{"id":"https://openalex.org/W4392096521","doi":"https://doi.org/10.1007/s13278-024-01206-z","title":"Detection of depressive comments on social media using RNN, LSTM, and random forest: comparison and optimization","display_name":"Detection of depressive comments on social media using RNN, LSTM, and random forest: comparison and optimization","publication_year":2024,"publication_date":"2024-02-23","ids":{"openalex":"https://openalex.org/W4392096521","doi":"https://doi.org/10.1007/s13278-024-01206-z"},"language":"en","primary_location":{"id":"doi:10.1007/s13278-024-01206-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13278-024-01206-z","pdf_url":null,"source":{"id":"https://openalex.org/S2764891196","display_name":"Social Network Analysis and Mining","issn_l":"1869-5450","issn":["1869-5450","1869-5469"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Social Network Analysis and Mining","raw_type":"journal-article"},"type":"article","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/A5093986291","display_name":"Manuel Kanahuati-Ceballos","orcid":null},"institutions":[{"id":"https://openalex.org/I86613570","display_name":"Universidad Panamericana","ror":"https://ror.org/01n1q0h77","country_code":"MX","type":"education","lineage":["https://openalex.org/I86613570"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Manuel Kanahuati-Ceballos","raw_affiliation_strings":["Universidad Panamericana, Facultad de Ingenier\u00eda, \u00c1lvaro del Portillo 49, Zapopan, Jalisco, 45010, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Panamericana, Facultad de Ingenier\u00eda, \u00c1lvaro del Portillo 49, Zapopan, Jalisco, 45010, Mexico","institution_ids":["https://openalex.org/I86613570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065119332","display_name":"Leonardo J. Valdivia","orcid":"https://orcid.org/0000-0001-7545-7441"},"institutions":[{"id":"https://openalex.org/I86613570","display_name":"Universidad Panamericana","ror":"https://ror.org/01n1q0h77","country_code":"MX","type":"education","lineage":["https://openalex.org/I86613570"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Leonardo J. Valdivia","raw_affiliation_strings":["Universidad Panamericana, Facultad de Ingenier\u00eda, \u00c1lvaro del Portillo 49, Zapopan, Jalisco, 45010, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Panamericana, Facultad de Ingenier\u00eda, \u00c1lvaro del Portillo 49, Zapopan, Jalisco, 45010, Mexico","institution_ids":["https://openalex.org/I86613570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5065119332"],"corresponding_institution_ids":["https://openalex.org/I86613570"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":9.3237,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.98311201,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"14","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9987000226974487,"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":0.9987000226974487,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12488","display_name":"Mental Health via Writing","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6817362904548645},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6116876006126404},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5880703926086426},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5207381248474121},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.42713651061058044},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.404826819896698},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.12773650884628296},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.08584818243980408}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6817362904548645},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6116876006126404},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5880703926086426},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5207381248474121},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.42713651061058044},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.404826819896698},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.12773650884628296},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.08584818243980408}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13278-024-01206-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13278-024-01206-z","pdf_url":null,"source":{"id":"https://openalex.org/S2764891196","display_name":"Social Network Analysis and Mining","issn_l":"1869-5450","issn":["1869-5450","1869-5469"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Social Network Analysis and Mining","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1980867644","https://openalex.org/W2143271226","https://openalex.org/W2158698691","https://openalex.org/W2766527491","https://openalex.org/W2804530640","https://openalex.org/W2979663154","https://openalex.org/W2982145560","https://openalex.org/W3158087093","https://openalex.org/W4210919583","https://openalex.org/W4288059834","https://openalex.org/W4296292763","https://openalex.org/W4321611949","https://openalex.org/W4386238158","https://openalex.org/W6762875499"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347","https://openalex.org/W4210805261"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":9}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
