{"id":"https://openalex.org/W3195703223","doi":"https://doi.org/10.1142/s0129065721500465","title":"A Knowledge-Based Deep Learning Architecture for Aspect-Based Sentiment Analysis","display_name":"A Knowledge-Based Deep Learning Architecture for Aspect-Based Sentiment Analysis","publication_year":2021,"publication_date":"2021-08-25","ids":{"openalex":"https://openalex.org/W3195703223","doi":"https://doi.org/10.1142/s0129065721500465","mag":"3195703223","pmid":"https://pubmed.ncbi.nlm.nih.gov/34435942"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065721500465","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065721500465","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5036405671","display_name":"Georgios Alexandridis","orcid":"https://orcid.org/0000-0002-3611-8292"},"institutions":[{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Georgios Alexandridis","raw_affiliation_strings":["Cultural Technology Department, University of the Aegean, University Hill, Mytilene 81100, Greece"],"affiliations":[{"raw_affiliation_string":"Cultural Technology Department, University of the Aegean, University Hill, Mytilene 81100, Greece","institution_ids":["https://openalex.org/I98805295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007509357","display_name":"John Aliprantis","orcid":"https://orcid.org/0000-0001-5324-4103"},"institutions":[{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"John Aliprantis","raw_affiliation_strings":["Cultural Technology Department, University of the Aegean, University Hill, Mytilene 81100, Greece"],"affiliations":[{"raw_affiliation_string":"Cultural Technology Department, University of the Aegean, University Hill, Mytilene 81100, Greece","institution_ids":["https://openalex.org/I98805295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074382388","display_name":"Konstantinos Michalakis","orcid":"https://orcid.org/0000-0002-5943-6613"},"institutions":[{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Konstantinos Michalakis","raw_affiliation_strings":["Cultural Technology Department, University of the Aegean, University Hill, Mytilene 81100, Greece"],"affiliations":[{"raw_affiliation_string":"Cultural Technology Department, University of the Aegean, University Hill, Mytilene 81100, Greece","institution_ids":["https://openalex.org/I98805295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107599459","display_name":"Konstantinos Korovesis","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Konstantinos Korovesis","raw_affiliation_strings":["Palo Services, 9, Chavriou Street, Athens 10562, Greece"],"affiliations":[{"raw_affiliation_string":"Palo Services, 9, Chavriou Street, Athens 10562, Greece","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010074074","display_name":"Panagiotis Tsantilas","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Panagiotis Tsantilas","raw_affiliation_strings":["Palo Services, 9, Chavriou Street, Athens 10562, Greece"],"affiliations":[{"raw_affiliation_string":"Palo Services, 9, Chavriou Street, Athens 10562, Greece","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091524866","display_name":"George Caridakis","orcid":"https://orcid.org/0000-0001-9884-935X"},"institutions":[{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"George Caridakis","raw_affiliation_strings":["Cultural Technology Department, University of the Aegean, University Hill, Mytilene 81100, Greece"],"affiliations":[{"raw_affiliation_string":"Cultural Technology Department, University of the Aegean, University Hill, Mytilene 81100, Greece","institution_ids":["https://openalex.org/I98805295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5036405671"],"corresponding_institution_ids":["https://openalex.org/I98805295"],"apc_list":null,"apc_paid":null,"fwci":3.2386,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.93198726,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"31","issue":"10","first_page":"2150046","last_page":"2150046"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","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/T10664","display_name":"Sentiment Analysis and Opinion Mining","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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.998199999332428,"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":0.9926000237464905,"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":0.8769757747650146},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.7003747224807739},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6099353432655334},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5683568716049194},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5563266277313232},{"id":"https://openalex.org/keywords/novelty","display_name":"Novelty","score":0.5187697410583496},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5174887180328369},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5088796615600586},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4694105386734009},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4602024257183075},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.44197311997413635},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14561498165130615}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8769757747650146},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.7003747224807739},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6099353432655334},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5683568716049194},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5563266277313232},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.5187697410583496},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5174887180328369},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5088796615600586},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4694105386734009},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4602024257183075},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.44197311997413635},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14561498165130615},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065721500465","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065721500465","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:34435942","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34435942","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1548346924","https://openalex.org/W1566256432","https://openalex.org/W1572063013","https://openalex.org/W2029685080","https://openalex.org/W2095705004","https://openalex.org/W2115023510","https://openalex.org/W2122522916","https://openalex.org/W2153225416","https://openalex.org/W2160660844","https://openalex.org/W2170414372","https://openalex.org/W2215376118","https://openalex.org/W2251648804","https://openalex.org/W2506173567","https://openalex.org/W2618067379","https://openalex.org/W2623607121","https://openalex.org/W2754300949","https://openalex.org/W2790309729","https://openalex.org/W2889544455","https://openalex.org/W2895547478","https://openalex.org/W2898642169","https://openalex.org/W2919115771","https://openalex.org/W2929472605","https://openalex.org/W2945830819","https://openalex.org/W2950627632","https://openalex.org/W2962741379","https://openalex.org/W2964288660","https://openalex.org/W2978088842","https://openalex.org/W2985056549","https://openalex.org/W2995912770","https://openalex.org/W3003681195","https://openalex.org/W3014805772","https://openalex.org/W3017637086","https://openalex.org/W3020334141","https://openalex.org/W3029831179","https://openalex.org/W3036066542","https://openalex.org/W3049767028","https://openalex.org/W3107721628","https://openalex.org/W3163014027","https://openalex.org/W3167861148","https://openalex.org/W4211186029"],"related_works":["https://openalex.org/W1992807924","https://openalex.org/W2393185060","https://openalex.org/W2087742606","https://openalex.org/W2096623622","https://openalex.org/W2013394905","https://openalex.org/W2357389193","https://openalex.org/W2172869578","https://openalex.org/W1981927350","https://openalex.org/W4256749497","https://openalex.org/W2002220135"],"abstract_inverted_index":{"The":[0,185,239],"task":[1,61],"of":[2,11,23,65,142,150,160,166,172,183,187,196,211,249,265],"sentiment":[3,33,96],"analysis":[4,97,237],"tries":[5],"to":[6,34,41,84,109,117,225,268],"predict":[7],"the":[8,21,30,55,59,63,77,90,95,101,135,148,155,162,170,181,188,193,197,209,213,215,236],"affective":[9],"state":[10],"a":[12,36,48,66,110,118,140,151,226,245],"document":[13,143],"by":[14],"examining":[15],"its":[16],"content":[17],"and":[18,114,129,164,169],"metadata":[19,144],"through":[20],"application":[22],"machine":[24,91],"learning":[25,92],"techniques.":[26],"Recent":[27],"advances":[28],"in":[29,62,82,94,154,180,192,259,278],"field":[31],"consider":[32],"be":[35],"multi-dimensional":[37],"quantity":[38],"that":[39,69,88,103,133,234,275],"pertains":[40],"different":[42],"interpretations":[43],"(or":[44],"aspects),":[45],"rather":[46],"than":[47],"single":[49],"one.":[50],"Based":[51],"on":[52,244],"earlier":[53],"research,":[54],"current":[56],"work":[57],"examines":[58],"said":[60],"framework":[64],"larger":[67],"architecture":[68,241],"crawls":[70],"documents":[71],"from":[72],"various":[73],"online":[74,281],"sources.":[75],"Subsequently,":[76],"collected":[78,156,247],"data":[79],"are":[80,107,115,145,223,276],"pre-processed,":[81],"order":[83],"extract":[85],"useful":[86],"features":[87,222],"assist":[89],"algorithms":[93],"task.":[98,238],"More":[99],"specifically,":[100],"words":[102],"comprise":[104],"each":[105],"text":[106],"mapped":[108],"neural":[111,232],"embedding":[112],"space":[113],"provided":[116,224],"hybrid,":[119],"bi-directional":[120],"long":[121],"short-term":[122],"memory":[123],"network,":[124],"coupled":[125],"with":[126,208,251],"convolutional":[127],"layers":[128],"an":[130,201],"attention":[131],"mechanism":[132],"outputs":[134],"final":[136],"textual":[137],"features.":[138],"Additionally,":[139],"number":[141,149,159],"extracted,":[146],"including":[147],"document's":[152],"repetitions":[153],"corpus":[157,248],"(i.e.":[158],"reposts/retweets),":[161],"frequency":[163],"type":[165],"emoji":[167],"ideograms":[168],"presence":[171],"keywords,":[173,199],"either":[174],"extracted":[175],"automatically":[176],"or":[177],"assigned":[178],"manually,":[179],"form":[182],"hashtags.":[184],"novelty":[186],"proposed":[189],"approach":[190],"lies":[191],"semantic":[194],"annotation":[195],"retrieved":[198],"since":[200],"ontology-based":[202],"knowledge":[203],"management":[204],"system":[205],"is":[206,242,264],"queried,":[207],"purpose":[210],"retrieving":[212],"classes":[214],"aforementioned":[216],"keywords":[217],"belong":[218],"to.":[219],"Finally,":[220],"all":[221],"fully":[227],"connected,":[228],"multi-layered,":[229],"feed-forward":[230],"artificial":[231],"network":[233],"performs":[235],"overall":[240],"compared,":[243],"manually":[246],"documents,":[250],"two":[252],"other":[253],"state-of-the-art":[254],"approaches,":[255],"achieving":[256],"optimal":[257],"results":[258],"identifying":[260],"negative":[261],"sentiment,":[262],"which":[263],"particular":[266],"interest":[267],"certain":[269],"parties":[270],"(like":[271],"for":[272],"example,":[273],"companies)":[274],"interested":[277],"measuring":[279],"their":[280],"reputation.":[282]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
