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),...
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| Format: | Thesis |
| Language: | English |
| Published: |
2023
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| Online Access: | http://eprints.usm.my/60584/ http://eprints.usm.my/60584/1/Pages%20from%20WAN%20NOR%20ARIFIN%20BIN%20WAN%20MANSOR%20-%20TESIS-2.pdf |
| _version_ | 1848884487052591104 |
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| author | Wan Mansor, Wan Nor Arifin |
| author_facet | Wan Mansor, Wan Nor Arifin |
| author_sort | Wan Mansor, Wan Nor Arifin |
| building | USM Institutional Repository |
| collection | Online Access |
| description | 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). |
| first_indexed | 2025-11-15T19:07:29Z |
| format | Thesis |
| id | usm-60584 |
| institution | Universiti Sains Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T19:07:29Z |
| publishDate | 2023 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | usm-605842024-05-08T03:34:00Z http://eprints.usm.my/60584/ Partial Verification Bias Correction In Diagnostic Accuracy Studies Using Propensity Score-Based Methods Wan Mansor, Wan Nor Arifin QA75.5-76.95 Electronic computers. Computer science 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). 2023-06 Thesis NonPeerReviewed application/pdf en http://eprints.usm.my/60584/1/Pages%20from%20WAN%20NOR%20ARIFIN%20BIN%20WAN%20MANSOR%20-%20TESIS-2.pdf Wan Mansor, Wan Nor Arifin (2023) Partial Verification Bias Correction In Diagnostic Accuracy Studies Using Propensity Score-Based Methods. PhD thesis, Universiti Sains Malaysia. |
| spellingShingle | QA75.5-76.95 Electronic computers. Computer science Wan Mansor, Wan Nor Arifin Partial Verification Bias Correction In Diagnostic Accuracy Studies Using Propensity Score-Based Methods |
| title | Partial Verification Bias Correction In Diagnostic Accuracy Studies Using Propensity Score-Based Methods |
| title_full | Partial Verification Bias Correction In Diagnostic Accuracy Studies Using Propensity Score-Based Methods |
| title_fullStr | Partial Verification Bias Correction In Diagnostic Accuracy Studies Using Propensity Score-Based Methods |
| title_full_unstemmed | Partial Verification Bias Correction In Diagnostic Accuracy Studies Using Propensity Score-Based Methods |
| title_short | Partial Verification Bias Correction In Diagnostic Accuracy Studies Using Propensity Score-Based Methods |
| title_sort | partial verification bias correction in diagnostic accuracy studies using propensity score-based methods |
| topic | QA75.5-76.95 Electronic computers. Computer science |
| url | http://eprints.usm.my/60584/ http://eprints.usm.my/60584/1/Pages%20from%20WAN%20NOR%20ARIFIN%20BIN%20WAN%20MANSOR%20-%20TESIS-2.pdf |