{"id":"https://openalex.org/W2078146904","doi":"https://doi.org/10.1109/ijcnn.2012.6252645","title":"Unified Knowledge Based Economy neural forecasting map","display_name":"Unified Knowledge Based Economy neural forecasting map","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2078146904","doi":"https://doi.org/10.1109/ijcnn.2012.6252645","mag":"2078146904"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2012.6252645","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2012.6252645","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2012 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/1273333","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111828619","display_name":"Ahmad AlShami","orcid":null},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Ahmad AlShami","raw_affiliation_strings":["School of Science and Technology, Nottingham Trent University, Nottingham, UK","School of Science & Technology, Nottingham Trent University, NG11 8NS, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Science and Technology, Nottingham Trent University, Nottingham, UK","institution_ids":["https://openalex.org/I52590639"]},{"raw_affiliation_string":"School of Science & Technology, Nottingham Trent University, NG11 8NS, United Kingdom","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006193695","display_name":"Ahmad Lotfi","orcid":"https://orcid.org/0000-0002-5139-6565"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ahmad Lotfi","raw_affiliation_strings":["School of Science and Technology, Nottingham Trent University, Nottingham, UK","School of Science & Technology, Nottingham Trent University, NG11 8NS, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Science and Technology, Nottingham Trent University, Nottingham, UK","institution_ids":["https://openalex.org/I52590639"]},{"raw_affiliation_string":"School of Science & Technology, Nottingham Trent University, NG11 8NS, United Kingdom","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015363577","display_name":"Simeon Coleman","orcid":"https://orcid.org/0000-0001-9897-7183"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Simeon Coleman","raw_affiliation_strings":["Nottingham Business School, Nottingham Trent University, Nottingham, UK","Nottingham Business School, Nottingham Trent University, NG11 8NS, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Nottingham Business School, Nottingham Trent University, Nottingham, UK","institution_ids":["https://openalex.org/I52590639"]},{"raw_affiliation_string":"Nottingham Business School, Nottingham Trent University, NG11 8NS, United Kingdom","institution_ids":["https://openalex.org/I52590639"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5111828619"],"corresponding_institution_ids":["https://openalex.org/I52590639"],"apc_list":null,"apc_paid":null,"fwci":1.2435,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.82118345,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"22","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14143","display_name":"Economic and Technological Innovation","score":0.967199981212616,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9517999887466431,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/knowledge-economy","display_name":"Knowledge economy","score":0.6705752015113831},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6031089425086975},{"id":"https://openalex.org/keywords/position","display_name":"Position (finance)","score":0.5587072372436523},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5463914275169373},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4833521544933319},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.4595796465873718},{"id":"https://openalex.org/keywords/homogeneous","display_name":"Homogeneous","score":0.44574323296546936},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.42907214164733887},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.42387112975120544},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37234026193618774},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3601841926574707},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3400171995162964},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.2577589154243469},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.12772014737129211}],"concepts":[{"id":"https://openalex.org/C162696548","wikidata":"https://www.wikidata.org/wiki/Q830170","display_name":"Knowledge economy","level":2,"score":0.6705752015113831},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6031089425086975},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.5587072372436523},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5463914275169373},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4833521544933319},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.4595796465873718},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.44574323296546936},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.42907214164733887},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.42387112975120544},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37234026193618774},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3601841926574707},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3400171995162964},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2577589154243469},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.12772014737129211},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ijcnn.2012.6252645","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2012.6252645","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2012 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:irep.ntu.ac.uk:10281","is_oa":false,"landing_page_url":"http://irep.ntu.ac.uk/id/eprint/10281/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400559","display_name":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I52590639","host_organization_name":"Nottingham Trent University","host_organization_lineage":["https://openalex.org/I52590639"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"},{"id":"pmh:oai:zenodo.org:1273333","is_oa":true,"landing_page_url":"https://zenodo.org/record/1273333","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:1273333","is_oa":true,"landing_page_url":"https://zenodo.org/record/1273333","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5899999737739563,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W262970172","https://openalex.org/W1592406376","https://openalex.org/W1845345803","https://openalex.org/W1967829705","https://openalex.org/W1987802766","https://openalex.org/W1990517717","https://openalex.org/W2008869685","https://openalex.org/W2017812666","https://openalex.org/W2032010161","https://openalex.org/W2032206327","https://openalex.org/W2074316677","https://openalex.org/W2088052385","https://openalex.org/W2141810855","https://openalex.org/W2142354661","https://openalex.org/W2151259332","https://openalex.org/W2153787847","https://openalex.org/W2159164703","https://openalex.org/W2182881146","https://openalex.org/W2323575786","https://openalex.org/W3099514962","https://openalex.org/W3123487730","https://openalex.org/W6635213141","https://openalex.org/W6686155764"],"related_works":["https://openalex.org/W2030816003","https://openalex.org/W4239992647","https://openalex.org/W2150013480","https://openalex.org/W1554458299","https://openalex.org/W81423522","https://openalex.org/W1509860481","https://openalex.org/W2488264085","https://openalex.org/W2076325756","https://openalex.org/W4386206750","https://openalex.org/W2106445454"],"abstract_inverted_index":{"In":[0],"today's":[1],"troubled":[2],"economies,":[3,143],"nations":[4],"are":[5,18],"competing":[6],"in":[7,119],"many":[8,19,68],"aspects,":[9],"including":[10],"innovation":[11,26],"and":[12,25,30,50,62,92,104,144],"knowledge":[13,24,142],"progress.":[14],"Even":[15],"though":[16],"there":[17],"composite":[20],"indicators":[21,109],"to":[22,34,40,48,60,149],"measure":[23],"at":[27],"both":[28],"micro":[29],"macro":[31],"levels,":[32],"benefits":[33],"decision":[35],"makers":[36],"still":[37],"limited":[38],"due":[39],"numerous":[41],"progress":[42],"indicators,":[43],"without":[44],"any":[45,117],"unified,":[46],"easy":[47],"visualize":[49],"evaluate":[51,153],"forecasting":[52,61,103],"capabilities.":[53],"This":[54],"paper":[55],"introduces":[56],"a":[57,73,111],"novel":[58],"approach":[59,80],"finding":[63],"the":[64,100,137],"aggregated":[65],"position":[66,139],"of":[67,76,102,123,140],"Knowledge-Based":[69],"Economy":[70,132],"(KBE)":[71],"with":[72],"high":[74],"degree":[75],"accuracy.":[77],"The":[78,96,129],"suggested":[79],"is":[81],"based":[82],"on":[83],"data":[84],"mining,":[85],"Neural":[86],"Networks,":[87],"Principle":[88],"Component":[89],"Analysis":[90],"(PCA),":[91],"Self-Organising":[93],"Map":[94,134],"(SOM).":[95],"proposed":[97],"model":[98],"has":[99],"capability":[101],"aggregating":[105],"five":[106],"major":[107],"KBE":[108,118],"into":[110],"unified":[112],"meaningful":[113],"map":[114],"that":[115],"places":[116],"its":[120],"league":[121],"regardless":[122],"incomplete":[124],"missing":[125],"or":[126,152,156],"little":[127],"data.":[128],"Unified":[130],"Knowledge":[131],"Forecast":[133],"(UKFM)":[135],"reflects":[136],"overall":[138],"homogeneous":[141],"it":[145],"can":[146],"be":[147],"used":[148],"visualise,":[150],"identify":[151],"stable,":[154],"progressing":[155],"accelerating":[157],"KBEs.":[158]},"counts_by_year":[{"year":2014,"cited_by_count":3}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}