A LATENT STRUCTURE ANALYSIS OF A CITY CENTER USING SPATIAL AND CATEGORICAL CO-OCCURRENCE INFORMATION OF FACILITIES

This paper aims at evaluating the facility accumulation of city center, focusing on spatial and categorical co-occurrence information of facilities. We expressed the co-occurrence information by relational data. We revealed the latent structure of the co-occurrence information by Extended Stochastic...

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Veröffentlicht in:Journal of Japan Society of Civil Engineers, Ser. D3 (Infrastructure Planning and Management) Ser. D3 (Infrastructure Planning and Management), 2016, Vol.72(5), pp.I_473-I_485
Hauptverfasser: INAGAKI, Kazuya, HARA, Yusuke, KUWAHARA, Masao
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Sprache:eng
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Zusammenfassung:This paper aims at evaluating the facility accumulation of city center, focusing on spatial and categorical co-occurrence information of facilities. We expressed the co-occurrence information by relational data. We revealed the latent structure of the co-occurrence information by Extended Stochastic Block Model. We validated our approach by a case study in Osaka city center (around Namba station). We conclude that 1) the facility accumulation of the target area was classified by latent classes based on the co-occurrence information, 2) each latent class indicates its quantitative property, 3) the relationship between the latent classes correspond with their geographic distribution.
ISSN:2185-6540
2185-6540
DOI:10.2208/jscejipm.72.I_473