Search results for "Space-time data"

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Regression imputation for Space-Time datasets with missing values

2009

Data consisting in repeated observations on a series of fixed units are very common in different context like biological, environmental and social sciences, and different terminology is often used to indicate this kind of data: panel data, longitudinal data, time series-cross section data (TSCS), spatio-temporal data. Missing information are inevitable in longitudinal studies, and can produce biased estimates and loss of powers. The aim of this paper is to propose a new regression (single) imputation method that, considering the particular structure and characteristics of the data set, creates a “complete” data set that can be analyzed by any researcher on different occasions and using diff…

Cross-sectional dataSpace timeMissing datacomputer.software_genreRegressionTerminologyGeographyStatisticsSpace-time data imputationPerformance indicatorImputation (statistics)Data miningSettore SECS-S/01 - StatisticacomputerPanel data
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