{"id":"https://openalex.org/W2895166842","doi":"https://doi.org/10.1007/978-3-030-01771-2_21","title":"k-NN Embedding Stability for word2vec Hyper-Parametrisation in Scientific Text","display_name":"k-NN Embedding Stability for word2vec Hyper-Parametrisation in Scientific Text","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2895166842","doi":"https://doi.org/10.1007/978-3-030-01771-2_21","mag":"2895166842"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-01771-2_21","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-01771-2_21","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/A5071730348","display_name":"Amna Dridi","orcid":"https://orcid.org/0000-0002-0185-103X"},"institutions":[{"id":"https://openalex.org/I12870472","display_name":"Birmingham City University","ror":"https://ror.org/00t67pt25","country_code":"GB","type":"education","lineage":["https://openalex.org/I12870472"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Amna Dridi","raw_affiliation_strings":["School of Computing and Digital Technology, Birmingham City University, Millennium Point, Birmingham, B4 7XG, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Computing and Digital Technology, Birmingham City University, Millennium Point, Birmingham, B4 7XG, United Kingdom","institution_ids":["https://openalex.org/I12870472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016157034","display_name":"Mohamed Medhat Gaber","orcid":"https://orcid.org/0000-0003-0339-4474"},"institutions":[{"id":"https://openalex.org/I12870472","display_name":"Birmingham City University","ror":"https://ror.org/00t67pt25","country_code":"GB","type":"education","lineage":["https://openalex.org/I12870472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohamed Medhat Gaber","raw_affiliation_strings":["School of Computing and Digital Technology, Birmingham City University, Millennium Point, Birmingham, B4 7XG, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Computing and Digital Technology, Birmingham City University, Millennium Point, Birmingham, B4 7XG, United Kingdom","institution_ids":["https://openalex.org/I12870472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054830021","display_name":"R. Muhammad Atif Azad","orcid":"https://orcid.org/0000-0002-4013-5415"},"institutions":[{"id":"https://openalex.org/I12870472","display_name":"Birmingham City University","ror":"https://ror.org/00t67pt25","country_code":"GB","type":"education","lineage":["https://openalex.org/I12870472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"R. Muhammad Atif Azad","raw_affiliation_strings":["School of Computing and Digital Technology, Birmingham City University, Millennium Point, Birmingham, B4 7XG, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Computing and Digital Technology, Birmingham City University, Millennium Point, Birmingham, B4 7XG, United Kingdom","institution_ids":["https://openalex.org/I12870472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068931917","display_name":"Jagdev Bhogal","orcid":"https://orcid.org/0000-0002-1160-9140"},"institutions":[{"id":"https://openalex.org/I12870472","display_name":"Birmingham City University","ror":"https://ror.org/00t67pt25","country_code":"GB","type":"education","lineage":["https://openalex.org/I12870472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jagdev Bhogal","raw_affiliation_strings":["School of Computing and Digital Technology, Birmingham City University, Millennium Point, Birmingham, B4 7XG, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Computing and Digital Technology, Birmingham City University, Millennium Point, Birmingham, B4 7XG, United Kingdom","institution_ids":["https://openalex.org/I12870472"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5071730348"],"corresponding_institution_ids":["https://openalex.org/I12870472"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.8143,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.77439262,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"328","last_page":"343"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","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/T10028","display_name":"Topic Modeling","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"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9994000196456909,"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":0.9937999844551086,"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":0.8423629403114319},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2vec","score":0.8110265731811523},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7021632194519043},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6747838258743286},{"id":"https://openalex.org/keywords/hierarchy","display_name":"Hierarchy","score":0.627429723739624},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.5931536555290222},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5768469572067261},{"id":"https://openalex.org/keywords/analogy","display_name":"Analogy","score":0.5620689988136292},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.5530246496200562},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.5052302479743958},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4903831481933594},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.47129857540130615},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43249520659446716},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.08314740657806396},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08051851391792297}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8423629403114319},{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.8110265731811523},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7021632194519043},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6747838258743286},{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.627429723739624},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.5931536555290222},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5768469572067261},{"id":"https://openalex.org/C521332185","wikidata":"https://www.wikidata.org/wiki/Q185816","display_name":"Analogy","level":2,"score":0.5620689988136292},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.5530246496200562},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.5052302479743958},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4903831481933594},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.47129857540130615},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43249520659446716},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.08314740657806396},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08051851391792297},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C34447519","wikidata":"https://www.wikidata.org/wiki/Q179522","display_name":"Market economy","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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":2,"locations":[{"id":"doi:10.1007/978-3-030-01771-2_21","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-01771-2_21","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"},{"id":"pmh:oai:www.open-access.bcu.ac.uk:6501","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402654","display_name":"BCU Open Access Repository (Birmingham City University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I12870472","host_organization_name":"Birmingham City University","host_organization_lineage":["https://openalex.org/I12870472"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W114730584","https://openalex.org/W658020064","https://openalex.org/W1532325895","https://openalex.org/W1584683589","https://openalex.org/W1614298861","https://openalex.org/W1945950296","https://openalex.org/W1981617416","https://openalex.org/W2141599568","https://openalex.org/W2145768976","https://openalex.org/W2147152072","https://openalex.org/W2158139315","https://openalex.org/W2187089797","https://openalex.org/W2250539671","https://openalex.org/W2251771443","https://openalex.org/W2252215182","https://openalex.org/W2562162676","https://openalex.org/W2782822144","https://openalex.org/W2786988949","https://openalex.org/W2794859547","https://openalex.org/W2795770770","https://openalex.org/W2950133940","https://openalex.org/W3101767658","https://openalex.org/W4213009331","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2946409105","https://openalex.org/W3152932816","https://openalex.org/W2985392712","https://openalex.org/W4388996947","https://openalex.org/W2798009317","https://openalex.org/W4382201653","https://openalex.org/W3203949288","https://openalex.org/W3133567596","https://openalex.org/W4312127319","https://openalex.org/W2998070955"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
