{"id":"https://openalex.org/W2905200617","doi":"https://doi.org/10.3390/ijgi7120480","title":"Combining the Two-Layers PageRank Approach with the APA Centrality in Networks with Data","display_name":"Combining the Two-Layers PageRank Approach with the APA Centrality in Networks with Data","publication_year":2018,"publication_date":"2018-12-16","ids":{"openalex":"https://openalex.org/W2905200617","doi":"https://doi.org/10.3390/ijgi7120480","mag":"2905200617"},"language":"en","primary_location":{"id":"doi:10.3390/ijgi7120480","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi7120480","pdf_url":"https://www.mdpi.com/2220-9964/7/12/480/pdf?version=1545211951","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2220-9964/7/12/480/pdf?version=1545211951","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045344732","display_name":"Taras Agryzkov","orcid":null},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Taras Agryzkov","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, Campus de San Vicente, University of Alicante, Ap. Correos, 99 E-03080 Alicante, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, Campus de San Vicente, University of Alicante, Ap. Correos, 99 E-03080 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038882796","display_name":"Francisco Pedroche","orcid":"https://orcid.org/0000-0001-6521-4331"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Pedroche","raw_affiliation_strings":["Institut de Matem\u00e0tica Multidisciplin\u00e0ria, Universitat Polit\u00e8cnica de Val\u00e8ncia, Camino de Vera, s/n, E-46022 Val\u00e8ncia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut de Matem\u00e0tica Multidisciplin\u00e0ria, Universitat Polit\u00e8cnica de Val\u00e8ncia, Camino de Vera, s/n, E-46022 Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047500152","display_name":"Leandro Tortosa","orcid":"https://orcid.org/0000-0002-2562-8123"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Leandro Tortosa","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, Campus de San Vicente, University of Alicante, Ap. Correos, 99 E-03080 Alicante, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, Campus de San Vicente, University of Alicante, Ap. Correos, 99 E-03080 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011732149","display_name":"Jos\u00e9 F. Vicent","orcid":"https://orcid.org/0000-0002-2990-1879"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Jos\u00e9 F. Vicent","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, Campus de San Vicente, University of Alicante, Ap. Correos, 99 E-03080 Alicante, Spain"],"raw_orcid":"https://orcid.org/0000-0002-2990-1879","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, Campus de San Vicente, University of Alicante, Ap. Correos, 99 E-03080 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5011732149"],"corresponding_institution_ids":["https://openalex.org/I130194489"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.6146,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.69156419,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"7","issue":"12","first_page":"480","last_page":"480"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9861999750137329,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/centrality","display_name":"Centrality","score":0.9504173994064331},{"id":"https://openalex.org/keywords/pagerank","display_name":"PageRank","score":0.9252128601074219},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.66752028465271},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6289635300636292},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.5884804129600525},{"id":"https://openalex.org/keywords/katz-centrality","display_name":"Katz centrality","score":0.5721905827522278},{"id":"https://openalex.org/keywords/network-science","display_name":"Network science","score":0.5450348258018494},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5345603227615356},{"id":"https://openalex.org/keywords/complex-network","display_name":"Complex network","score":0.5097159743309021},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4630705416202545},{"id":"https://openalex.org/keywords/network-theory","display_name":"Network theory","score":0.44491544365882874},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3410625755786896},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2073330283164978},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09703189134597778},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.08454141020774841}],"concepts":[{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.9504173994064331},{"id":"https://openalex.org/C2779172887","wikidata":"https://www.wikidata.org/wiki/Q184316","display_name":"PageRank","level":2,"score":0.9252128601074219},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.66752028465271},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6289635300636292},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.5884804129600525},{"id":"https://openalex.org/C131349576","wikidata":"https://www.wikidata.org/wiki/Q6378571","display_name":"Katz centrality","level":4,"score":0.5721905827522278},{"id":"https://openalex.org/C137753397","wikidata":"https://www.wikidata.org/wiki/Q2434424","display_name":"Network science","level":3,"score":0.5450348258018494},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5345603227615356},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.5097159743309021},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4630705416202545},{"id":"https://openalex.org/C11804174","wikidata":"https://www.wikidata.org/wiki/Q1192971","display_name":"Network theory","level":2,"score":0.44491544365882874},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3410625755786896},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2073330283164978},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09703189134597778},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.08454141020774841}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/ijgi7120480","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi7120480","pdf_url":"https://www.mdpi.com/2220-9964/7/12/480/pdf?version=1545211951","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},{"id":"pmh:oai:dnet:ruarepositor::30aac5633f1fbbb3804c0cea67217b5d","is_oa":true,"landing_page_url":"http://hdl.handle.net/10045/85431","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:75117fd9f16c424491be938631a01801","is_oa":true,"landing_page_url":"https://doaj.org/article/75117fd9f16c424491be938631a01801","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISPRS International Journal of Geo-Information, Vol 7, Iss 12, p 480 (2018)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2220-9964/7/12/480/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/ijgi7120480","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"Text"},{"id":"pmh:oai:riunet.upv.es:10251/145538","is_oa":true,"landing_page_url":"http://hdl.handle.net/10251/145538","pdf_url":null,"source":{"id":"https://openalex.org/S4306401500","display_name":"RiuNet (Politechnical University of Valencia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60053951","host_organization_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","host_organization_lineage":["https://openalex.org/I60053951"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/ijgi7120480","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi7120480","pdf_url":"https://www.mdpi.com/2220-9964/7/12/480/pdf?version=1545211951","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8600000143051147,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G5915893313","display_name":null,"funder_award_id":"TIN2017-84821-P","funder_id":"https://openalex.org/F4320326262","funder_display_name":"Ministerio de Asuntos Econ\u00f3micos y Transformaci\u00f3n Digital, Gobierno de Espa\u00f1a"}],"funders":[{"id":"https://openalex.org/F4320326262","display_name":"Ministerio de Asuntos Econ\u00f3micos y Transformaci\u00f3n Digital, Gobierno de Espa\u00f1a","ror":"https://ror.org/03sv46s19"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2905200617.pdf","grobid_xml":"https://content.openalex.org/works/W2905200617.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W950821216","https://openalex.org/W1735129711","https://openalex.org/W1950620705","https://openalex.org/W1971937094","https://openalex.org/W1986310535","https://openalex.org/W1992250165","https://openalex.org/W2000042664","https://openalex.org/W2013751737","https://openalex.org/W2014478203","https://openalex.org/W2018056172","https://openalex.org/W2027225687","https://openalex.org/W2032004751","https://openalex.org/W2070857404","https://openalex.org/W2072701859","https://openalex.org/W2087194317","https://openalex.org/W2098005762","https://openalex.org/W2100378013","https://openalex.org/W2116819994","https://openalex.org/W2124168655","https://openalex.org/W2125493559","https://openalex.org/W2134784378","https://openalex.org/W2137918542","https://openalex.org/W2153154621","https://openalex.org/W2171707538","https://openalex.org/W2274206124","https://openalex.org/W2293888960","https://openalex.org/W2297656045","https://openalex.org/W2417956450","https://openalex.org/W2470404922","https://openalex.org/W2573495655","https://openalex.org/W2750558419","https://openalex.org/W2962983474","https://openalex.org/W3037826211","https://openalex.org/W3098438354","https://openalex.org/W3101413764","https://openalex.org/W3103362336","https://openalex.org/W3103589660","https://openalex.org/W3122720177","https://openalex.org/W6638193353"],"related_works":["https://openalex.org/W1967232009","https://openalex.org/W4302136133","https://openalex.org/W1884503243","https://openalex.org/W2788040429","https://openalex.org/W2964025114","https://openalex.org/W2342486111","https://openalex.org/W2046736422","https://openalex.org/W4383067313","https://openalex.org/W2102437193","https://openalex.org/W992689895"],"abstract_inverted_index":{"Identifying":[0],"the":[1,14,39,44,47,50,56,77,84,87,106,109,119,129,136,140,145,150,160,164,176,183,186,193,196,204,211,236,250,253,263,267,274,277,284,288,296,317,325,329,332,335],"influential":[2],"nodes":[3,75,177],"in":[4,38,163,259,305],"complex":[5,24,306],"networks":[6,25,307],"is":[7,26,53,65,97,132,148,153,189,221,231,293,300,312,321],"a":[8,19,68,72,90,116,156,171,301],"fundamental":[9],"and":[10,121,195,203,271,331],"practical":[11],"topic":[12],"at":[13],"moment.":[15],"In":[16],"this":[17,100],"paper,":[18],"new":[20,172,187,205,278],"centrality":[21,111,131,138],"measure":[22,69,188,302],"for":[23,174],"proposed":[27,52,130,281],"based":[28],"on":[29,105,290,295,316],"two":[30,268],"contrasting":[31],"models":[32,289],"that":[33,66,108,133,149,158],"have":[34],"their":[35,180],"common":[36],"origin":[37],"well-known":[40,237],"PageRank":[41,58,95,110,260],"centrality.":[42,279],"On":[43,86],"one":[45,297],"hand,":[46,89,298,319],"essence":[48],"of":[49,74,79,128,142,185,199,210,213,219,252,276,287,303,328,334],"model":[51],"taken":[54],"from":[55],"Adapted":[57],"Algorithm":[59],"(APA)":[60],"centrality,":[61,304],"whose":[62,310],"main":[63,126],"characteristic":[64],"constitutes":[67],"to":[70,83,99,170,179,266,323],"establish":[71],"ranking":[73,175],"considering":[76],"importance":[78,264],"some":[80],"dataset":[81],"associated":[82],"network.":[85,165,241],"other":[88,318],"technique":[91,103],"known":[92],"as":[93,115,233,235,256],"two-layers":[94],"approach":[96],"applied":[98],"model.":[101],"This":[102,166],"focuses":[104],"idea":[107,141],"can":[112],"be":[113],"understood":[114],"two-layer":[117],"network,":[118],"topological":[120,326],"teleportation":[122,151],"layers,":[123],"respectively.":[124],"The":[125,280],"point":[127],"it":[134,292,299,320],"combines":[135],"APA":[137],"with":[139,227,308],"two-layers;":[143],"however,":[144],"difference":[146],"now":[147],"layer":[152,157],"replaced":[154],"by":[155,191,248],"collects":[159],"data":[161,228],"present":[162],"combination":[167],"gives":[168],"rise":[169],"algorithm":[173,282],"according":[178],"importance.":[181],"Subsequently,":[182],"coherence":[184],"demonstrated":[190],"calculating":[192],"correlation":[194],"quantitative":[197],"differences":[198,212],"both":[200,214],"centralities":[201],"(APA":[202],"centrality).":[206],"A":[207,223],"detailed":[208],"study":[209],"centralities,":[215],"taking":[216],"different":[217],"types":[218],"networks,":[220],"performed.":[222],"real":[224],"urban":[225],"network":[226,330],"randomly":[229],"generated":[230],"evaluated":[232],"well":[234],"Zachary\u2019s":[238],"karate":[239],"club":[240],"Some":[242],"numerical":[243],"results":[244],"are":[245],"carried":[246],"out":[247],"varying":[249],"values":[251],"\u03b1":[254],"parameter\u2014known":[255],"dumping":[257],"factor":[258],"model\u2014that":[261],"varies":[262],"given":[265],"layers":[269],"(topology":[270],"data)":[272],"within":[273],"computation":[275],"takes":[283],"best":[285],"characteristics":[286],"which":[291],"based:":[294],"data,":[309],"calculation":[311],"stable":[313],"numerically":[314],"and,":[315],"able":[322],"separate":[324],"properties":[327],"influence":[333],"data.":[336]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
