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Shape Descriptors for classification of functional data
dc.contributor.author | Epifanio, Irene | |
dc.date.accessioned | 2010-06-04T08:39:08Z | |
dc.date.available | 2010-06-04T08:39:08Z | |
dc.date.issued | 2008 | |
dc.identifier.issn | 00401706 | |
dc.identifier.uri | http://hdl.handle.net/10234/13173 | |
dc.description.abstract | Curve discrimination is an important task in engineering and other sciences. We propose several shape descriptors for classifying functional data, inspired by form anal- ysis from the image analysis eld: statistical moments, coe cients of the components of independent component analysis (ICA) and two mathematical morphology descrip- tors (morphological covariance and spatial size distributions). They are applied to three problems: an arti cial problem, a speech recognition problem and a biomechan- ical application. Shape descriptors are compared with other methods in the literature, obtaining better or similar performances | |
dc.format.extent | 10 p. | |
dc.language.iso | eng | |
dc.publisher | American Statistical Association | |
dc.relation.isPartOfSeries | Technometrics; vol. 50, núm. 3 | |
dc.rights.uri | http://rightsstatements.org/vocab/CNE/1.0/ | * |
dc.subject | Curve discrimination | |
dc.subject | Statistical moment | |
dc.subject | Independent component analysis | |
dc.subject | Spatial size distribution | |
dc.subject | Morphological covariance | |
dc.subject.other | Matemàtica | |
dc.title | Shape Descriptors for classification of functional data | |
dc.type | info:eu-repo/semantics/article | |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | |
dc.type.version | info:eu-repo/semantics/acceptedVersion |
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