{"id":"https://openalex.org/W7216615631","doi":null,"title":"Text-based LSTM Networks for Automatic Thai Love Quotes Generation on Twitter","display_name":"Text-based LSTM Networks for Automatic Thai Love Quotes Generation on Twitter","publication_year":2018,"publication_date":"2018-12-24","ids":{"openalex":"https://openalex.org/W7216615631"},"language":"en","primary_location":{"id":"pmh:oai:ph01.tci-thaijo.org:article/162376","doi":null,"is_oa":true,"landing_page_url":"https://ph01.tci-thaijo.org/index.php/IT_Journal/article/view/162376","pdf_url":"https://ph01.tci-thaijo.org/index.php/IT_Journal/article/download/162376/117157","source":{"id":"https://openalex.org/S4210216299","display_name":"Information Technology Journal","issn_l":"1685-8573","issn":["1685-8573"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I82828225","host_organization_name":"King Mongkut's University of Technology North Bangkok","host_organization_lineage":["https://openalex.org/I82828225"],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"1685-8573","raw_type":"info:eu-repo/semantics/article"},"parent_works":[],"lineage":["https://openalex.org/W7216615631"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ph01.tci-thaijo.org/index.php/IT_Journal/article/download/162376/117157","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005193527","display_name":"Orathai Khongtum","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I86677382","display_name":"Silpakorn University","ror":"https://ror.org/02d0tyt78","country_code":"TH","type":"education","lineage":["https://openalex.org/I86677382"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Khongtum, Orathai","raw_affiliation_strings":["Department of Computing, Faculty of Science, Silpakorn University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Faculty of Science, Silpakorn University","institution_ids":["https://openalex.org/I86677382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029441560","display_name":"Nuttachot Promrit","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I86677382","display_name":"Silpakorn University","ror":"https://ror.org/02d0tyt78","country_code":"TH","type":"education","lineage":["https://openalex.org/I86677382"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Promrit, Nuttachot","raw_affiliation_strings":["Department of Computing, Faculty of Science, Silpakorn University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Faculty of Science, Silpakorn University","institution_ids":["https://openalex.org/I86677382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048965298","display_name":"Sajjaporn Waijanya","orcid":"https://orcid.org/0000-0002-8321-2679","observed_orcids":["https://orcid.org/0000-0002-8321-2679"]},"institutions":[{"id":"https://openalex.org/I86677382","display_name":"Silpakorn University","ror":"https://ror.org/02d0tyt78","country_code":"TH","type":"education","lineage":["https://openalex.org/I86677382"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Waijanya, Sajjaporn","raw_affiliation_strings":["Department of Computing, Faculty of Science, Silpakorn University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Faculty of Science, Silpakorn University","institution_ids":["https://openalex.org/I86677382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I86677382"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9643999934196472,"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":0.9643999934196472,"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":0.013100000098347664,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.012000000104308128,"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/twitter","display_name":"Twitter","score":0.5899999737739563},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.5519999861717224},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2Vec","score":0.9350000023841858},{"id":"https://openalex.org/keywords/word-embeddings","display_name":"word embeddings","score":0.5979999899864197},{"id":"https://openalex.org/keywords/love-songs","display_name":"love songs","score":0.597000002861023},{"id":"https://openalex.org/keywords/text-generation","display_name":"text generation","score":0.37400001287460327}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8622999787330627},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6642000079154968},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.6072999835014343},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5932000279426575},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5321999788284302},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4950999915599823},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.4666000008583069},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.43070000410079956},{"id":"https://openalex.org/C97137487","wikidata":"https://www.wikidata.org/wiki/Q729138","display_name":"Integer (computer science)","level":2,"score":0.3249000012874603},{"id":"https://openalex.org/C2985684807","wikidata":"https://www.wikidata.org/wiki/Q1513879","display_name":"Text generation","level":2,"score":0.2994999885559082}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ph01.tci-thaijo.org:article/162376","doi":null,"is_oa":true,"landing_page_url":"https://ph01.tci-thaijo.org/index.php/IT_Journal/article/view/162376","pdf_url":"https://ph01.tci-thaijo.org/index.php/IT_Journal/article/download/162376/117157","source":{"id":"https://openalex.org/S4210216299","display_name":"Information Technology Journal","issn_l":"1685-8573","issn":["1685-8573"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I82828225","host_organization_name":"King Mongkut's University of Technology North Bangkok","host_organization_lineage":["https://openalex.org/I82828225"],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"1685-8573","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ph01.tci-thaijo.org:article/162376","doi":null,"is_oa":true,"landing_page_url":"https://ph01.tci-thaijo.org/index.php/IT_Journal/article/view/162376","pdf_url":"https://ph01.tci-thaijo.org/index.php/IT_Journal/article/download/162376/117157","source":{"id":"https://openalex.org/S4210216299","display_name":"Information Technology Journal","issn_l":"1685-8573","issn":["1685-8573"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I82828225","host_organization_name":"King Mongkut's University of Technology North Bangkok","host_organization_lineage":["https://openalex.org/I82828225"],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"1685-8573","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7216615631.pdf","grobid_xml":"https://content.openalex.org/works/W7216615631.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3196906011","https://openalex.org/W4400895712","https://openalex.org/W4205670076","https://openalex.org/W2807700709","https://openalex.org/W3160842483","https://openalex.org/W3174198475","https://openalex.org/W2969413838","https://openalex.org/W3097544077","https://openalex.org/W4406222575","https://openalex.org/W2554704889"],"abstract_inverted_index":{"In":[0],"this":[1],"article,":[2],"we":[3,64],"propose":[4],"the":[5,28,38,114],"model":[6,23,62,132],"for":[7,140],"automatic":[8],"Thai":[9],"love":[10,43],"quotes":[11],"generation":[12],"on":[13],"Twitter":[14,35],"using":[15,119],"Text-based":[16],"LSTM":[17],"(Long":[18],"Short-Term":[19],"Memory)":[20],"Network.":[21],"This":[22,49],"is":[24,137,144],"designed":[25],"to":[26],"learn":[27],"relationship":[29],"of":[30,61,127,130],"words":[31,89,96,102,109,136,143],"in":[32],"sentences":[33,46,57],"from":[34,52,67],"tweets":[36],"with":[37,72,87,94,100,107,133],"hashtag":[39],"\u201clove":[40],"quotes\u201d":[41],"and":[42,104,139],"songs":[44],"3,097":[45],"28,749":[47],"words.":[48],"approach":[50],"differs":[51],"other":[53],"previous":[54],"research":[55],"about":[56],"generation.":[58],"The":[59,78,111,117,125],"process":[60],"training,":[63],"compare":[65],"Loss":[66],"2":[68,88,101,134],"input":[69,90,97,103,135,142],"formats":[70],"including":[71,83],"1)":[73,84],"Integer":[74],"value":[75,86,93],"2)":[76,91],"word2vec.":[77],"experimental":[79],"has":[80],"4":[81],"approaches":[82],"LSTM+Integer":[85,92],"3":[95,108,141],"3)":[98],"LSTM+Word2Vec":[99,106],"4)":[105],"input.":[110],"LSTM+word2vec":[112],"showed":[113],"lowest":[115],"Loss.":[116],"evaluation":[118],"Human-targeted":[120],"Translation":[121],"Edit":[122],"Rate":[123],"(HTER).":[124],"average":[126],"HTER":[128],"rate":[129],"LSTM+Word2vec":[131],"0.29":[138],"0.26":[145]},"counts_by_year":[],"updated_date":"2026-10-08T09:06:37.294493","created_date":"2026-10-03T00:00:00"}