Partial Verification Bias Correction In Diagnostic Accuracy Studies Using Propensity Score-Based Methods
This research objective was to design PS-based methods with weighted regression and resampling approaches to improve and extend PVB correction under MAR and MNAR assumptions. Three MAR PS-based methods of PVB correction were proposed: 1) Inverse probability weighted logistic regression (IPWLogReg),...
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis |
| Language: | English |
| Published: |
2023
|
| Subjects: | |
| Online Access: | http://eprints.usm.my/60584/1/Pages%20from%20WAN%20NOR%20ARIFIN%20BIN%20WAN%20MANSOR%20-%20TESIS-2.pdf http://eprints.usm.my/60584/ |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Summary: | This research objective was to design PS-based methods with
weighted regression and resampling approaches to improve and extend PVB correction under MAR and MNAR assumptions. Three MAR PS-based methods of PVB correction were proposed: 1) Inverse probability weighted logistic regression (IPWLogReg), 2) Scaled inverse probability weighted resampling (SIPW-Resamp) and 3) Scaled inverse probability weighted balanced resampling (SIPW-BalResamp). |
|---|