2026-09-18T23:17:45Z https://www.ideals.illinois.edu/oai-pmh

oai:www.ideals.illinois.edu:2142/110813 2023-07-11 col_2142_5131 col_2142_17362 com_2142_5130 com_2142_17361 com_2142_8903

Li, Bo Li, Bo Simpson, Douglas Douglas, Jeffrey Park, Trevor Sass, Danielle 2021-09-17T04:04:25Z 2021-09-17T04:04:25Z 2023-09-17T04:07:01Z 2021-04-16 2021-05 Meteorological and epidemiological data are oftentimes collected over many years at various locations. In such cases, it is beneficial to use spatio-temporal modeling to account for trends and the correlation of nearby observations. This thesis explores applications to spatio-temporal modeling. First, a method is developed to model the marginal distribution of spatial extreme values at a large scale quickly while allowing flexibility by introducing a fused penalty for parameter regularization. Next, various models are considered and evaluated to compare county-level HIV prediction over the US to determine if spatial models are advantageous when an abundance of covariates are available that capture the data variability. Lastly, a generalized additive model with spatial and temporal covariates is utilized to evaluate the impact of adulticide spraying on gravid Culex mosquitoes in the North Shore Mosquito Abatement District of Illinois. Submission published under a 24 month embargo labeled 'Closed Access', the embargo will last until 2023-05-01 The student, Danielle Sass, accepted the attached license on 2021-04-14 at 14:38. The student, Danielle Sass, submitted this Dissertation for approval on 2021-04-15 at 10:13. This Dissertation was approved for publication on 2021-04-16 at 11:59. DSpace SAF Submission Ingestion Package generated from Vireo submission #16328 on 2021-09-16 at 20:09:55 Made available in DSpace on 2021-09-17T04:04:25Z (GMT). No. of bitstreams: 2 SASS-DISSERTATION-2021.pdf: 7008271 bytes, checksum: ffeeacbacf1d3663583e376c0e7a191d (MD5) LICENSE.txt: 4210 bytes, checksum: c23b0afb62a99d9308dd6cb76f98b3d1 (MD5) Previous issue date: 2021-04-16 Embargo set by: Seth Robbins for item 118658 Lift date: 2023-09-17T04:04:53Z Reason: Author requested closed access (OA after 2yrs) in Vireo ETD system Embargo set by: Seth Robbins for item 118658 Lift date: 2023-09-17T04:07:01Z Reason: Author requested closed access (OA after 2yrs) in Vireo ETD system Author requested closed access (OA after 2yrs) in Vireo ETD system Limited application/pdf http://hdl.handle.net/2142/110813 en Copyright 2021 Danielle Sass adulticide spray fused penalties HIV prediction spatial extremes West Nile virus Spatio-temporal data modeling with applications to weather and disease text Thesis Statistics Statistics University of Illinois at Urbana-Champaign Dissertation Ph.D.