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dc.contributor.authorHartling, Joey
dc.date.accessioned2019-08-30T14:27:10Z
dc.date.available2019-08-30T14:27:10Z
dc.date.issued2019-08-30T14:27:10Z
dc.identifier.urihttp://hdl.handle.net/10222/76368
dc.description.abstractState space models require the ability to perform filtering, smoothing and prediction during analysis. To perform these procedures fairly complex computational algorithms are required. There is a consequent need for software tools to facilitate the implementation of state space models. One of leading choices for computation data analysis is the statistical programming language, R. And a key area where analysis tools are lacking is for advanced state space models. This thesis outlines the development of a comprehensive toolkit for nonlinear and non-Gaussian state space models: the nLnG package.en_US
dc.language.isoenen_US
dc.subjectstate space modelsen_US
dc.subjecttime series analysisen_US
dc.subjectfilteringen_US
dc.subjectsmoothingen_US
dc.subjectparameter estimationen_US
dc.subjectKalman filteren_US
dc.subjectKalman smootheren_US
dc.subjectparticle filteren_US
dc.subjectparticle smootheren_US
dc.subjectstate augmentationen_US
dc.subjectmultiple iterative filteringen_US
dc.subjectrandom walk modelen_US
dc.subjectpackage developmenten_US
dc.subjectRen_US
dc.subjectprogrammingen_US
dc.subjectanimal tracking dataen_US
dc.subjectnonlinearen_US
dc.subjectnon-Gaussianen_US
dc.subjectalgorithmsen_US
dc.titleNLNG: A R Package for State Space Modelsen_US
dc.date.defence2019-08-27
dc.contributor.departmentDepartment of Mathematics & Statistics - Statistics Divisionen_US
dc.contributor.degreeMaster of Scienceen_US
dc.contributor.external-examinern/aen_US
dc.contributor.graduate-coordinatorDr. Joanna Flemmingen_US
dc.contributor.thesis-readerDr. Bruce Smithen_US
dc.contributor.thesis-readerDr. David Hamiltonen_US
dc.contributor.thesis-supervisorDr. Michael Dowden_US
dc.contributor.ethics-approvalNot Applicableen_US
dc.contributor.manuscriptsNot Applicableen_US
dc.contributor.copyright-releaseNot Applicableen_US
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