{"id":"https://openalex.org/W4405697460","doi":"https://doi.org/10.1007/s10796-024-10568-w","title":"Agenda Formation and Prediction of Voting Tendencies for European Parliament Election using Textual, Social and Network Features","display_name":"Agenda Formation and Prediction of Voting Tendencies for European Parliament Election using Textual, Social and Network Features","publication_year":2024,"publication_date":"2024-12-23","ids":{"openalex":"https://openalex.org/W4405697460","doi":"https://doi.org/10.1007/s10796-024-10568-w"},"language":"en","primary_location":{"id":"doi:10.1007/s10796-024-10568-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10796-024-10568-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10796-024-10568-w.pdf","source":{"id":"https://openalex.org/S181659395","display_name":"Information Systems Frontiers","issn_l":"1387-3326","issn":["1387-3326","1572-9419"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Information Systems Frontiers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10796-024-10568-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061017602","display_name":"Gautam Kishore Shahi","orcid":"https://orcid.org/0000-0001-6168-0132"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Gautam Kishore Shahi","raw_affiliation_strings":["Faculty of Informatics, University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Informatics, University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067930122","display_name":"Ali Sercan Basyurt","orcid":"https://orcid.org/0009-0003-1801-2667"},"institutions":[{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ali Sercan Basyurt","raw_affiliation_strings":["Faculty of Economics and Social Sciences, University of Potsdam, Potsdam, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Economics and Social Sciences, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I176453806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072464425","display_name":"Stefan Stieglitz","orcid":"https://orcid.org/0000-0002-4366-1840"},"institutions":[{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Stieglitz","raw_affiliation_strings":["Faculty of Economics and Social Sciences, University of Potsdam, Potsdam, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Economics and Social Sciences, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I176453806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077980430","display_name":"Christoph Neuberger","orcid":"https://orcid.org/0000-0003-0892-610X"},"institutions":[{"id":"https://openalex.org/I75951250","display_name":"Freie Universit\u00e4t Berlin","ror":"https://ror.org/046ak2485","country_code":"DE","type":"education","lineage":["https://openalex.org/I75951250"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Neuberger","raw_affiliation_strings":["Department of Political and Social Sciences, Free University of Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Political and Social Sciences, Free University of Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I75951250"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5061017602"],"corresponding_institution_ids":["https://openalex.org/I62318514"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":0.695,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.77550594,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"27","issue":"4","first_page":"1425","last_page":"1443"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9717000126838684,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9717000126838684,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9696999788284302,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9629999995231628,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/parliament","display_name":"Parliament","score":0.9141707420349121},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.7740742564201355},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5205914974212646},{"id":"https://openalex.org/keywords/social-network-analysis","display_name":"Social network analysis","score":0.518159031867981},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.5038842558860779},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4772619903087616},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.24670132994651794},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.1971881091594696},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.15900662541389465},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.14862489700317383}],"concepts":[{"id":"https://openalex.org/C2781440851","wikidata":"https://www.wikidata.org/wiki/Q35749","display_name":"Parliament","level":3,"score":0.9141707420349121},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.7740742564201355},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5205914974212646},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.518159031867981},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.5038842558860779},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4772619903087616},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.24670132994651794},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.1971881091594696},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.15900662541389465},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.14862489700317383}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10796-024-10568-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10796-024-10568-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10796-024-10568-w.pdf","source":{"id":"https://openalex.org/S181659395","display_name":"Information Systems Frontiers","issn_l":"1387-3326","issn":["1387-3326","1572-9419"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Information Systems Frontiers","raw_type":"journal-article"},{"id":"pmh:oai:econstor.eu:10419/330604","is_oa":true,"landing_page_url":"https://hdl.handle.net/10419/330604","pdf_url":"https://www.econstor.eu/bitstream/10419/330604/1/10796_2024_Article_10568.pdf","source":{"id":"https://openalex.org/S4306401696","display_name":"Econstor (Econstor)","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:article"},{"id":"pmh:oai:weizenbaum-library.de:id/931","is_oa":true,"landing_page_url":"https://www.weizenbaum-library.de/handle/id/931","pdf_url":"https://www.weizenbaum-library.de/bitstreams/228182a1-170b-4ad5-afe2-0fcf722ab505/download","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"publishedVersion"}],"best_oa_location":{"id":"doi:10.1007/s10796-024-10568-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10796-024-10568-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10796-024-10568-w.pdf","source":{"id":"https://openalex.org/S181659395","display_name":"Information Systems Frontiers","issn_l":"1387-3326","issn":["1387-3326","1572-9419"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Information Systems Frontiers","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G7920457135","display_name":null,"funder_award_id":"210149318","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405697460.pdf","grobid_xml":"https://content.openalex.org/works/W4405697460.grobid-xml"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W10307964","https://openalex.org/W137217113","https://openalex.org/W1181656266","https://openalex.org/W1186581568","https://openalex.org/W1560225671","https://openalex.org/W1590495275","https://openalex.org/W1846531821","https://openalex.org/W2015186536","https://openalex.org/W2027135291","https://openalex.org/W2030869990","https://openalex.org/W2072322795","https://openalex.org/W2080933958","https://openalex.org/W2095065410","https://openalex.org/W2097219848","https://openalex.org/W2107651406","https://openalex.org/W2116374398","https://openalex.org/W2116646433","https://openalex.org/W2138404525","https://openalex.org/W2143017621","https://openalex.org/W2147590467","https://openalex.org/W2154321364","https://openalex.org/W2186071116","https://openalex.org/W2243366343","https://openalex.org/W2361256855","https://openalex.org/W2464870181","https://openalex.org/W2563093951","https://openalex.org/W2709919805","https://openalex.org/W2762563926","https://openalex.org/W2785002665","https://openalex.org/W2791200561","https://openalex.org/W2800596622","https://openalex.org/W2805041127","https://openalex.org/W2903822854","https://openalex.org/W2904592940","https://openalex.org/W2912275277","https://openalex.org/W2970641574","https://openalex.org/W2980031578","https://openalex.org/W3004705691","https://openalex.org/W3031755794","https://openalex.org/W3037368290","https://openalex.org/W3044177347","https://openalex.org/W3046950317","https://openalex.org/W3091293708","https://openalex.org/W3091471597","https://openalex.org/W3092182018","https://openalex.org/W3131645232","https://openalex.org/W3132942404","https://openalex.org/W3133466007","https://openalex.org/W3135297678","https://openalex.org/W3158066160","https://openalex.org/W3168481646","https://openalex.org/W3169832139","https://openalex.org/W3176681270","https://openalex.org/W3197551192","https://openalex.org/W3216190038","https://openalex.org/W4205797577","https://openalex.org/W4210634388","https://openalex.org/W4212818900","https://openalex.org/W4229065781","https://openalex.org/W4237385211","https://openalex.org/W4243263908","https://openalex.org/W4245501403","https://openalex.org/W4296195815","https://openalex.org/W4312935556","https://openalex.org/W4317892935","https://openalex.org/W4322733611","https://openalex.org/W4327810657","https://openalex.org/W4362596009","https://openalex.org/W4377100823","https://openalex.org/W4379251596","https://openalex.org/W4379259169","https://openalex.org/W4389747560","https://openalex.org/W4396736206","https://openalex.org/W4404579239","https://openalex.org/W6675354045","https://openalex.org/W6692369931","https://openalex.org/W7027981237","https://openalex.org/W7048653255"],"related_works":["https://openalex.org/W2738115076","https://openalex.org/W2952662149","https://openalex.org/W2793616590","https://openalex.org/W2183090405","https://openalex.org/W2075666982","https://openalex.org/W2065835655","https://openalex.org/W3160699245","https://openalex.org/W2782955270","https://openalex.org/W2349928170","https://openalex.org/W1594712698"],"abstract_inverted_index":{"Abstract":[0],"As":[1],"per":[2],"agenda-setting":[3,39,87],"theory,":[4],"political":[5,16,26],"agenda":[6,74,140],"is":[7,52,135,152],"concerned":[8],"with":[9,58],"the":[10,48,73,77,86,124,128,156],"government\u2019s":[11],"agenda,":[12,27],"including":[13,28],"politicians":[14],"and":[15,60,112],"parties.":[17],"Political":[18,38],"actors":[19],"utilize":[20],"various":[21],"channels":[22],"to":[23,100,123,133,138,154],"set":[24],"their":[25],"social":[29],"media":[30],"platforms":[31],"such":[32],"as":[33,89],"Twitter":[34],"(now":[35],"X":[36],").":[37],"can":[40],"be":[41],"influenced":[42],"by":[43],"anonymous":[44],"user-generated":[45],"content":[46],"following":[47],"Bright":[49],"Internet.":[50],"This":[51],"why":[53],"speech":[54],"acts,":[55],"experts,":[56],"users":[57],"affiliations":[59],"parties":[61],"through":[62],"annotated":[63],"Tweets":[64],"were":[65],"analyzed":[66],"in":[67,82],"this":[68],"study.":[69],"In":[70],"doing":[71],"so,":[72],"formation":[75,141],"during":[76],"2019":[78],"European":[79],"Parliament":[80],"Election":[81],"Germany":[83],"based":[84,105,142],"on":[85,106,143],"theory":[88,134],"our":[90,144],"theoretical":[91],"framework,":[92],"was":[93,98],"analyzed.":[94],"A":[95],"prediction":[96],"model":[97],"trained":[99],"predict":[101],"users\u2019":[102],"voting":[103],"tendencies":[104],"three":[107],"feature":[108],"categories:":[109],"social,":[110],"network,":[111],"text.":[113],"By":[114],"combining":[115],"features":[116],"from":[117],"all":[118],"categories":[119],"logistical":[120],"regression":[121],"leads":[122],"best":[125],"predictions":[126],"matching":[127],"election":[129],"results.":[130],"The":[131],"contribution":[132],"an":[136],"approach":[137,151],"identify":[139],"novel":[145,150],"variables.":[146],"For":[147],"practice,":[148],"a":[149],"presented":[153],"forecast":[155],"winner":[157],"of":[158],"events.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}