| Author | Winzenborg, Insa | dc.contributor.author |
| Date of accession | 2016-03-15T06:23:11Z | dc.date.accessioned |
| Available in OPARU since | 2016-03-15T06:23:11Z | dc.date.available |
| Year of creation | 2011 | dc.date.created |
| Abstract | In this thesis the nonparametric functional principal component analysis is extended to spatial data. The estimation is implemented in an R package and the implementation is evaluated comparing estimated eigenfunctions of realizations of a Wiener process to the theoretic ones. Furthermore, consistency results for the estimators are derived theoretically. Both, the one- and the two-dimensional method are used to evaluate several real data examples from the medical field, especially diagnostics. | dc.description.abstract |
| Language | en | dc.language.iso |
| Publisher | Universität Ulm | dc.publisher |
| License | Standard (Fassung vom 01.10.2008) | dc.rights |
| Link to license text | https://oparu.uni-ulm.de/xmlui/license_v2 | dc.rights.uri |
| Keyword | Functional data analysis | dc.subject |
| Keyword | Spatial statistics | dc.subject |
| Dewey Decimal Group | DDC 510 / Mathematics | dc.subject.ddc |
| LCSH | Principal components analysis | dc.subject.lcsh |
| Title | Spatial functional principal component analysis and its application in diagnostics | dc.title |
| Resource type | Dissertation | dc.type |
| DOI | http://dx.doi.org/10.18725/OPARU-1802 | dc.identifier.doi |
| PPN | 663906075 | dc.identifier.ppn |
| URN | http://nbn-resolving.de/urn:nbn:de:bsz:289-vts-76855 | dc.identifier.urn |
| GND | Komponentenanalyse | dc.subject.gnd |
| GND | Psychologische Diagnostik | dc.subject.gnd |
| Faculty | Fakultät für Mathematik und Wirtschaftswissenschaften | uulm.affiliationGeneral |
| Date of activation | 2011-06-30T08:47:58Z | uulm.freischaltungVTS |
| Peer review | nein | uulm.peerReview |
| Shelfmark print version | Z: J-H 14.184; N: J-H 9.895 | uulm.shelfmark |
| DCMI Type | Text | uulm.typeDCMI |
| VTS ID | 7685 | uulm.vtsID |
| Category | Publikationen | uulm.category |
| Bibliography | uulm | uulm.bibliographie |
