{"id":"https://openalex.org/W168566205","doi":null,"title":"What Statistical Models Help to Detect Land-Change Mechanisms?","display_name":"What Statistical Models Help to Detect Land-Change Mechanisms?","publication_year":2015,"publication_date":"2015-06-17","ids":{"openalex":"https://openalex.org/W168566205","mag":"168566205"},"language":"en","primary_location":{"id":"pmh:oai:CiteSeerX.psu:10.1.1.587.6022","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.587.6022","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://vserver1.cscs.lsa.umich.edu/sluce/publications/An_geocomp_paper.pdf","raw_type":"text"},"volume":null,"type":"article","indexed_in":[],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Li An","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li An","raw_affiliation_strings":["\u2020University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u2020University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070259161","display_name":"Daniel G. Brown","orcid":"https://orcid.org/0000-0001-6023-5950","observed_orcids":["https://orcid.org/0000-0001-6023-5950"]},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel G. Brown","raw_affiliation_strings":["\u2020University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u2020University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077452538","display_name":"William Michael Rand","orcid":"https://orcid.org/0000-0002-8294-1757","observed_orcids":["https://orcid.org/0000-0002-8294-1757"]},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William R","raw_affiliation_strings":["\u2020University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u2020University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I27837315"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00135449,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9937000274658203,"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":0.9937000274658203,"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/T13890","display_name":"Remote Sensing and Land Use","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11911","display_name":"Spatial and Panel Data Analysis","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/land-use-change","display_name":"land use change","score":0.8199999928474426},{"id":"https://openalex.org/keywords/spatial-agent-based-model","display_name":"spatial agent-based model","score":0.8240000009536743},{"id":"https://openalex.org/keywords/regression-models","display_name":"regression models","score":0.6940000057220459},{"id":"https://openalex.org/keywords/complex-adaptive-systems","display_name":"complex adaptive systems","score":0.7369999885559082},{"id":"https://openalex.org/keywords/survival-analysis","display_name":"survival analysis","score":0.9129999876022339},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":0.9570000171661377},{"id":"https://openalex.org/keywords/land-use-dynamics","display_name":"land use dynamics","score":0.5120000243186951}],"concepts":[{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3783153295516968},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37624505162239075}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:CiteSeerX.psu:10.1.1.587.6022","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.587.6022","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://vserver1.cscs.lsa.umich.edu/sluce/publications/An_geocomp_paper.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7605999708175659,"display_name":"Life on land","id":"https://metadata.un.org/sdg/15"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W353789173","https://openalex.org/W637690794","https://openalex.org/W1502711928","https://openalex.org/W1504411337","https://openalex.org/W1571132164","https://openalex.org/W1995713981","https://openalex.org/W2008249329","https://openalex.org/W2015028539","https://openalex.org/W2050142151","https://openalex.org/W2050483077","https://openalex.org/W2067274803","https://openalex.org/W2071031345","https://openalex.org/W2108559625","https://openalex.org/W2114499604","https://openalex.org/W2120533912","https://openalex.org/W2122981734","https://openalex.org/W2149579926","https://openalex.org/W2160842550","https://openalex.org/W2995133996","https://openalex.org/W3104199772"],"related_works":["https://openalex.org/W7097622688","https://openalex.org/W2894658205","https://openalex.org/W2009991134","https://openalex.org/W1795248369","https://openalex.org/W7002291134","https://openalex.org/W2314096670","https://openalex.org/W3105237845","https://openalex.org/W2366431993","https://openalex.org/W7098148051","https://openalex.org/W2568290315"],"abstract_inverted_index":{"Statistical":[0],"models":[1],"are":[2],"widely":[3],"used":[4,129],"to":[5],"explore":[6],"relationships":[7,36],"between":[8],"aggregate":[9],"variables":[10],"in":[11,47,130],"a":[12,57,68,79,93,99,104],"land-use":[13,96],"system":[14,49,55],"by":[15,66,78,87],"inductively":[16],"fitting":[17],"empirical":[18],"data,":[19,141],"for":[20],"example":[21],"with":[22],"regression":[23,75],"models.":[24,76],"Seldom":[25],"do":[26],"researchers":[27],"know":[28],"whether,":[29],"and":[30,73,123,148],"if":[31],"so":[32],"how":[33],"much,":[34],"the":[35,40,48,54,90,115,131],"thus":[37],"obtained":[38],"reflect":[39],"underlying":[41],"mechanisms,":[42],"because":[43],"of":[44,50,81,95,106,133],"uncertainties":[45],"existing":[46],"interests,":[51],"especially":[52],"when":[53],"is":[56],"complex":[58],"adaptive":[59],"system.":[60],"This":[61],"research":[62],"addresses":[63],"this":[64],"issue":[65],"integrating":[67],"spatial":[69],"agent-based":[70],"model":[71],"(ABM)":[72],"several":[74],"Driven":[77],"set":[80],"hypothetical":[82],"residential":[83],"location":[84],"rules":[85],"represented":[86],"associated":[88],"parameters,":[89],"ABM":[91],"generates":[92],"series":[94],"patterns":[97],"on":[98],"2-dimentional":[100],"virtual":[101],"landscape":[102],"over":[103],"number":[105],"time":[107,137],"steps.":[108,138],"For":[109],"land":[110],"pixels":[111],"randomly":[112],"sampled":[113],"from":[114],"landscape,":[116],"we":[117,142],"recorded":[118],"their":[119],"emergent":[120],"land-change":[121],"dynamics,":[122],"calculated":[124],"each":[125],"pixel\u2019s":[126],"characteristics":[127],"(variables":[128],"ABM)":[132],"interest":[134],"at":[135],"selected":[136],"Using":[139],"these":[140],"applied":[143],"survival":[144],"analysis,":[145],"logistic":[146],"regression,":[147]},"counts_by_year":[],"updated_date":"2026-10-17T09:40:24.721904","created_date":"2025-10-27T00:00:00"}
