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SFCM-parameter-selection.html (15.29 MB)
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compare-classification-with-LOAC__KMeans_60pca.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_Att2Vec_167zscores.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_GCN_167zscores.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_GSCN_AttentionalAgg_167zscores.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_GSCN_MaxPoolingAgg_167zscores_RW8.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_GSCN_MaxPoolingAgg_167zscores_RW28.pdf (8.99 MB)
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compare-classification-with-LOAC__KNN8_GSCN_MaxPoolingAgg_167zscores.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_GSCN_MeanAgg_167zscores.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_GSCN_MeanPoolingAgg_167zscores.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_GSonly_MeanAgg_167zscores.pdf (8.97 MB)
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compare-classification-with-LOAC__KNN8_NAGAE_d1.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_NAGAE_d2.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_Node2Vec_167zscores.pdf (8.98 MB)
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compare-classification-with-LOAC__KNN8_SFCM_60kvars.pdf (8.97 MB)
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compare-classification-with-LOAC__KNN8_SFCM_60pca.pdf (8.98 MB)
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compare-classification-with-LOAC__MDT_GCN_167zscores.pdf (8.99 MB)
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compare-classification-with-LOAC__MDT_GSCN_MeanAgg_167zscores.pdf (8.98 MB)
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Analysis reports for "A graph neural network framework for spatial geodemographic classification"

software
posted on 2023-08-24, 15:49 authored by Stefano De SabbataStefano De Sabbata, Pengyuan Liu

This repository contains the analysis reports generated to evaluate different setups of our graph convolutional neural network framework for spatial geodemographic classification (forthcoming) with three baseline models created using spatial fuzzy c-means and the London Output Area Classification by Singleton and Longley (2015).


Contains data from CDRC LOAC Geodata Pack by the ESRC Consumer Data Research Centre and data derived from data available from Chris Gale's repository. Contains National Statistics data Crown copyright and database right 2015.


References

Singleton A D, Longley P A (2015) The Internal Structure of Greater London: A Comparison of National and Regional Geodemographic Models. Geo: Geography and Environment. Available from: dx.doi.org/10.1002/geo2.7

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