{"id":"https://openalex.org/W2972883976","doi":"https://doi.org/10.1007/978-3-030-27629-4_16","title":"Using Word Embeddings and Deep Learning for Supervised Topic Detection in Social Networks","display_name":"Using Word Embeddings and Deep Learning for Supervised Topic Detection in Social Networks","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2972883976","doi":"https://doi.org/10.1007/978-3-030-27629-4_16","mag":"2972883976"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-27629-4_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-27629-4_16","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5040138775","display_name":"Karel Guti\u00e9rrez\u2010Batista","orcid":"https://orcid.org/0000-0003-2711-4625"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Karel Guti\u00e9rrez-Batista","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, ETSIIT, University of Granada, 18071, Granada, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2711-4625","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, ETSIIT, University of Granada, 18071, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082658750","display_name":"Jes\u00fas R. Campa\u00f1a","orcid":"https://orcid.org/0000-0002-5820-4095"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jes\u00fas R. Campa\u00f1a","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, ETSIIT, University of Granada, 18071, Granada, Spain"],"raw_orcid":"https://orcid.org/0000-0002-5820-4095","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, ETSIIT, University of Granada, 18071, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084143284","display_name":"M.A. Vila","orcid":"https://orcid.org/0000-0002-2773-3306"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Maria-Amparo Vila","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, ETSIIT, University of Granada, 18071, Granada, Spain"],"raw_orcid":"https://orcid.org/0000-0002-2773-3306","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, ETSIIT, University of Granada, 18071, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000475040","display_name":"Mar\u0131\u0301a J. Mart\u0131\u0301n-Bautista","orcid":"https://orcid.org/0000-0002-6973-477X"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Maria J. Martin-Bautista","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, ETSIIT, University of Granada, 18071, Granada, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6973-477X","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, ETSIIT, University of Granada, 18071, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5040138775"],"corresponding_institution_ids":["https://openalex.org/I173304897"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.5508,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.69089749,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"155","last_page":"165"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9995999932289124,"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/T10028","display_name":"Topic Modeling","score":0.9995999932289124,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9991999864578247,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9983000159263611,"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/computer-science","display_name":"Computer science","score":0.8716592788696289},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2vec","score":0.8626455068588257},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.7387796640396118},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7116925716400146},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6451771259307861},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5750744342803955},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5547018051147461},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5477972030639648},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.45263659954071045},{"id":"https://openalex.org/keywords/semantic-similarity","display_name":"Semantic similarity","score":0.4454258978366852},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4181622266769409},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39112815260887146},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.09634223580360413}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8716592788696289},{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.8626455068588257},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.7387796640396118},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7116925716400146},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6451771259307861},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5750744342803955},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5547018051147461},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5477972030639648},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.45263659954071045},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.4454258978366852},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4181622266769409},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39112815260887146},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.09634223580360413},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-27629-4_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-27629-4_16","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1817561967","https://openalex.org/W1880262756","https://openalex.org/W1902027874","https://openalex.org/W1924770834","https://openalex.org/W2064675550","https://openalex.org/W2108564850","https://openalex.org/W2112796928","https://openalex.org/W2118585731","https://openalex.org/W2119821739","https://openalex.org/W2135813353","https://openalex.org/W2155529673","https://openalex.org/W2250539671","https://openalex.org/W2340381866","https://openalex.org/W2493916176","https://openalex.org/W2574371383","https://openalex.org/W2585828887","https://openalex.org/W2790446200","https://openalex.org/W2797669327","https://openalex.org/W2950577311","https://openalex.org/W2963921497","https://openalex.org/W2964090065","https://openalex.org/W2964267552","https://openalex.org/W2964288660"],"related_works":["https://openalex.org/W2946409105","https://openalex.org/W2905749112","https://openalex.org/W3152932816","https://openalex.org/W2985392712","https://openalex.org/W4388996947","https://openalex.org/W3133567596","https://openalex.org/W3099354896","https://openalex.org/W4287599800","https://openalex.org/W3046869600","https://openalex.org/W2890749918"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}