{"id":"https://openalex.org/W2017694754","doi":"https://doi.org/10.1186/2194-3206-1-8","title":"Information theoretical methods for complex network structure reconstruction","display_name":"Information theoretical methods for complex network structure reconstruction","publication_year":2013,"publication_date":"2013-04-08","ids":{"openalex":"https://openalex.org/W2017694754","doi":"https://doi.org/10.1186/2194-3206-1-8","mag":"2017694754"},"language":"en","primary_location":{"id":"doi:10.1186/2194-3206-1-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/2194-3206-1-8","pdf_url":"https://casmodeling.springeropen.com/counter/pdf/10.1186/2194-3206-1-8","source":{"id":"https://openalex.org/S3034459479","display_name":"Complex Adaptive Systems Modeling","issn_l":"2194-3206","issn":["2194-3206"],"is_oa":false,"is_in_doaj":false,"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":"Complex Adaptive Systems Modeling","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://casmodeling.springeropen.com/counter/pdf/10.1186/2194-3206-1-8","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034200924","display_name":"Enrique Hern\u00e1ndez\u2013Lemus","orcid":"https://orcid.org/0000-0002-1872-1397"},"institutions":[{"id":"https://openalex.org/I4210110970","display_name":"National Institute of Genomic Medicine","ror":"https://ror.org/01qjckx08","country_code":"MX","type":"government","lineage":["https://openalex.org/I4210095685","https://openalex.org/I4210110970"]},{"id":"https://openalex.org/I8961855","display_name":"Universidad Nacional Aut\u00f3noma de M\u00e9xico","ror":"https://ror.org/01tmp8f25","country_code":"MX","type":"education","lineage":["https://openalex.org/I8961855"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Enrique Hern\u00e1ndez-Lemus","raw_affiliation_strings":["Complexity in Systems Biology, Center for Complexity Sciences, National Autonomous University of M\u00e9xico, Mexico City, Mexico","Computational Genomics Department, National Institute of Genomic Medicine, Mexico City, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Complexity in Systems Biology, Center for Complexity Sciences, National Autonomous University of M\u00e9xico, Mexico City, Mexico","institution_ids":["https://openalex.org/I8961855"]},{"raw_affiliation_string":"Computational Genomics Department, National Institute of Genomic Medicine, Mexico City, M\u00e9xico","institution_ids":["https://openalex.org/I4210110970"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006969938","display_name":"J. Mario Siqueiros-Garc\u00eda","orcid":"https://orcid.org/0000-0001-8008-6198"},"institutions":[{"id":"https://openalex.org/I4210110970","display_name":"National Institute of Genomic Medicine","ror":"https://ror.org/01qjckx08","country_code":"MX","type":"government","lineage":["https://openalex.org/I4210095685","https://openalex.org/I4210110970"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jes\u00fas M Siqueiros-Garc\u00eda","raw_affiliation_strings":["Ethics, Legal and Social Studies Department, National Institute Genomic Medicine, Mexico City, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ethics, Legal and Social Studies Department, National Institute Genomic Medicine, Mexico City, M\u00e9xico","institution_ids":["https://openalex.org/I4210110970"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5034200924"],"corresponding_institution_ids":["https://openalex.org/I4210110970","https://openalex.org/I8961855"],"apc_list":null,"apc_paid":null,"fwci":1.0325,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.75622243,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"1","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9958999752998352,"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":0.9926999807357788,"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/complex-network","display_name":"Complex network","score":0.7767825126647949},{"id":"https://openalex.org/keywords/complex-system","display_name":"Complex system","score":0.7116528749465942},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6829075813293457},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6699395179748535},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5739284157752991},{"id":"https://openalex.org/keywords/network-science","display_name":"Network science","score":0.536283016204834},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5304621458053589},{"id":"https://openalex.org/keywords/information-theory","display_name":"Information theory","score":0.5269518494606018},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5227163434028625},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.46455118060112},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4377152919769287},{"id":"https://openalex.org/keywords/network-theory","display_name":"Network theory","score":0.41936972737312317},{"id":"https://openalex.org/keywords/statistical-inference","display_name":"Statistical inference","score":0.41108572483062744},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38170450925827026},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15820011496543884}],"concepts":[{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.7767825126647949},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.7116528749465942},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6829075813293457},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6699395179748535},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5739284157752991},{"id":"https://openalex.org/C137753397","wikidata":"https://www.wikidata.org/wiki/Q2434424","display_name":"Network science","level":3,"score":0.536283016204834},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5304621458053589},{"id":"https://openalex.org/C52622258","wikidata":"https://www.wikidata.org/wiki/Q131222","display_name":"Information theory","level":2,"score":0.5269518494606018},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5227163434028625},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.46455118060112},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4377152919769287},{"id":"https://openalex.org/C11804174","wikidata":"https://www.wikidata.org/wiki/Q1192971","display_name":"Network theory","level":2,"score":0.41936972737312317},{"id":"https://openalex.org/C134261354","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical inference","level":2,"score":0.41108572483062744},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38170450925827026},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15820011496543884},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1186/2194-3206-1-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/2194-3206-1-8","pdf_url":"https://casmodeling.springeropen.com/counter/pdf/10.1186/2194-3206-1-8","source":{"id":"https://openalex.org/S3034459479","display_name":"Complex Adaptive Systems Modeling","issn_l":"2194-3206","issn":["2194-3206"],"is_oa":false,"is_in_doaj":false,"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":"Complex Adaptive Systems Modeling","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1186/2194-3206-1-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/2194-3206-1-8","pdf_url":"https://casmodeling.springeropen.com/counter/pdf/10.1186/2194-3206-1-8","source":{"id":"https://openalex.org/S3034459479","display_name":"Complex Adaptive Systems Modeling","issn_l":"2194-3206","issn":["2194-3206"],"is_oa":false,"is_in_doaj":false,"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":"Complex Adaptive Systems Modeling","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.699999988079071,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G2264058363","display_name":null,"funder_award_id":"179431","funder_id":"https://openalex.org/F4320321739","funder_display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda"},{"id":"https://openalex.org/G231064344","display_name":null,"funder_award_id":"179431/2012","funder_id":"https://openalex.org/F4320321739","funder_display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda"}],"funders":[{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2017694754.pdf","grobid_xml":"https://content.openalex.org/works/W2017694754.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1511929919","https://openalex.org/W1554037282","https://openalex.org/W1628492644","https://openalex.org/W1967573895","https://openalex.org/W1967661140","https://openalex.org/W1976342457","https://openalex.org/W1981949323","https://openalex.org/W1990045921","https://openalex.org/W1991080676","https://openalex.org/W1991118948","https://openalex.org/W1992418310","https://openalex.org/W1995431425","https://openalex.org/W1995875735","https://openalex.org/W2004533772","https://openalex.org/W2031430497","https://openalex.org/W2058221907","https://openalex.org/W2070818419","https://openalex.org/W2072484097","https://openalex.org/W2078450879","https://openalex.org/W2097777089","https://openalex.org/W2099111195","https://openalex.org/W2105031411","https://openalex.org/W2107638877","https://openalex.org/W2111394372","https://openalex.org/W2113920009","https://openalex.org/W2115108153","https://openalex.org/W2118745042","https://openalex.org/W2119359534","https://openalex.org/W2120253913","https://openalex.org/W2120743639","https://openalex.org/W2122708083","https://openalex.org/W2123775239","https://openalex.org/W2128237805","https://openalex.org/W2130410032","https://openalex.org/W2136486572","https://openalex.org/W2136850043","https://openalex.org/W2140008121","https://openalex.org/W2141985374","https://openalex.org/W2144656637","https://openalex.org/W2147274048","https://openalex.org/W2148606196","https://openalex.org/W2149084727","https://openalex.org/W2149454242","https://openalex.org/W2154053567","https://openalex.org/W2163296115","https://openalex.org/W2166667584","https://openalex.org/W2173275048","https://openalex.org/W2259121808","https://openalex.org/W2587968370","https://openalex.org/W2991687158","https://openalex.org/W2993383518","https://openalex.org/W3099289621","https://openalex.org/W3101581768","https://openalex.org/W3121343099","https://openalex.org/W4285719527","https://openalex.org/W6600631999","https://openalex.org/W6601880777"],"related_works":["https://openalex.org/W2101580881","https://openalex.org/W4320725525","https://openalex.org/W988686604","https://openalex.org/W1632705170","https://openalex.org/W2017694754","https://openalex.org/W2989321357","https://openalex.org/W4309247158","https://openalex.org/W4283452896","https://openalex.org/W2802491432","https://openalex.org/W2627843632"],"abstract_inverted_index":{"Abstract":[0],"Purpose":[1],"Complex":[2],"networks":[3,187],"seem":[4],"to":[5,33,78,90,102,137,182,201],"be":[6,202],"ubiquitous":[7],"objects":[8],"in":[9,13,58,147,169,204],"contemporary":[10],"research,":[11],"both":[12],"the":[14,25,37,80,111,126,153,170,183],"natural":[15],"and":[16,27,47,61,94,104,139,143,163,175,207],"social":[17,176],"sciences.":[18],"An":[19,67],"important":[20,68],"area":[21],"of":[22,29,40,54,72,83,113,129,156,159,167,172,185],"research":[23],"regarding":[24],"applicability":[26],"modeling":[28],"graph-":[30],"theoretical-oriented":[31],"approaches":[32],"complex":[34,84,130,148,160,186],"systems,":[35],"is":[36,86,135],"probabilistic":[38,127],"inference":[39,128],"such":[41,107],"networks.":[42,131,149,177],"There":[43],"exist":[44],"different":[45],"methods":[46],"algorithms":[48],"designed":[49],"for":[50,70,106,125,141,192],"this":[51],"purpose,":[52],"most":[53,71],"them":[55],"are":[56,123],"inspired":[57],"statistical":[59],"mechanics":[60],"rely":[62],"on":[63],"information":[64,114],"theoretical":[65],"grounds.":[66],"shortcoming":[69],"these":[73],"methods,":[74],"when":[75],"it":[76],"comes":[77],"disentangle":[79],"actual":[81],"structure":[82,162],"networks,":[85],"that":[87],"they":[88],"fail":[89],"distinguish":[91],"between":[92],"direct":[93,142],"indirect":[95,108,144],"interactions.":[96],"Here,":[97],"we":[98],"suggest":[99],"a":[100,196],"method":[101],"discover":[103],"assess":[105,140],"interactions":[109,145],"within":[110],"framework":[112],"theory.":[115],"Methods":[116],"Information-theoretical":[117],"measures":[118],"(in":[119],"particular,":[120],"Mutual":[121],"Information)":[122],"applied":[124],"Data":[132],"Processing":[133],"Inequality":[134],"used":[136],"find":[138],"impact":[146],"Results":[150],"We":[151],"outline":[152],"mathematical":[154],"basis":[155],"information-theoretical":[157],"assessment":[158,194],"network":[161,209],"discuss":[164],"some":[165],"examples":[166],"application":[168],"fields":[171],"biological":[173],"systems":[174],"Conclusions":[178],"Information":[179],"theory":[180],"provides":[181],"field":[184],"analysis":[188],"with":[189,195],"effective":[190],"means":[191],"structural":[193],"computational":[197],"burden":[198],"low":[199],"enough":[200],"useful":[203],"both,":[205],"Biological":[206],"Social":[208],"analysis.":[210]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
