Academic Journal
Lexicon-based sentiment analysis in texts using Formal Concept Analysis.
| العنوان: | Lexicon-based sentiment analysis in texts using Formal Concept Analysis. |
|---|---|
| المؤلفون: | Ojeda Hernández, Manuel, López-Rodríguez, Domingo, Mora-Bonilla, Ángel |
| بيانات النشر: | Elsevier |
| سنة النشر: | 2024 |
| المجموعة: | RIUMA - Repositorio Institucional de la Universidad de Málaga |
| مصطلحات موضوعية: | Emociones - Análisis, Análisis del discurso, Formal Concept Analysis (FCA), Lógica de Simplificaciones (LS), Minería de Texto, Análisis de Sentimientos, Deducción automática, Métodos de clausura |
| الوصف: | In this paper, we present a novel approach for sentiment analysis that uses Formal Concept Analysis (FCA) to create dictionaries for classification. Unlike other methods that rely on pre-defined lexicons, our approach allows for the creation of customised dictionaries that are tailored to the specific data and tasks. By using a dataset of tweets categorised into positive and negative polarity, we show that our approach achieves a better performance than other standard dictionaries. ; This research is partially supported by the State Agency of Research (AEI), the Spanish Ministry of Science, Innova-tion, and Universities (MCIU), the European Social Fund (FEDER), the Junta de Andalucía (JA), and the Universidad de Málaga (UMA) through the FPU19/01467 (MCIU) internship and the research projects with reference PGC2018-095869-B-I00, TIN2017-89023-P, PID2021-127870OB-I00 (MCIU/AEI/FEDER, UE) and UMA18-FEDERJA-001 (JA/ UMA/ FEDER, UE). |
| نوع الوثيقة: | article in journal/newspaper |
| اللغة: | Spanish; Castilian |
| Relation: | Ojeda-Hernández, M., López-Rodríguez, D., & Mora, Á. (2023). Lexicon-based sentiment analysis in texts using Formal Concept Analysis. International Journal of Approximate Reasoning, 155, 104–112.; https://hdl.handle.net/10630/29498 |
| DOI: | 10.1016/j.ijar.2023.02.001 |
| الاتاحة: | https://hdl.handle.net/10630/29498 https://doi.org/10.1016/j.ijar.2023.02.001 |
| Rights: | info:eu-repo/semantics/openAccess ; http://creativecommons.org/licenses/by-nc-nd/4.0/ ; Attribution-NonCommercial-NoDerivatives 4.0 Internacional |
| رقم الانضمام: | edsbas.D741C8AA |
| قاعدة البيانات: | BASE |
| ResultId |
1 |
|---|---|
| Header |
edsbas BASE edsbas.D741C8AA 995 3 Academic Journal academicJournal 995.377258300781 |
| PLink |
https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&scope=site&db=edsbas&AN=edsbas.D741C8AA&custid=s6537998&authtype=sso |
| FullText |
Array
(
[Availability] => 0
)
Array ( [0] => Array ( [Url] => https://hdl.handle.net/10630/29498# [Name] => EDS - BASE [Category] => fullText [Text] => View record in BASE [MouseOverText] => View record in BASE ) ) |
| Items |
Array
(
[Name] => Title
[Label] => Title
[Group] => Ti
[Data] => Lexicon-based sentiment analysis in texts using Formal Concept Analysis.
)
Array ( [Name] => Author [Label] => Authors [Group] => Au [Data] => <searchLink fieldCode="AR" term="%22Ojeda+Hernández%2C+Manuel%22">Ojeda Hernández, Manuel</searchLink><br /><searchLink fieldCode="AR" term="%22López-Rodríguez%2C+Domingo%22">López-Rodríguez, Domingo</searchLink><br /><searchLink fieldCode="AR" term="%22Mora-Bonilla%2C+Ángel%22">Mora-Bonilla, Ángel</searchLink> ) Array ( [Name] => Publisher [Label] => Publisher Information [Group] => PubInfo [Data] => Elsevier ) Array ( [Name] => DatePubCY [Label] => Publication Year [Group] => Date [Data] => 2024 ) Array ( [Name] => Subset [Label] => Collection [Group] => HoldingsInfo [Data] => RIUMA - Repositorio Institucional de la Universidad de Málaga ) Array ( [Name] => Subject [Label] => Subject Terms [Group] => Su [Data] => <searchLink fieldCode="DE" term="%22Emociones+-+Análisis%22">Emociones - Análisis</searchLink><br /><searchLink fieldCode="DE" term="%22Análisis+del+discurso%22">Análisis del discurso</searchLink><br /><searchLink fieldCode="DE" term="%22Formal+Concept+Analysis+%28FCA%29%22">Formal Concept Analysis (FCA)</searchLink><br /><searchLink fieldCode="DE" term="%22Lógica+de+Simplificaciones+%28LS%29%22">Lógica de Simplificaciones (LS)</searchLink><br /><searchLink fieldCode="DE" term="%22Minería+de+Texto%22">Minería de Texto</searchLink><br /><searchLink fieldCode="DE" term="%22Análisis+de+Sentimientos%22">Análisis de Sentimientos</searchLink><br /><searchLink fieldCode="DE" term="%22Deducción+automática%22">Deducción automática</searchLink><br /><searchLink fieldCode="DE" term="%22Métodos+de+clausura%22">Métodos de clausura</searchLink> ) Array ( [Name] => Abstract [Label] => Description [Group] => Ab [Data] => In this paper, we present a novel approach for sentiment analysis that uses Formal Concept Analysis (FCA) to create dictionaries for classification. Unlike other methods that rely on pre-defined lexicons, our approach allows for the creation of customised dictionaries that are tailored to the specific data and tasks. By using a dataset of tweets categorised into positive and negative polarity, we show that our approach achieves a better performance than other standard dictionaries. ; This research is partially supported by the State Agency of Research (AEI), the Spanish Ministry of Science, Innova-tion, and Universities (MCIU), the European Social Fund (FEDER), the Junta de Andalucía (JA), and the Universidad de Málaga (UMA) through the FPU19/01467 (MCIU) internship and the research projects with reference PGC2018-095869-B-I00, TIN2017-89023-P, PID2021-127870OB-I00 (MCIU/AEI/FEDER, UE) and UMA18-FEDERJA-001 (JA/ UMA/ FEDER, UE). ) Array ( [Name] => TypeDocument [Label] => Document Type [Group] => TypDoc [Data] => article in journal/newspaper ) Array ( [Name] => Language [Label] => Language [Group] => Lang [Data] => Spanish; Castilian ) Array ( [Name] => NoteTitleSource [Label] => Relation [Group] => SrcInfo [Data] => Ojeda-Hernández, M., López-Rodríguez, D., & Mora, Á. (2023). Lexicon-based sentiment analysis in texts using Formal Concept Analysis. International Journal of Approximate Reasoning, 155, 104–112.; https://hdl.handle.net/10630/29498 ) Array ( [Name] => DOI [Label] => DOI [Group] => ID [Data] => 10.1016/j.ijar.2023.02.001 ) Array ( [Name] => URL [Label] => Availability [Group] => URL [Data] => https://hdl.handle.net/10630/29498<br />https://doi.org/10.1016/j.ijar.2023.02.001 ) Array ( [Name] => Copyright [Label] => Rights [Group] => Cpyrght [Data] => info:eu-repo/semantics/openAccess ; http://creativecommons.org/licenses/by-nc-nd/4.0/ ; Attribution-NonCommercial-NoDerivatives 4.0 Internacional ) Array ( [Name] => AN [Label] => Accession Number [Group] => ID [Data] => edsbas.D741C8AA ) |
| RecordInfo |
Array
(
[BibEntity] => Array
(
[Identifiers] => Array
(
[0] => Array
(
[Type] => doi
[Value] => 10.1016/j.ijar.2023.02.001
)
)
[Languages] => Array
(
[0] => Array
(
[Text] => Spanish; Castilian
)
)
[Subjects] => Array
(
[0] => Array
(
[SubjectFull] => Emociones - Análisis
[Type] => general
)
[1] => Array
(
[SubjectFull] => Análisis del discurso
[Type] => general
)
[2] => Array
(
[SubjectFull] => Formal Concept Analysis (FCA)
[Type] => general
)
[3] => Array
(
[SubjectFull] => Lógica de Simplificaciones (LS)
[Type] => general
)
[4] => Array
(
[SubjectFull] => Minería de Texto
[Type] => general
)
[5] => Array
(
[SubjectFull] => Análisis de Sentimientos
[Type] => general
)
[6] => Array
(
[SubjectFull] => Deducción automática
[Type] => general
)
[7] => Array
(
[SubjectFull] => Métodos de clausura
[Type] => general
)
)
[Titles] => Array
(
[0] => Array
(
[TitleFull] => Lexicon-based sentiment analysis in texts using Formal Concept Analysis.
[Type] => main
)
)
)
[BibRelationships] => Array
(
[HasContributorRelationships] => Array
(
[0] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => Ojeda Hernández, Manuel
)
)
)
[1] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => López-Rodríguez, Domingo
)
)
)
[2] => Array
(
[PersonEntity] => Array
(
[Name] => Array
(
[NameFull] => Mora-Bonilla, Ángel
)
)
)
)
[IsPartOfRelationships] => Array
(
[0] => Array
(
[BibEntity] => Array
(
[Dates] => Array
(
[0] => Array
(
[D] => 01
[M] => 01
[Type] => published
[Y] => 2024
)
)
[Identifiers] => Array
(
[0] => Array
(
[Type] => issn-locals
[Value] => edsbas
)
[1] => Array
(
[Type] => issn-locals
[Value] => edsbas.oa
)
)
)
)
)
)
)
|
| IllustrationInfo |