{"id":"https://openalex.org/W1984199265","doi":"https://doi.org/10.1109/geoinformatics.2010.5567958","title":"Spatial-temporal dynamics of Sichuan industrial structure with Markov chains approach","display_name":"Spatial-temporal dynamics of Sichuan industrial structure with Markov chains approach","publication_year":2010,"publication_date":"2010-06-01","ids":{"openalex":"https://openalex.org/W1984199265","doi":"https://doi.org/10.1109/geoinformatics.2010.5567958","mag":"1984199265"},"language":"en","primary_location":{"id":"doi:10.1109/geoinformatics.2010.5567958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/geoinformatics.2010.5567958","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 18th International Conference on Geoinformatics","raw_type":"proceedings-article"},"type":"article","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/A5080153028","display_name":"Yiming He","orcid":"https://orcid.org/0000-0001-5338-5889"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yiming He","raw_affiliation_strings":["School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]"],"affiliations":[{"raw_affiliation_string":"School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060946990","display_name":"Yingxia Pu","orcid":"https://orcid.org/0000-0002-1211-1205"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingxia Pu","raw_affiliation_strings":["School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]"],"affiliations":[{"raw_affiliation_string":"School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108507606","display_name":"Jiechen Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiechen Wang","raw_affiliation_strings":["School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]"],"affiliations":[{"raw_affiliation_string":"School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102128013","display_name":"Jingsong Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingsong Ma","raw_affiliation_strings":["School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]"],"affiliations":[{"raw_affiliation_string":"School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012900046","display_name":"Gang Chen","orcid":"https://orcid.org/0000-0001-9339-6398"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Chen","raw_affiliation_strings":["School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]"],"affiliations":[{"raw_affiliation_string":"School of Geographic and Oceanographic Sciences, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"[School of Geographic & Oceanographic Sciences, Nanjing University, Nanjing, China]","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5080153028"],"corresponding_institution_ids":["https://openalex.org/I881766915"],"apc_list":null,"apc_paid":null,"fwci":0.7753,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.82884898,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"7","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14051","display_name":"Regional Economic and Spatial Analysis","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T14051","display_name":"Regional Economic and Spatial Analysis","score":0.9987000226974487,"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"}},{"id":"https://openalex.org/T11911","display_name":"Spatial and Panel Data Analysis","score":0.9973000288009644,"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"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9947999715805054,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.8632581233978271},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.5967923402786255},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.5569409132003784},{"id":"https://openalex.org/keywords/autocorrelation","display_name":"Autocorrelation","score":0.48293182253837585},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.4763512909412384},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47045838832855225},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35956066846847534},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2662993371486664}],"concepts":[{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.8632581233978271},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.5967923402786255},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.5569409132003784},{"id":"https://openalex.org/C5297727","wikidata":"https://www.wikidata.org/wiki/Q786970","display_name":"Autocorrelation","level":2,"score":0.48293182253837585},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.4763512909412384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47045838832855225},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35956066846847534},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2662993371486664}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/geoinformatics.2010.5567958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/geoinformatics.2010.5567958","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 18th International Conference on Geoinformatics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W2015198169","https://openalex.org/W2379290953"],"related_works":["https://openalex.org/W122018179","https://openalex.org/W2058740861","https://openalex.org/W2530088135","https://openalex.org/W2379651310","https://openalex.org/W2113019827","https://openalex.org/W1541249122","https://openalex.org/W2084326697","https://openalex.org/W2027903142","https://openalex.org/W2354322608","https://openalex.org/W2804608325"],"abstract_inverted_index":{"The":[0,67],"status":[1,21],"of":[2,9,27,41,61,70,76,98,130,141,169,186,201,218,225,251],"things":[3,28],"always":[4],"changes":[5],"with":[6,48],"the":[7,19,24,34,38,53,59,95,102,125,138,167,184,196,222,230,245,257,261],"process":[8,81],"time.":[10],"Markov":[11,44,55,90,117,121,158,190,252],"chains":[12,45,56,91,118],"approach":[13],"considers":[14],"that":[15],"as":[16,18],"long":[17],"current":[20],"is":[22,46,162],"known,":[23],"future":[25],"state":[26],"can":[29,84],"be":[30,85],"forecasted":[31,241],"without":[32],"understanding":[33],"past":[35],"state.":[36],"Considering":[37],"spatial":[39,42,49,54,126,181,189,216],"autocorrelation":[40,50],"things,":[43],"combined":[47],"to":[51,57,110,115,123,164,194,214,259],"develop":[52],"study":[58],"influence":[60],"regional":[62,65],"background":[63],"on":[64,94,178],"transition.":[66],"industrial":[68,99,131,142,170,226,262],"structure":[69,100,132,143,171,227,263],"regions":[71,203],"alters":[72],"in":[73,105,134,144,174,212,229,265],"different":[74,150,202],"periods":[75],"time,":[77],"and":[78,82,119,127,155,157,204,207,236,248],"its":[79],"development":[80],"tendency":[83],"approached":[86],"approximately":[87],"by":[88,243],"using":[89],"methods.":[92],"Based":[93],"coefficient":[96,139],"dataset":[97],"at":[101,183],"county":[103],"level":[104,133,172,228,264],"Sichuan":[106,145,266],"province":[107,267],"from":[108],"2000":[109],"2007,":[111],"this":[112],"paper":[113],"attempts":[114],"apply":[116],"Spatial":[120],"chain":[122],"investigate":[124,195],"temporal":[128],"characteristics":[129],"Sichuan.":[135,175],"Firstly,":[136],"all":[137],"data":[140],"are":[146,192,209,240,268],"classified":[147],"into":[148],"4":[149],"classes":[151],"(low,":[152],"middle-low,":[153],"middle-high":[154],"high)":[156],"transition":[159,199,253],"probability":[160,200,254],"matrix":[161],"estimated":[163],"explore":[165],"whether":[166],"convergence":[168],"exists":[173],"Secondly,":[176],"conditioning":[177],"each":[179,187],"region's":[180],"lag":[182],"beginning":[185],"year,":[188],"matrices":[191],"constructed":[193],"relationship":[197],"between":[198],"their":[205],"neighbors,":[206],"maps":[208],"accordingly":[210],"made":[211],"order":[213],"visualize":[215],"patterns":[217],"class":[219],"transitions.":[220],"Thirdly,":[221],"evolutionary":[223],"trends":[224],"next":[231],"twenty":[232],"years,":[233],"fifty":[234],"years":[235,239],"one":[237],"hundred":[238],"respectively":[242],"computing":[244],"twentieth,":[246],"fiftieth":[247],"hundredth":[249],"power":[250],"matrix.":[255],"Finally,":[256],"measures":[258],"improve":[260],"given.":[269]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}