Title | Modelling Longitudinal and Spatially Correlated Data [electronic resource] / edited by Timothy G. Gregoire, David R. Brillinger, Peter J. Diggle, Estelle Russek-Cohen, William G. Warren, Russell D. Wolfinger |
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Imprint | New York, NY : Springer New York : Imprint: Springer, 1997 |
Connect to | http://dx.doi.org/10.1007/978-1-4612-0699-6 |
Descript | X, 402 p. online resource |
Generalized Linear Models -- Linear Models, Vector Spaces, and Residual Likelihood -- An Assessment of Approximate Maximum Likelihood Estimators in Generalized Linear Models -- Scaled Link Functions for Heterogeneous Ordinal Response Data -- Longitudinal Data Analysis -- Software Design for Longitudinal Data Analysis -- Asymptotic Properties of Nonlinear MizedโEffects Models -- Structured Antedependence Models for Longitudinal Data -- Effect of Confounding and Other Misspecification in Models for Longitudinal Data -- The Linear Mixed Model. A Critical Investigation in the Context of Longitudinal Data -- Modelling the Order of Disability Events in Activities of Daily Living Using Discrete Longitudinal Data -- Estimation of Subject Means in Fixed and Mixed Models with Application to Longitudinal Data -- Modeling Toxicological Multivariate Mortality Data: a Bayesian Perspective -- Comparison of Methods for General Nonlinear Mixed-Effects Models -- Repeated Measures Analysis Using Mixed Models: Some Simulation Results -- Spatial Data Analysis -- Object Identification Using Markov Random Field Segmentation Models at Multiple Resolutions of a Rectangular Lattice -- Comparison of Some Sampling Designs for Spatially Clustered Populations -- Using Geostatistical Techniques to Map the Distribution of Tree Species from Ground Inventory Data -- Global Analysis of Ozone Data Based on Spherical Splines -- Bounded Influence Estimation in a Spatial Linear Mixed Model -- Spatial Correlation Models as Applied to Evolutionary Biology -- Rainfall Modelling Using a Latent Guassian Variable -- Estimation of Individual Exposure Following a Chemical Spill in Superior, Wisconsin -- Flexible Response Surface Methods via Spatial Regression and EBLUPS -- Robust Semivariogram Estimation in the Presence of Influential Spatial Data Values -- Modelling Spatio-Temporal Processes -- Elephant Seal Movements: Dive Types and Their Sequences -- Models for Continuous Stationary Space-time Processes -- A Comparison of Two Spatio-temporal Semivariograms with Use in Agriculture -- Structuring Correlation Within Hierarchical Spatio-temporal Models for Disease Rates -- Modelling Messy Data -- Generalized Linear Mixed Measurement Error Models: -- Calculating the Appropriate Information Matrix for Log-linear Models When Data Are Missing at Random -- Nonparametric Regression in the Presence of Correlated Errors -- Exploratory Modelling of Multiple Non-Stationary Time Series: Latent Process Structure and Decompositions -- Modelling Correlations Between Diagnostic Tests in Efficacy Studies With an Imperfect Reference Test -- Special Topics and Future Directions -- Combining Standard Block Analyses with Spatial Analyses Under a Random Effects Model -- Spatial and Longitudinal Data Analysis: Two Histories with a Common Future?