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Mixed effects modeling with missing data using quantile regression and joint modeling
| Content Provider | Semantic Scholar |
|---|---|
| Author | Fostvedt, Luke |
| Copyright Year | 2014 |
| Abstract | . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . xi CHAPTER 1. OVERVIEW . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 1.1 Linear Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 1.1.1 Linear Mixed Effects Models . . . . . . . . . . . . . . . . . . . . . . . . 3 1.1.2 Multivariate Linear Mixed Effects Models . . . . . . . . . . . . . . . . . 4 1.1.3 Contribution . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 1.2 Quantile Regression . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 1.2.1 Modeling Longitudinal Data . . . . . . . . . . . . . . . . . . . . . . . . 7 1.2.2 Recursive Structural Equation Modeling . . . . . . . . . . . . . . . . . . 10 1.2.3 Missing Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 1.3 The Future of Quantile Regression . . . . . . . . . . . . . . . . . . . . . . . . . 11 1.3.1 Contribution . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 CHAPTER 2. EFFECT OF CORRELATION ON THE ESTIMATION OF MULTIVARIATE MIXED EFFECTS MODELS . . . . . . . . . . . . . . . . 13 2. |
| File Format | PDF HTM / HTML |
| DOI | 10.31274/etd-180810-3700 |
| Alternate Webpage(s) | https://lib.dr.iastate.edu/cgi/viewcontent.cgi?article=5160&context=etd |
| Alternate Webpage(s) | https://doi.org/10.31274/etd-180810-3700 |
| Language | English |
| Access Restriction | Open |
| Content Type | Text |
| Resource Type | Article |