{"id":"https://openalex.org/W2999902236","doi":"https://doi.org/10.3390/e22010123","title":"Analyzing Uncertainty in Complex Socio-Ecological Networks","display_name":"Analyzing Uncertainty in Complex Socio-Ecological Networks","publication_year":2020,"publication_date":"2020-01-19","ids":{"openalex":"https://openalex.org/W2999902236","doi":"https://doi.org/10.3390/e22010123","mag":"2999902236","pmid":"https://pubmed.ncbi.nlm.nih.gov/33285898"},"language":"en","primary_location":{"id":"doi:10.3390/e22010123","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e22010123","pdf_url":"https://www.mdpi.com/1099-4300/22/1/123/pdf?version=1579440312","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"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":"Entropy","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1099-4300/22/1/123/pdf?version=1579440312","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047732328","display_name":"Ana D. Maldonado","orcid":"https://orcid.org/0000-0001-8253-2526"},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Ana D. Maldonado","raw_affiliation_strings":["Data Analysis Research Group, University of Almer\u00eda, 04120 Almer\u00eda, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8253-2526","affiliations":[{"raw_affiliation_string":"Data Analysis Research Group, University of Almer\u00eda, 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076402685","display_name":"Mar\u00eda Morales","orcid":"https://orcid.org/0000-0002-5043-6684"},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mar\u00eda Morales","raw_affiliation_strings":["Department of Mathematics, University of Almer\u00eda, 04120 Almer\u00eda, Spain"],"raw_orcid":"https://orcid.org/0000-0002-5043-6684","affiliations":[{"raw_affiliation_string":"Department of Mathematics, University of Almer\u00eda, 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056092632","display_name":"Pedro A. Aguilera","orcid":"https://orcid.org/0000-0001-8086-4738"},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pedro A. Aguilera","raw_affiliation_strings":["Department of Biology and Geology, University of Almer\u00eda, 04120 Almer\u00eda, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8086-4738","affiliations":[{"raw_affiliation_string":"Department of Biology and Geology, University of Almer\u00eda, 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046555644","display_name":"Antonio Salmer\u00f3n","orcid":"https://orcid.org/0000-0003-4982-8725"},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio Salmer\u00f3n","raw_affiliation_strings":["Department of Mathematics and Center for the Development and Transfer of Mathematical Research to Industry (CDTIME), University of Almer\u00eda, 04120 Almer\u00eda, Spain","Department of Mathematics, University of Almer\u00eda, 04120 Almer\u00eda, Spain"],"raw_orcid":"https://orcid.org/0000-0003-4982-8725","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Center for the Development and Transfer of Mathematical Research to Industry (CDTIME), University of Almer\u00eda, 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]},{"raw_affiliation_string":"Department of Mathematics, University of Almer\u00eda, 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5047732328"],"corresponding_institution_ids":["https://openalex.org/I52354020"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":1.2186,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.83603545,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"22","issue":"1","first_page":"123","last_page":"123"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12643","display_name":"Sustainability and Ecological Systems Analysis","score":0.9850999712944031,"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"}},{"id":"https://openalex.org/T12805","display_name":"Cognitive Science and Mapping","score":0.9345999956130981,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.7110458016395569},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5692796111106873},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5526521801948547},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.46670863032341003},{"id":"https://openalex.org/keywords/network-structure","display_name":"Network structure","score":0.45559147000312805},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.43961814045906067},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3872564435005188},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35954445600509644},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.29711252450942993}],"concepts":[{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.7110458016395569},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5692796111106873},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5526521801948547},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.46670863032341003},{"id":"https://openalex.org/C2988224531","wikidata":"https://www.wikidata.org/wiki/Q20830730","display_name":"Network structure","level":2,"score":0.45559147000312805},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.43961814045906067},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3872564435005188},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35954445600509644},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29711252450942993},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/e22010123","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e22010123","pdf_url":"https://www.mdpi.com/1099-4300/22/1/123/pdf?version=1579440312","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"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":"Entropy","raw_type":"journal-article"},{"id":"pmid:33285898","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33285898","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:dnet:riualreposit::9893a2542b4c32226c952dd52a83972a","is_oa":true,"landing_page_url":"http://hdl.handle.net/10835/7684","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":"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"},{"id":"pmh:oai:doaj.org/article:7992e4cd11384cc18e4b0d6307efce26","is_oa":true,"landing_page_url":"https://doaj.org/article/7992e4cd11384cc18e4b0d6307efce26","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":"Entropy, Vol 22, Iss 1, p 123 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1099-4300/22/1/123/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/e22010123","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":"Entropy","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7516428","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7516428","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Entropy (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/e22010123","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e22010123","pdf_url":"https://www.mdpi.com/1099-4300/22/1/123/pdf?version=1579440312","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"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":"Entropy","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.7200000286102295}],"awards":[{"id":"https://openalex.org/G3028395697","display_name":null,"funder_award_id":"TIN2016- 77902-C3-3-P","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G4828860500","display_name":null,"funder_award_id":"TIN2016-77902-C3-3-P","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2999902236.pdf","grobid_xml":"https://content.openalex.org/works/W2999902236.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W183299802","https://openalex.org/W205801519","https://openalex.org/W206712776","https://openalex.org/W1549400200","https://openalex.org/W1817561967","https://openalex.org/W1973642399","https://openalex.org/W1986790048","https://openalex.org/W1989020770","https://openalex.org/W2001391324","https://openalex.org/W2028377093","https://openalex.org/W2040703558","https://openalex.org/W2047581137","https://openalex.org/W2056912317","https://openalex.org/W2058281855","https://openalex.org/W2081476039","https://openalex.org/W2103799019","https://openalex.org/W2124385339","https://openalex.org/W2128088446","https://openalex.org/W2178803542","https://openalex.org/W2800294624","https://openalex.org/W2967706848","https://openalex.org/W2993383518"],"related_works":["https://openalex.org/W2394466068","https://openalex.org/W1987683558","https://openalex.org/W2726838704","https://openalex.org/W4220802396","https://openalex.org/W2393473353","https://openalex.org/W2373790322","https://openalex.org/W2171665309","https://openalex.org/W1599183102","https://openalex.org/W2185091225","https://openalex.org/W4388022848"],"abstract_inverted_index":{"Socio-ecological":[0],"systems":[1,7],"are":[2,101],"recognized":[3],"as":[4,13,68],"complex":[5,41],"adaptive":[6],"whose":[8],"multiple":[9],"interactions":[10],"might":[11],"change":[12],"a":[14,36],"response":[15],"to":[16,22,52,153,188],"external":[17],"or":[18],"internal":[19],"changes.":[20],"Due":[21],"its":[23],"complexity,":[24],"the":[25,28,54,57,62,65,69,105,108,113,116,122,125,129,134,155,158,162,173,177,185],"behavior":[26],"of":[27,48,56,64,107,115,124,128,157,172,176],"system":[29],"is":[30,51,118,137,187],"often":[31],"uncertain.":[32],"Bayesian":[33,58,109],"networks":[34],"provide":[35],"sound":[37],"approach":[38],"for":[39,76],"handling":[40],"domains":[42],"endowed":[43],"with":[44,91],"uncertainty.":[45],"The":[46,139],"aim":[47],"this":[49],"paper":[50],"analyze":[53],"impact":[55,106],"network":[59,87,90,97,110],"structure":[60,78,93,111],"on":[61,112],"uncertainty":[63,156],"model,":[66],"expressed":[67],"Shannon":[70],"entropy.":[71],"In":[72],"particular,":[73],"three":[74],"strategies":[75],"model":[77,117],"have":[79],"been":[80],"followed:":[81],"naive":[82],"Bayes":[83],"(NB),":[84],"tree":[85],"augmented":[86],"(TAN)":[88],"and":[89,120,148,166],"unrestricted":[92],"(GSS).":[94],"Using":[95],"these":[96],"structures,":[98],"two":[99],"experiments":[100],"carried":[102],"out:":[103],"(1)":[104],"entropy":[114,123,170],"assessed":[119],"(2)":[121],"posterior":[126,174],"distribution":[127,175],"class":[130,178],"variable":[131],"obtained":[132],"from":[133],"different":[135],"structures":[136],"compared.":[138],"results":[140],"show":[141],"that":[142],"GSS":[143],"constantly":[144],"outperforms":[145],"both":[146],"NB":[147,165],"TAN":[149,167],"when":[150,184],"it":[151],"comes":[152],"evaluating":[154],"entire":[159],"model.":[160],"On":[161],"other":[163],"hand,":[164],"yielded":[168],"lower":[169],"values":[171],"variable,":[179],"which":[180],"makes":[181],"them":[182],"preferable":[183],"goal":[186],"carry":[189],"out":[190],"predictions.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-09T15:46:55.921056","created_date":"2025-10-10T00:00:00"}
