{"id":"https://openalex.org/W4313436911","doi":"https://doi.org/10.1140/epjds/s13688-022-00374-2","title":"Learning to cluster urban areas: two competitive approaches and an empirical validation","display_name":"Learning to cluster urban areas: two competitive approaches and an empirical validation","publication_year":2022,"publication_date":"2022-12-20","ids":{"openalex":"https://openalex.org/W4313436911","doi":"https://doi.org/10.1140/epjds/s13688-022-00374-2"},"language":"en","primary_location":{"id":"doi:10.1140/epjds/s13688-022-00374-2","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-022-00374-2","pdf_url":"https://epjdatascience.springeropen.com/counter/pdf/10.1140/epjds/s13688-022-00374-2","source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://epjdatascience.springeropen.com/counter/pdf/10.1140/epjds/s13688-022-00374-2","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102763004","display_name":"Camila Vera","orcid":"https://orcid.org/0000-0002-9431-9615"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]},{"id":"https://openalex.org/I4210167034","display_name":"Millennium Institute for Integrative Biology","ror":"https://ror.org/05xcmte05","country_code":"CL","type":"other","lineage":["https://openalex.org/I4210167034"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Camila Vera","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","National Center of Artificial Intelligence, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","institution_ids":["https://openalex.org/I4210167034"]},{"raw_affiliation_string":"National Center of Artificial Intelligence, Santiago, Chile","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108530406","display_name":"F Lucchini","orcid":null},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Francesca Lucchini","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","National Center of Artificial Intelligence, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"National Center of Artificial Intelligence, Santiago, Chile","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081967253","display_name":"Naim Bro","orcid":"https://orcid.org/0000-0002-2703-9023"},"institutions":[{"id":"https://openalex.org/I21067949","display_name":"Adolfo Ib\u00e1\u00f1ez University","ror":"https://ror.org/0326knt82","country_code":"CL","type":"education","lineage":["https://openalex.org/I21067949"]},{"id":"https://openalex.org/I4210167034","display_name":"Millennium Institute for Integrative Biology","ror":"https://ror.org/05xcmte05","country_code":"CL","type":"other","lineage":["https://openalex.org/I4210167034"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Naim Bro","raw_affiliation_strings":["Faculty of Government, Universidad Adolfo Ib\u00e1\u00f1ez, Santiago, Chile","Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Government, Universidad Adolfo Ib\u00e1\u00f1ez, Santiago, Chile","institution_ids":["https://openalex.org/I21067949"]},{"raw_affiliation_string":"Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","institution_ids":["https://openalex.org/I4210167034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033526663","display_name":"Marcelo Mendoza","orcid":"https://orcid.org/0000-0002-7969-6041"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]},{"id":"https://openalex.org/I4210167034","display_name":"Millennium Institute for Integrative Biology","ror":"https://ror.org/05xcmte05","country_code":"CL","type":"other","lineage":["https://openalex.org/I4210167034"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Marcelo Mendoza","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","National Center of Artificial Intelligence, Santiago, Chile"],"raw_orcid":"https://orcid.org/0000-0002-7969-6041","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","institution_ids":["https://openalex.org/I4210167034"]},{"raw_affiliation_string":"National Center of Artificial Intelligence, Santiago, Chile","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027811119","display_name":"Hans L\u00f6bel","orcid":"https://orcid.org/0000-0003-3514-9414"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]},{"id":"https://openalex.org/I4210167034","display_name":"Millennium Institute for Integrative Biology","ror":"https://ror.org/05xcmte05","country_code":"CL","type":"other","lineage":["https://openalex.org/I4210167034"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Hans L\u00f6bel","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","Department of Transport Engineering and Logistics, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","National Center of Artificial Intelligence, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"Department of Transport Engineering and Logistics, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","institution_ids":["https://openalex.org/I4210167034"]},{"raw_affiliation_string":"National Center of Artificial Intelligence, Santiago, Chile","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032220601","display_name":"Felipe Castro Guti\u00e9rrez","orcid":"https://orcid.org/0000-0001-9486-4579"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Felipe Guti\u00e9rrez","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","National Center of Artificial Intelligence, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"National Center of Artificial Intelligence, Santiago, Chile","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082992942","display_name":"Jan Dimter","orcid":null},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]},{"id":"https://openalex.org/I4210167034","display_name":"Millennium Institute for Integrative Biology","ror":"https://ror.org/05xcmte05","country_code":"CL","type":"other","lineage":["https://openalex.org/I4210167034"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Jan Dimter","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","institution_ids":["https://openalex.org/I4210167034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091735647","display_name":"Gabriel Cuchacovic","orcid":null},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Gabriel Cuchacovic","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109733143","display_name":"Axel Reyes","orcid":null},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]},{"id":"https://openalex.org/I75778554","display_name":"Federico Santa Mar\u00eda Technical University","ror":"https://ror.org/05510vn56","country_code":"CL","type":"education","lineage":["https://openalex.org/I75778554"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Axel Reyes","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","Department of Informatics, Universidad T\u00e9cnica Federico Santa Mar\u00eda, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"Department of Informatics, Universidad T\u00e9cnica Federico Santa Mar\u00eda, Santiago, Chile","institution_ids":["https://openalex.org/I75778554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022514089","display_name":"Hern\u00e1n Valdivieso","orcid":null},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]},{"id":"https://openalex.org/I4210167034","display_name":"Millennium Institute for Integrative Biology","ror":"https://ror.org/05xcmte05","country_code":"CL","type":"other","lineage":["https://openalex.org/I4210167034"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Hern\u00e1n Valdivieso","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","institution_ids":["https://openalex.org/I4210167034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080985237","display_name":"Nicol\u00e1s Alvarado","orcid":null},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Nicol\u00e1s Alvarado","raw_affiliation_strings":["Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","National Center of Artificial Intelligence, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Pontificia Universidad Cat\u00f3lica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]},{"raw_affiliation_string":"National Center of Artificial Intelligence, Santiago, Chile","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000725260","display_name":"Sergio Toro","orcid":"https://orcid.org/0000-0003-1129-5441"},"institutions":[{"id":"https://openalex.org/I116419501","display_name":"Universidad Mayor","ror":"https://ror.org/00pn44t17","country_code":"CL","type":"education","lineage":["https://openalex.org/I116419501"]},{"id":"https://openalex.org/I172787465","display_name":"University of Concepci\u00f3n","ror":"https://ror.org/0460jpj73","country_code":"CL","type":"education","lineage":["https://openalex.org/I172787465"]},{"id":"https://openalex.org/I4210167034","display_name":"Millennium Institute for Integrative Biology","ror":"https://ror.org/05xcmte05","country_code":"CL","type":"other","lineage":["https://openalex.org/I4210167034"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Sergio Toro","raw_affiliation_strings":["Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","Public Administration and Political Science, Universidad de Concepci\u00f3n, Concepci\u00f3n, Chile","School of Government, Universidad Mayor, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Millennium Institute for Foundational Research on Data (IMFD), Santiago, Chile","institution_ids":["https://openalex.org/I4210167034"]},{"raw_affiliation_string":"Public Administration and Political Science, Universidad de Concepci\u00f3n, Concepci\u00f3n, Chile","institution_ids":["https://openalex.org/I172787465"]},{"raw_affiliation_string":"School of Government, Universidad Mayor, Santiago, Chile","institution_ids":["https://openalex.org/I116419501"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1190,"currency":"GBP","value_usd":1459},"apc_paid":{"value":1190,"currency":"GBP","value_usd":1459},"fwci":2.3183,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.88192612,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9961000084877014,"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/cluster-analysis","display_name":"Cluster analysis","score":0.7991691827774048},{"id":"https://openalex.org/keywords/mixture-model","display_name":"Mixture model","score":0.7041777968406677},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6941052675247192},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.6252023577690125},{"id":"https://openalex.org/keywords/modularity","display_name":"Modularity (biology)","score":0.5883141160011292},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5089938640594482},{"id":"https://openalex.org/keywords/homogeneous","display_name":"Homogeneous","score":0.5089924335479736},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.46395108103752136},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45636624097824097},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.4548715353012085},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.44415977597236633},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39693763852119446},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19272121787071228},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1598895788192749}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7991691827774048},{"id":"https://openalex.org/C61224824","wikidata":"https://www.wikidata.org/wiki/Q2260434","display_name":"Mixture model","level":2,"score":0.7041777968406677},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6941052675247192},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.6252023577690125},{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.5883141160011292},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5089938640594482},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.5089924335479736},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.46395108103752136},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45636624097824097},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.4548715353012085},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.44415977597236633},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39693763852119446},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19272121787071228},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1598895788192749},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1140/epjds/s13688-022-00374-2","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-022-00374-2","pdf_url":"https://epjdatascience.springeropen.com/counter/pdf/10.1140/epjds/s13688-022-00374-2","source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e15a409afec8413e822e4eeb59293e39","is_oa":true,"landing_page_url":"https://doaj.org/article/e15a409afec8413e822e4eeb59293e39","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":"EPJ Data Science, Vol 11, Iss 1, Pp 1-22 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1140/epjds/s13688-022-00374-2","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-022-00374-2","pdf_url":"https://epjdatascience.springeropen.com/counter/pdf/10.1140/epjds/s13688-022-00374-2","source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.8500000238418579,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G7576393060","display_name":null,"funder_award_id":"FONDECYT 1200211","funder_id":"https://openalex.org/F4320331146","funder_display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo"}],"funders":[{"id":"https://openalex.org/F4320331146","display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4313436911.pdf","grobid_xml":"https://content.openalex.org/works/W4313436911.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W1966342909","https://openalex.org/W2092519803","https://openalex.org/W2537616387","https://openalex.org/W2747329762","https://openalex.org/W2770820547","https://openalex.org/W2811390676","https://openalex.org/W2896463379","https://openalex.org/W2963530407","https://openalex.org/W3118405591","https://openalex.org/W3119413975","https://openalex.org/W3198704727","https://openalex.org/W4214708455","https://openalex.org/W4255060753"],"related_works":["https://openalex.org/W2931688134","https://openalex.org/W2377919138","https://openalex.org/W2378857091","https://openalex.org/W103652678","https://openalex.org/W4226090359","https://openalex.org/W2059697060","https://openalex.org/W936373746","https://openalex.org/W2975817033","https://openalex.org/W4256502920","https://openalex.org/W4382701072"],"abstract_inverted_index":{"Abstract":[0],"Urban":[1],"clustering":[2,40,116],"detects":[3],"geographical":[4],"units":[5],"that":[6,34,126,134],"are":[7],"internally":[8],"homogeneous":[9],"and":[10,52,69,89,133],"distinct":[11],"from":[12],"their":[13,76],"surroundings.":[14],"It":[15],"has":[16],"applications":[17],"in":[18],"urban":[19,39,146],"planning,":[20],"but":[21],"few":[22],"studies":[23],"compare":[24],"the":[25,67,83,90,101,120,140],"effectiveness":[26],"of":[27,38,62,71,87,92,106],"different":[28,80,121],"methods.":[29,122],"We":[30],"study":[31,124],"two":[32,36],"techniques":[33],"represent":[35],"families":[37],"algorithms:":[41],"Gaussian":[42],"Mixture":[43],"Models":[44],"(GMMs),":[45],"which":[46,57],"operate":[47],"on":[48,59],"spatially":[49],"distributed":[50],"data,":[51],"Deep":[53],"Modularity":[54],"Networks":[55],"(DMONs),":[56],"work":[58],"attributed":[60],"graphs":[61],"proximal":[63],"nodes.":[64],"To":[65,99],"explore":[66],"strengths":[68],"limitations":[70],"these":[72],"techniques,":[73],"we":[74,103],"studied":[75],"parametric":[77],"sensitivity":[78],"under":[79],"conditions,":[81],"considering":[82],"spatial":[84],"resolution,":[85],"granularity":[86],"representation,":[88],"number":[91],"descriptive":[93],"attributes,":[94],"among":[95],"other":[96],"relevant":[97],"factors.":[98],"validate":[100],"methods,":[102],"asked":[104],"residents":[105],"Santiago,":[107],"Chile,":[108],"to":[109,111,138,144],"respond":[110],"a":[112],"survey":[113],"comparing":[114],"city":[115],"solutions":[117],"produced":[118],"using":[119],"Our":[123],"shows":[125],"DMON":[127],"is":[128],"slightly":[129],"preferred":[130],"over":[131],"GMM":[132],"social":[135],"features":[136],"seem":[137],"be":[139],"most":[141],"important":[142],"ones":[143],"cluster":[145],"areas.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2025-10-10T00:00:00"}
