumber659
dc.identifier.doi10.1007/978-3-319-67792-7_44pl
dc.identifier.eisbn978-3-319-67792-7pl
dc.identifier.isbn978-3-319-67791-0pl
dc.identifier.serieseissn2194-5365
dc.identifier.seriesissn2194-5357
dc.identifier.urihttps://ruj.uj.edu.pl/xmlui/handle/item/45716
dc.languageengpl
dc.language.containerengpl
dc.pubinfoCham : Springer International Publishingpl
dc.publisher.ministerialSpringerpl
dc.rightsDodaję tylko opis bibliograficzny*
dc.rights.licencebez licencji
dc.rights.uri*
dc.sourceinfoliczba autorów 131; liczba stron 594; liczba arkuszy wydawniczych 39,6;pl
dc.subject.endesign patternspl
dc.subject.enmachine learningpl
dc.subject.engraph classificationpl
dc.subject.engraph kernelspl
dc.subtypeConferenceProceedingspl
dc.titleDesign classification based on matching graph kernelspl
dc.title.containerMan-machine interactions 5 : 5th International Conference on Man-Machine Interactions, ICMMI 2017 held at Kraków, Poland, October 3-6, 2017pl
dc.typeBookSectionpl
dspace.entity.typePublication
cris.lastimport.wos
2024-04-09T21:02:34Z
dc.abstract.enpl
The paper deals with the problem of classification of designs according to their styles. The designs are represented by means of labelled, attributed graphs. The similarity between designs is calculated with the use of a new graph kernel and then used to predict if a given design belongs to a certain style of designs. The prediction process is performed by a classification algorithm. Examples of garden designs are used to present experimental results obtained by means of the presented method.
dc.affiliationpl
Wydział Fizyki, Astronomii i Informatyki Stosowanej : Zakład Projektowania i Grafiki Komputerowej
dc.conference
5th International Conference on Man-Machine Interactions
dc.conferencepl
5th International Conference on Man-Machine Interactions
dc.conference.city
Kraków
dc.conference.country
Polska
dc.conference.datefinish
2017-10-06
dc.conference.datestart
2017-10-03
dc.conference.indexscopus
true
dc.conference.indexwos
true
dc.contributor.authorpl
Strug, Barbara - 100344
dc.contributor.authorpl
Ślusarczyk, Grażyna - 132324
dc.contributor.authorpl
Grabska, Ewa - 128162
dc.contributor.editorpl
Gruca, Aleksandra
dc.contributor.editorpl
Czachórski, Tadeusz
dc.contributor.editorpl
Harezlak, Katarzyna
dc.contributor.editorpl
Kozielski, Stanisław
dc.contributor.editorpl
Piotrowska, Agnieszka
dc.date.accessioned
2017-10-26T09:16:14Z
dc.date.available
2017-10-26T09:16:14Z
dc.date.issuedpl
2018
dc.description.conftypepl
international
dc.description.physicalpl
449-458
dc.description.publicationpl
0,6
dc.description.series
Advances in Intelligent Systems and Computing
dc.description.seriesnumber
659
dc.identifier.doipl
10.1007/978-3-319-67792-7_44
dc.identifier.eisbnpl
978-3-319-67792-7
dc.identifier.isbnpl
978-3-319-67791-0
dc.identifier.serieseissn
2194-5365
dc.identifier.seriesissn
2194-5357
dc.identifier.uri
https://ruj.uj.edu.pl/xmlui/handle/item/45716
dc.languagepl
eng
dc.language.containerpl
eng
dc.pubinfopl
Cham : Springer International Publishing
dc.publisher.ministerialpl
Springer
dc.rights*
Dodaję tylko opis bibliograficzny
dc.rights.licence
bez licencji
dc.rights.uri*
dc.sourceinfopl
liczba autorów 131; liczba stron 594; liczba arkuszy wydawniczych 39,6;
dc.subject.enpl
design patterns
dc.subject.enpl
machine learning
dc.subject.enpl
graph classification
dc.subject.enpl
graph kernels
dc.subtypepl
ConferenceProceedings
dc.titlepl
Design classification based on matching graph kernels
dc.title.containerpl
Man-machine interactions 5 : 5th International Conference on Man-Machine Interactions, ICMMI 2017 held at Kraków, Poland, October 3-6, 2017
dc.typepl
BookSection
dspace.entity.type
Publication
Affiliations
Wydział Fizyki, Astronomii i Informatyki Stosowanej
Strug, Barbara
Ślusarczyk, Grażyna
Grabska, Ewa
No affiliation
Gruca, Aleksandra
Czachórski, Tadeusz
Harezlak, Katarzyna
Kozielski, Stanisław
Piotrowska, Agnieszka

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