{"id":"https://openalex.org/W2792822847","doi":"https://doi.org/10.1109/iisa.2017.8316443","title":"A survey of fuzzy cognitive maps forecasting methods","display_name":"A survey of fuzzy cognitive maps forecasting methods","publication_year":2017,"publication_date":"2017-08-01","ids":{"openalex":"https://openalex.org/W2792822847","doi":"https://doi.org/10.1109/iisa.2017.8316443","mag":"2792822847"},"language":"en","primary_location":{"id":"doi:10.1109/iisa.2017.8316443","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa.2017.8316443","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 8th International Conference on Information, Intelligence, Systems &amp; Applications (IISA)","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/A5043914661","display_name":"Mohammed A. Al-Gunaid","orcid":"https://orcid.org/0000-0002-6977-3971"},"institutions":[{"id":"https://openalex.org/I4210140902","display_name":"Volgograd State Technical University","ror":"https://ror.org/041szz343","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210140902"]},{"id":"https://openalex.org/I4210147226","display_name":"Volgograd State Agricultural University","ror":"https://ror.org/04enaaj19","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210147226"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Mohammed A. Al-Gunaid","raw_affiliation_strings":["Volgograd State Technical University, Volgograd State Agrarian University, Volgograd, Russia"],"affiliations":[{"raw_affiliation_string":"Volgograd State Technical University, Volgograd State Agrarian University, Volgograd, Russia","institution_ids":["https://openalex.org/I4210147226","https://openalex.org/I4210140902"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063677260","display_name":"Maxim Shcherbakov","orcid":"https://orcid.org/0000-0001-7173-4499"},"institutions":[{"id":"https://openalex.org/I4210140902","display_name":"Volgograd State Technical University","ror":"https://ror.org/041szz343","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210140902"]},{"id":"https://openalex.org/I4210147226","display_name":"Volgograd State Agricultural University","ror":"https://ror.org/04enaaj19","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210147226"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Maxim V. Shcherbakov","raw_affiliation_strings":["Volgograd State Technical University, Volgograd State Agrarian University, Volgograd, Russia"],"affiliations":[{"raw_affiliation_string":"Volgograd State Technical University, Volgograd State Agrarian University, Volgograd, Russia","institution_ids":["https://openalex.org/I4210147226","https://openalex.org/I4210140902"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091013464","display_name":"\u041a.\u0421. \u0417\u0430\u0434\u0438\u0440\u0430\u043d","orcid":"https://orcid.org/0000-0003-3898-7691"},"institutions":[{"id":"https://openalex.org/I4210140902","display_name":"Volgograd State Technical University","ror":"https://ror.org/041szz343","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210140902"]},{"id":"https://openalex.org/I4210147226","display_name":"Volgograd State Agricultural University","ror":"https://ror.org/04enaaj19","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210147226"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Konstantin S. Zadiran","raw_affiliation_strings":["Volgograd State Technical University, Volgograd State Agrarian University, Volgograd, Russia"],"affiliations":[{"raw_affiliation_string":"Volgograd State Technical University, Volgograd State Agrarian University, Volgograd, Russia","institution_ids":["https://openalex.org/I4210147226","https://openalex.org/I4210140902"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019886364","display_name":"Aleksej Vladimirovich Melikov","orcid":"https://orcid.org/0000-0003-2790-2146"},"institutions":[{"id":"https://openalex.org/I4210147226","display_name":"Volgograd State Agricultural University","ror":"https://ror.org/04enaaj19","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210147226"]},{"id":"https://openalex.org/I4210140902","display_name":"Volgograd State Technical University","ror":"https://ror.org/041szz343","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210140902"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Aleksej V. Melikov","raw_affiliation_strings":["Volgograd State Technical University, Volgograd State Agrarian University, Volgograd, Russia"],"affiliations":[{"raw_affiliation_string":"Volgograd State Technical University, Volgograd State Agrarian University, Volgograd, Russia","institution_ids":["https://openalex.org/I4210147226","https://openalex.org/I4210140902"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5043914661"],"corresponding_institution_ids":["https://openalex.org/I4210140902","https://openalex.org/I4210147226"],"apc_list":null,"apc_paid":null,"fwci":0.39,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.72788593,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12805","display_name":"Cognitive Science and Mapping","score":0.9998999834060669,"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/T12805","display_name":"Cognitive Science and Mapping","score":0.9998999834060669,"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/fuzzy-cognitive-map","display_name":"Fuzzy cognitive map","score":0.8262184858322144},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7106626033782959},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.555716872215271},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5379645824432373},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.499208927154541},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49229729175567627},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4659261405467987},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.31450968980789185},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.2598324418067932}],"concepts":[{"id":"https://openalex.org/C5041914","wikidata":"https://www.wikidata.org/wiki/Q5511107","display_name":"Fuzzy cognitive map","level":5,"score":0.8262184858322144},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7106626033782959},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.555716872215271},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5379645824432373},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.499208927154541},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49229729175567627},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4659261405467987},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.31450968980789185},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.2598324418067932}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iisa.2017.8316443","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa.2017.8316443","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 8th International Conference on Information, Intelligence, Systems &amp; Applications (IISA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.6000000238418579}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321079","display_name":"Russian Foundation for Basic Research","ror":"https://ror.org/02mh1ke95"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1958951173","https://openalex.org/W1995450784","https://openalex.org/W2066031679","https://openalex.org/W2081232506","https://openalex.org/W2095224843","https://openalex.org/W2107259654","https://openalex.org/W2182574501","https://openalex.org/W2183936775","https://openalex.org/W2469672143","https://openalex.org/W2477994280","https://openalex.org/W2566804351","https://openalex.org/W6675946841","https://openalex.org/W6686358049"],"related_works":["https://openalex.org/W2063798559","https://openalex.org/W2991207020","https://openalex.org/W1661487699","https://openalex.org/W2372922208","https://openalex.org/W1491151750","https://openalex.org/W2145925682","https://openalex.org/W2777396095","https://openalex.org/W2617561368","https://openalex.org/W1982418457","https://openalex.org/W2365224437"],"abstract_inverted_index":{"There":[0,46],"are":[1,47,59],"a":[2,29,41,48,82],"lot":[3,49],"of":[4,12,34,50,84,96,114],"forecasting":[5,90,105,121],"methods":[6,52,91,106],"developed":[7,37],"till":[8],"current":[9,97],"time.":[10],"All":[11],"them":[13,57,115],"have":[14],"their":[15],"own":[16],"advantages":[17],"and":[18,70,110,118,125],"disadvantages.":[19],"To":[20],"decide,":[21],"which":[22,64,72],"method":[23,63,71],"fits":[24],"into":[25],"the":[26,35],"certain":[27],"situation,":[28],"comparison":[30,83],"is":[31,40,65,73,92,99],"required.":[32],"One":[33],"highly":[36],"trends":[38],"now":[39],"fuzzy":[42,86,102],"cognitive":[43,87,103],"maps":[44,88,104],"forecasting.":[45],"new":[51],"were":[53],"recently":[54],"proposed.":[55],"Among":[56],"there":[58],"multi-step":[60],"gradient":[61],"method,":[62],"using":[66,74],"real-coded":[67],"genetic":[68,77],"algorithm":[69],"structure":[75],"optimization":[76],"algorithm.":[78],"In":[79],"this":[80],"paper":[81,98],"several":[85],"multidimensional":[89],"provided.":[93],"Main":[94],"purpose":[95],"to":[100,107,111,116],"compare":[101,112],"each":[108],"other":[109],"all":[113],"popular":[117],"widely":[119],"spread":[120],"methods:":[122],"linear":[123],"regression":[124],"random":[126],"forest.":[127]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
