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Panel Data
Panel data, also known as cross-sectional time series data, is a type of data that combines both cross-sectional and time series dimensions. In...
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Dynamic Panel Data Models
This chapter generalizes most of the topics from earlier in the book settings with panel data. We begin by introducing dynamic panel data models, and...
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Panel Data and Fixed Effects
We are all familiar with the aphorism, “The whole is greater than the sum of the parts,” and this principle aptly applies to panel data. In this...
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Static Panel Data Models
We begin our section on panel data models by examining static models. We distinguish between fixed effects (FE) and random effects (RE) models, and...
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Panel Interval-Valued Data Nonlinear Regression Models and Applications
Panel data models have become increasingly popular in economic research and data analysis. Considering the uncertainty and variability of panel data,...
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How does broadband supply affect participation in panel surveys?: Using geospatial broadband data at the district level to analyze mode choice and panel attrition
Good broadband supply is crucial for different aspects of participation behavior in web surveys. In this study, we combined geospatial broadband data...
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A Fluctuation Test for Structural Change Detection in Heterogeneous Panel Data Models
Structural change in panel data is a widespread phenomena. This paper proposes a fluctuation test to detect a structural change at an unknown date in...
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Expectile and M-quantile regression for panel data
Linear fixed effect models are a general way to fit panel or longitudinal data with a distinct intercept for each unit. Based on expectile and...
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Tests for time-varying coefficient spatial autoregressive panel data model with fixed effects
As an extension of the spatial autoregressive panel data model and the time-varying coefficient panel data model, the time-varying coefficient...
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Outlier Detection in Simultaneous Equations with Panel Data
An outlier in a set of data is an observation (or subset of observation) that appears to be inconsistent with the remainder of that set of data....
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Semiparametric Regression Analysis of Panel Count Data with Multiple Modes of Recurrence
Panel count data refers to the information collected in studies focusing on recurrent events, where subjects are observed only at specific time...
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Clusterwise multivariate regression of mixed-type panel data
Multivariate panel data of mixed type are routinely collected in many different areas of application, often jointly with additional covariates which...
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Observed-data DIC for spatial panel data models
In spatial panel data modeling, researchers often need to choose a spatial weights matrix from a pool of candidates, and decide between static and...
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Regression analysis of clustered panel count data with additive mean models
In biomedical studies, panel count data have been extensively investigated. Such data occur if study subjects are monitored or observed only at some...
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Agriculture-induced environmental Kuznets curve: evidence from panel data
This study investigates the relationship between agricultural production and pollutant (CO 2 ) emissions for the two panels, consisting respectively of...
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A flexible time-varying coefficient rate model for panel count data
Panel count regression is often required in recurrent event studies, where the interest is to model the event rate. Existing rate models are unable...
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Robust Two-Stage Estimation in General Spatial Dynamic Panel Data Models
This paper proposes a robust two-stage estimation procedure for a general spatial dynamic panel data model in light of the two-stage estimation...
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Empirical likelihood inference for the panel count data with informative observation process
Panel count data refer to interval-censored recurrent event data. Each study subject can only be observed at discrete time points, leading to...
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Primary Healthcare Efficiency Assessment Using Panel Data
The objective of this study is to analyze the efficiency of Primary Healthcare Centers (PHCs) within a health district of the Valencian Community...
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Django’s admin panel
This video segment explains and demonstrates Django’s admin panel, a powerful built-in system for viewing and maintaining your data.