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We show that spatial clustering on (i) and (ii) also satisfies criterion (iii) and develop inferences based on functional linear regression of a hedonic house price model. Then, we delineate submarkets by clustering (jointly) on the surfaces of the estimated functional partial effects and housing features. The above model incorporates both spatial heterogeneity and endogenous spatial dependence. Application to an urban conglomeration in Portugal implies submarkets that emphasize the historical and endogenous evolution of urban spatial structure. Copyright \u00a9 2015 John Wiley &amp; Sons, Ltd.<\/jats:p>","DOI":"10.1002\/jae.2478","type":"journal-article","created":{"date-parts":[[2015,7,30]],"date-time":"2015-07-30T03:42:01Z","timestamp":1438227721000},"page":"32-57","source":"Crossref","is-referenced-by-count":53,"title":["Endogenous Spatial Regression and Delineation of Submarkets: A New Framework with Application to Housing Markets"],"prefix":"10.1002","volume":"31","author":[{"given":"Arnab","family":"Bhattacharjee","sequence":"first","affiliation":[{"name":"Spatial Economics and Econometrics Centre Heriot\u2010Watt University  Edinburgh UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Eduardo","family":"Castro","sequence":"additional","affiliation":[{"name":"Department of Social, Political and Territorial Sciences University of Aveiro  Portugal"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Taps","family":"Maiti","sequence":"additional","affiliation":[{"name":"Spatial Economics and Econometrics Centre Heriot\u2010Watt University  Edinburgh UK"},{"name":"Department of Statistics and Probability Michigan State University  USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jo\u00e3o","family":"Marques","sequence":"additional","affiliation":[{"name":"Department of Social, Political and Territorial Sciences University of Aveiro  Portugal"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2015,7,29]]},"reference":[{"key":"e_1_2_10_2_1","doi-asserted-by":"publisher","DOI":"10.1080\/095999196368899"},{"key":"e_1_2_10_3_1","first-page":"1426","article-title":"Urban spatial structure","volume":"36","author":"Anas A","year":"1998","journal-title":"Journal of Economic Literature"},{"key":"e_1_2_10_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-015-7799-1"},{"key":"e_1_2_10_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00181-007-0152-3"},{"key":"e_1_2_10_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/17421771003730703"},{"key":"e_1_2_10_7_1","article-title":"A two stage approach to spatio\u2010temporal analysis with strong and weak cross\u2010sectional dependence","author":"Bailey N","year":"2014","journal-title":"Journal of Applied Econometrics"},{"key":"e_1_2_10_8_1","doi-asserted-by":"publisher","DOI":"10.1080\/17421772.2012.722669"},{"key":"e_1_2_10_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.regsciurbeco.2013.03.005"},{"key":"e_1_2_10_10_1","doi-asserted-by":"publisher","DOI":"10.1080\/17421772.2011.647058"},{"key":"e_1_2_10_11_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9868.2007.00629.x"},{"key":"e_1_2_10_12_1","doi-asserted-by":"publisher","DOI":"10.1006\/jhec.1999.0246"},{"key":"e_1_2_10_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/S1051-1377(03)00003-2"},{"key":"e_1_2_10_14_1","doi-asserted-by":"publisher","DOI":"10.1214\/009053606000000830"},{"key":"e_1_2_10_15_1","doi-asserted-by":"publisher","DOI":"10.1201\/b18502-11"},{"key":"e_1_2_10_16_1","unstructured":"Census of Portugal(2011).Recenseamento da popula\u00e7\u00e3o e habita\u00e7\u00e3o Instituto nacional de estat\u00edstica. 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