The Effect of Data Aggregation on a Poisson Regression Model of Canadian Migration
- 1 October 1992
- journal article
- research article
- Published by SAGE Publications in Environment and Planning A: Economy and Space
- Vol. 24 (10) , 1381-1391
- https://doi.org/10.1068/a241381
Abstract
A Statistics Canada data set for Canadian migration data at the census division level incorporating information on income tax for 1986 has already been presented. This matrix of 260 × 260 flows was used to calibrate a set of Poisson regression models by utilizing flows for the aggregate population. In this paper, the relatively high spatial resolution is used to test for aggregation effects as the original 260 units are combined to form fewer, synthetic regions with larger areas. A series of simulation experiments are performed with three different aggregation algorithms to create 130, 65, and ultimately 10 (corresponding to the provinces) synthetic regions. Average results from the experiments are compared with the original model. Results are obtained that suggest that, in this case, obvious aggregation effects similar to those observed elsewhere (by Openshaw) are not observed.This publication has 27 references indexed in Scilit:
- The Modifiable Areal Unit Problem in Multivariate Statistical AnalysisEnvironment and Planning A: Economy and Space, 1991
- Poisson regression models of Canadian census division migration flowsPapers in Regional Science, 1989
- ANALYSIS OF COUNT DATA USING POISSON REGRESSION∗The Professional Geographer, 1989
- Point-to-Point Migration Functions and Gravity Model Renormalization: Approaches to Aggregation in Spatial Interaction ModelingEnvironment and Planning A: Economy and Space, 1985
- A Survey of Algorithms for Contiguity-constrained Clustering and Related ProblemsThe Computer Journal, 1985
- Proximate Aggregation-Estimation of Spatial Interaction ModelsEnvironment and Planning A: Economy and Space, 1984
- Spatial representation and spatial interactionPapers in Regional Science, 1977
- A Geographical Solution to Scale and Aggregation Problems in Region-Building, Partitioning and Spatial ModellingTransactions of the Institute of British Geographers, 1977
- Hierarchical Aggregation Procedures for Interaction DataEnvironment and Planning A: Economy and Space, 1975
- Aggregation and Measurement ErrorSocial Forces, 1971