{"id":"https://openalex.org/W4402262260","doi":"https://doi.org/10.1109/igarss53475.2024.10642699","title":"Land Valuation Using an Innovative Model Combining Machine Learning and Spatial Context","display_name":"Land Valuation Using an Innovative Model Combining Machine Learning and Spatial Context","publication_year":2024,"publication_date":"2024-07-07","ids":{"openalex":"https://openalex.org/W4402262260","doi":"https://doi.org/10.1109/igarss53475.2024.10642699"},"language":"en","primary_location":{"id":"doi:10.1109/igarss53475.2024.10642699","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss53475.2024.10642699","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107013417","display_name":"Feride Tanrikulu","orcid":null},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Feride Tanrikulu","raw_affiliation_strings":["University of Missouri,Institute for Data Science and Informatics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Missouri,Institute for Data Science and Informatics","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041029917","display_name":"Timothy L. Haithcoat","orcid":"https://orcid.org/0000-0002-7353-4834"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Timothy L. Haithcoat","raw_affiliation_strings":["University of Missouri,Institute for Data Science and Informatics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Missouri,Institute for Data Science and Informatics","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051712346","display_name":"Grant J. Scott","orcid":"https://orcid.org/0000-0001-5870-9387"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Grant J. Scott","raw_affiliation_strings":["University of Missouri,Institute for Data Science and Informatics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Missouri,Institute for Data Science and Informatics","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070912494","display_name":"Matthew Foulkes","orcid":null},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Foulkes","raw_affiliation_strings":["University of Missouri,Dept. of Geography"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Missouri,Dept. of Geography","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016739320","display_name":"Ilker Ersoy","orcid":"https://orcid.org/0000-0003-2650-4496"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ilker Ersoy","raw_affiliation_strings":["University of Missouri,Institute for Data Science and Informatics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Missouri,Institute for Data Science and Informatics","institution_ids":["https://openalex.org/I76835614"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I76835614"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"83","issue":null,"first_page":"4688","last_page":"4692"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9883000254631042,"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":0.9883000254631042,"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/T12698","display_name":"3D Modeling in Geospatial Applications","score":0.9751999974250793,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9742000102996826,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/valuation","display_name":"Valuation (finance)","score":0.7007926106452942},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6267162561416626},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49151548743247986},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4482121169567108},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4448012113571167},{"id":"https://openalex.org/keywords/context-model","display_name":"Context model","score":0.43428510427474976},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4165579080581665},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3493868410587311},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.13245505094528198},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10508275032043457},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.08391103148460388},{"id":"https://openalex.org/keywords/accounting","display_name":"Accounting","score":0.05798158049583435}],"concepts":[{"id":"https://openalex.org/C186027771","wikidata":"https://www.wikidata.org/wiki/Q4008379","display_name":"Valuation (finance)","level":2,"score":0.7007926106452942},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6267162561416626},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49151548743247986},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4482121169567108},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4448012113571167},{"id":"https://openalex.org/C183322885","wikidata":"https://www.wikidata.org/wiki/Q17007702","display_name":"Context model","level":3,"score":0.43428510427474976},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4165579080581665},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3493868410587311},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.13245505094528198},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10508275032043457},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.08391103148460388},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.05798158049583435},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/igarss53475.2024.10642699","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss53475.2024.10642699","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},{"id":"pmh:oai:mospace.umsystem.edu:10355/96184","is_oa":false,"landing_page_url":"https://hdl.handle.net/10355/96184","pdf_url":null,"source":{"id":"https://openalex.org/S4306400929","display_name":"MOspace Institutional Repository (University of Missouri)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I76835614","host_organization_name":"University of Missouri","host_organization_lineage":["https://openalex.org/I76835614"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1599043334","https://openalex.org/W1981570066","https://openalex.org/W2028399164","https://openalex.org/W2063143131","https://openalex.org/W2106878035","https://openalex.org/W2166516660","https://openalex.org/W2271643717","https://openalex.org/W2377682234","https://openalex.org/W2997990601","https://openalex.org/W3156602924","https://openalex.org/W4206628288","https://openalex.org/W4211207248","https://openalex.org/W4240375101","https://openalex.org/W4255094724","https://openalex.org/W6662293474","https://openalex.org/W6676719835","https://openalex.org/W6729789155","https://openalex.org/W6750159979","https://openalex.org/W6751414420","https://openalex.org/W6782409996","https://openalex.org/W6787150537","https://openalex.org/W6787225201","https://openalex.org/W6796012138","https://openalex.org/W6809192800","https://openalex.org/W6846672476"],"related_works":["https://openalex.org/W1988932368","https://openalex.org/W2973110192","https://openalex.org/W2961085424","https://openalex.org/W2794849799","https://openalex.org/W1966044918","https://openalex.org/W2352757948","https://openalex.org/W2011787499","https://openalex.org/W2003188310","https://openalex.org/W4387406528","https://openalex.org/W2363192594"],"abstract_inverted_index":{"Land":[0],"valuations":[1],"are":[2],"used":[3],"by":[4],"buyers,":[5],"sellers,":[6],"regulators,":[7],"and":[8,18,31,39,53,59,81,105,117],"authorities":[9],"to":[10,64],"assess":[11],"fair":[12],"value.":[13],"Urbanization":[14],"demands":[15],"a":[16],"modern":[17],"efficient":[19],"land":[20,66,94],"valuation":[21],"system.":[22],"An":[23],"alternative":[24],"method":[25],"that":[26],"integrates":[27],"geographic":[28],"information":[29,61],"systems":[30],"machine":[32,86],"learning":[33,87],"can":[34,45],"produce":[35],"more":[36],"reliable,":[37],"repeatable,":[38],"accurate":[40],"valuations.":[41],"The":[42,99],"land\u2019s":[43],"value":[44],"vary":[46],"significantly":[47],"based":[48],"on":[49],"the":[50],"parcel\u2019s":[51],"neighborhood":[52],"context.":[54],"Geospatial":[55],"analytics,":[56],"remote":[57],"sensing":[58],"vector":[60],"were":[62,89,123],"integrated":[63,102],"predict":[65],"values":[67,95],"in":[68,110],"Springfield,":[69],"Missouri,":[70],"USA.":[71],"A":[72],"point":[73],"geodatabase":[74],"was":[75],"assembled":[76],"using":[77,91],"calculated":[78],"proximities,":[79],"accessibility,":[80],"various":[82],"index":[83],"measures.":[84],"Supervised":[85],"models":[88],"trained":[90],"government-provided":[92],"appraised":[93],"as":[96],"ground":[97],"truth.":[98],"database":[100],"approach":[101],"spatial":[103],"context":[104],"socioeconomic":[106],"data.":[107],"Slight":[108],"differences":[109],"performance":[111],"between":[112],"random":[113],"forest":[114],"(98%,":[115,120],"0.13)":[116],"gradient":[118],"boosting":[119],"0.15)":[121],"algorithms":[122],"found":[124],"(Adj.":[125],"R<sup":[126],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[127],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>,":[128],"STD).":[129]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}