{"id":"https://openalex.org/W3006148967","doi":"https://doi.org/10.1080/13658816.2020.1725014","title":"Predictive land value modelling in Guatemala City using a geostatistical approach and Space Syntax","display_name":"Predictive land value modelling in Guatemala City using a geostatistical approach and Space Syntax","publication_year":2020,"publication_date":"2020-02-11","ids":{"openalex":"https://openalex.org/W3006148967","doi":"https://doi.org/10.1080/13658816.2020.1725014","mag":"3006148967"},"language":"en","primary_location":{"id":"doi:10.1080/13658816.2020.1725014","is_oa":true,"landing_page_url":"https://doi.org/10.1080/13658816.2020.1725014","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/13658816.2020.1725014?needAccess=true","source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/13658816.2020.1725014?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022467563","display_name":"Jose Morales","orcid":"https://orcid.org/0000-0001-8494-1163"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Jose Morales","raw_affiliation_strings":["Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Enschede, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-8494-1163","affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082935691","display_name":"Alfred Stein","orcid":"https://orcid.org/0000-0002-9456-1233"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Alfred Stein","raw_affiliation_strings":["Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Enschede, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076409386","display_name":"Johannes Flacke","orcid":"https://orcid.org/0000-0001-8906-7719"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Johannes Flacke","raw_affiliation_strings":["Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Enschede, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024154632","display_name":"J.A. Zevenbergen","orcid":"https://orcid.org/0000-0003-2319-5720"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jaap Zevenbergen","raw_affiliation_strings":["Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Enschede, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5022467563"],"corresponding_institution_ids":["https://openalex.org/I94624287"],"apc_list":null,"apc_paid":null,"fwci":0.6163,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.69400731,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"34","issue":"7","first_page":"1451","last_page":"1474"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12325","display_name":"Urban Design and Spatial Analysis","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13920","display_name":"Urban Planning and Valuation","score":0.9708999991416931,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/space-syntax","display_name":"Space syntax","score":0.7781404852867126},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.6702759861946106},{"id":"https://openalex.org/keywords/syntax","display_name":"Syntax","score":0.587054431438446},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.5349859595298767},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.523370623588562},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.496133416891098},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.48730361461639404},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.447538822889328},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4452546238899231},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.4339810013771057},{"id":"https://openalex.org/keywords/geostatistics","display_name":"Geostatistics","score":0.4161219894886017},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3865612745285034},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.37221524119377136},{"id":"https://openalex.org/keywords/spatial-variability","display_name":"Spatial variability","score":0.33329910039901733},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2650209963321686},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25964152812957764},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.23601272702217102},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2032066285610199},{"id":"https://openalex.org/keywords/civil-engineering","display_name":"Civil engineering","score":0.15003392100334167},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.11648565530776978},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11414340138435364}],"concepts":[{"id":"https://openalex.org/C2777103068","wikidata":"https://www.wikidata.org/wiki/Q3110906","display_name":"Space syntax","level":3,"score":0.7781404852867126},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.6702759861946106},{"id":"https://openalex.org/C60048249","wikidata":"https://www.wikidata.org/wiki/Q37437","display_name":"Syntax","level":2,"score":0.587054431438446},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.5349859595298767},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.523370623588562},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.496133416891098},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.48730361461639404},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.447538822889328},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4452546238899231},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4339810013771057},{"id":"https://openalex.org/C125572338","wikidata":"https://www.wikidata.org/wiki/Q1440020","display_name":"Geostatistics","level":3,"score":0.4161219894886017},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3865612745285034},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.37221524119377136},{"id":"https://openalex.org/C94747663","wikidata":"https://www.wikidata.org/wiki/Q7574086","display_name":"Spatial variability","level":2,"score":0.33329910039901733},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2650209963321686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25964152812957764},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23601272702217102},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2032066285610199},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.15003392100334167},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.11648565530776978},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11414340138435364},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/13658816.2020.1725014","is_oa":true,"landing_page_url":"https://doi.org/10.1080/13658816.2020.1725014","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/13658816.2020.1725014?needAccess=true","source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"},{"id":"pmh:oai:ris.utwente.nl:openaire/cf9de6c1-db85-472f-b94b-0229981ad954","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/cf9de6c1-db85-472f-b94b-0229981ad954","pdf_url":"https://ris.utwente.nl/ws/files/175035111/Predictive_land_value_modelling_in_Guatemala_City_using_a_geostatistical_approach_and_Space_Syntax.pdf","source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Morales, J A, Stein, A, Flacke, J & Zevenbergen, J A 2020, 'Predictive land value modelling in Guatemala City using a geostatistical approach and Space Syntax', International journal of geographical information science : IJGIS, vol. 34, no. 7, pp. 1451-1474. https://doi.org/10.1080/13658816.2020.1725014","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1080/13658816.2020.1725014","is_oa":true,"landing_page_url":"https://doi.org/10.1080/13658816.2020.1725014","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/13658816.2020.1725014?needAccess=true","source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.7300000190734863,"display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G1583857580","display_name":null,"funder_award_id":"CF 7375","funder_id":"https://openalex.org/F4320320930","funder_display_name":"Netherlands Organization for International Cooperation in Higher Education"}],"funders":[{"id":"https://openalex.org/F4320320930","display_name":"Netherlands Organization for International Cooperation in Higher Education","ror":"https://ror.org/04y716y05"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W3006148967.pdf"},"referenced_works_count":77,"referenced_works":["https://openalex.org/W593285506","https://openalex.org/W646404828","https://openalex.org/W1493122757","https://openalex.org/W1496732804","https://openalex.org/W1559753648","https://openalex.org/W1589097074","https://openalex.org/W1599779966","https://openalex.org/W1956151915","https://openalex.org/W1970751677","https://openalex.org/W1971044183","https://openalex.org/W1973475129","https://openalex.org/W1973573843","https://openalex.org/W1977471773","https://openalex.org/W1981903823","https://openalex.org/W1984224598","https://openalex.org/W1988093401","https://openalex.org/W1988980926","https://openalex.org/W1992966123","https://openalex.org/W1994610198","https://openalex.org/W2006109389","https://openalex.org/W2015108022","https://openalex.org/W2018405094","https://openalex.org/W2022430884","https://openalex.org/W2030068896","https://openalex.org/W2032728795","https://openalex.org/W2035188636","https://openalex.org/W2041094285","https://openalex.org/W2041766585","https://openalex.org/W2042125031","https://openalex.org/W2047973179","https://openalex.org/W2048434236","https://openalex.org/W2052689024","https://openalex.org/W2060371236","https://openalex.org/W2068294234","https://openalex.org/W2072166473","https://openalex.org/W2072364011","https://openalex.org/W2083215944","https://openalex.org/W2085816821","https://openalex.org/W2088635654","https://openalex.org/W2088986818","https://openalex.org/W2090998638","https://openalex.org/W2091259694","https://openalex.org/W2094971937","https://openalex.org/W2095560214","https://openalex.org/W2101834443","https://openalex.org/W2106878035","https://openalex.org/W2111979421","https://openalex.org/W2116551393","https://openalex.org/W2127236490","https://openalex.org/W2143022286","https://openalex.org/W2153958558","https://openalex.org/W2158196600","https://openalex.org/W2164575016","https://openalex.org/W2221379851","https://openalex.org/W2293401305","https://openalex.org/W2294770064","https://openalex.org/W2480797057","https://openalex.org/W2582743722","https://openalex.org/W2613327815","https://openalex.org/W2655257009","https://openalex.org/W2749356353","https://openalex.org/W2761280990","https://openalex.org/W2764571562","https://openalex.org/W2962983474","https://openalex.org/W3124792291","https://openalex.org/W3150328595","https://openalex.org/W4212907443","https://openalex.org/W4213223730","https://openalex.org/W4230364199","https://openalex.org/W4230704136","https://openalex.org/W4231819596","https://openalex.org/W4241523031","https://openalex.org/W4241963794","https://openalex.org/W4244878128","https://openalex.org/W4252115703","https://openalex.org/W4254047403","https://openalex.org/W4302150147"],"related_works":["https://openalex.org/W1998708953","https://openalex.org/W2052710480","https://openalex.org/W1527505175","https://openalex.org/W2391160339","https://openalex.org/W3016725241","https://openalex.org/W3133739838","https://openalex.org/W3145804525","https://openalex.org/W2009500046","https://openalex.org/W2037793448","https://openalex.org/W2391077311"],"abstract_inverted_index":{"Spatial":[0],"information":[1,174,191],"of":[2,41,55,67,101,189,192],"land":[3,35,43,74,103,158,177,193],"values":[4,194],"is":[5,58,70,91,126,196],"fundamental":[6],"for":[7,19,120,175,198],"planners":[8],"and":[9,33,84,106,116],"policy":[10],"makers.":[11],"Individual":[12],"appraisals":[13,105],"are":[14],"costly,":[15],"explaining":[16],"the":[17,38,53,164,182,187],"need":[18],"predictive":[20,176],"modelling.":[21],"Recent":[22],"work":[23],"has":[24,45],"investigated":[25],"using":[26,77,81],"Space":[27,82,155,167],"Syntax":[28,83,156,168],"to":[29,71,112],"analyse":[30],"urban":[31,42],"access":[32],"explain":[34],"values.":[36],"However,":[37],"spatial":[39,121,165,183,190],"dependence":[40],"markets":[44],"not":[46],"been":[47],"addressed":[48],"in":[49,93],"such":[50],"studies.":[51],"Further,":[52],"selection":[54,115,139],"meaningful":[56],"variables":[57],"commonly":[59],"conducted":[60],"under":[61],"non-spatialized":[62],"modelling":[63,163,179,184],"conditions.":[64],"The":[65,89,123,132],"objective":[66],"this":[68],"paper":[69],"construct":[72],"a":[73,78,85,118,129,136,141],"value":[75,104,159,178],"map":[76],"geostatistical":[79],"approach":[80],"spatialized":[86,137,173],"variable":[87,114,138],"selection.":[88],"methodology":[90],"applied":[92],"Guatemala":[94],"City.":[95],"We":[96],"used":[97,111],"an":[98],"existing":[99],"dataset":[100],"residential":[102],"accessibility":[107],"metrics.":[108],"Regression-kriging":[109],"was":[110],"conduct":[113],"derive":[117],"model":[119,144],"prediction.":[122],"prediction":[124,147],"accuracy":[125],"compared":[127],"with":[128,145,171],"multivariate":[130],"regression.":[131],"results":[133],"show":[134],"that":[135,195],"yields":[140],"more":[142],"parsimonious":[143],"higher":[146],"accuracy.":[148],"New":[149],"insights":[150],"were":[151],"found":[152],"on":[153],"how":[154],"explains":[157],"variability":[160],"when":[161],"also":[162],"dependence.":[166],"can":[169],"contribute":[170],"relevant":[172,197],"purposes.":[180],"Finally,":[181],"framework":[185],"facilitates":[186],"production":[188],"planning":[199],"practice.":[200]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-22T06:13:13.366637","created_date":"2025-10-10T00:00:00"}
