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MULDASA: Multifactor Lexical Sentiment Analysis of Social-Media Content in Nonstandard Arabic Social Media
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In: Applied Sciences; Volume 12; Issue 8; Pages: 3806 (2022)
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Abstract:
The semantically complicated Arabic natural vocabulary, and the shortage of available techniques and skills to capture Arabic emotions from text hinder Arabic sentiment analysis (ASA). Evaluating Arabic idioms that do not follow a conventional linguistic framework, such as contemporary standard Arabic (MSA), complicates an incredibly difficult procedure. Here, we define a novel lexical sentiment analysis approach for studying Arabic language tweets (TTs) from specialized digital media platforms. Many elements comprising emoji, intensifiers, negations, and other nonstandard expressions such as supplications, proverbs, and interjections are incorporated into the MULDASA algorithm to enhance the precision of opinion classifications. Root words in multidialectal sentiment LX are associated with emotions found in the content under study via a simple stemming procedure. Furthermore, a feature–sentiment correlation procedure is incorporated into the proposed technique to exclude viewpoints expressed that seem to be irrelevant to the area of concern. As part of our research into Saudi Arabian employability, we compiled a large sample of TTs in 6 different Arabic dialects. This research shows that this sentiment categorization method is useful, and that using all of the characteristics listed earlier improves the ability to accurately classify people’s feelings. The classification accuracy of the proposed algorithm improved from 83.84% to 89.80%. Our approach also outperformed two existing research projects that employed a lexical approach for the sentiment analysis of Saudi dialects.
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Keyword:
Arabic NLP; Arabic social media; lexical; Saudi dialects; sentiment analysis; Twitter
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URL: https://doi.org/10.3390/app12083806
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| 2 |
Beginning Moroccan Arabic (Darija): An OER Multimedia Textbook
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| 3 |
Advanced Moroccan Arabic (Darija): An OER Multimedia Textbook
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| 4 |
Towards a Dialect History of the Baggara Belt
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In: EISSN: 2226-471X ; Languages ; https://hal.archives-ouvertes.fr/hal-03334787 ; Languages, MDPI, 2021, 6 (3), pp.146 (1-17). ⟨10.3390/languages6030146⟩ (2021)
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| 5 |
On Interdental Fricatives in the First-Layer Dialects of Maghrebi Arabic
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In: ISSN: 1876-6633 ; Brill's Journal of Afroasiatic Languages and Linguistics ; https://hal.archives-ouvertes.fr/hal-03465827 ; Brill's Journal of Afroasiatic Languages and Linguistics, Brill, 2021 ; https://brill.com/view/journals/aall/13/2/article-p288_5.xml (2021)
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| 6 |
Improving Machine Translation of Arabic Dialects through Multi-Task Learning
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In: 20th International Conference Italian Association for Artificial Intelligence:AIxIA 2021 ; https://hal.archives-ouvertes.fr/hal-03435996 ; 20th International Conference Italian Association for Artificial Intelligence:AIxIA 2021, Dec 2021, MILAN/Virtual, Italy (2021)
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| 8 |
Towards a Dialect History of the Baggara Belt
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In: EISSN: 2226-471X ; Languages ; https://hal.archives-ouvertes.fr/hal-03334787 ; Languages, MDPI, 2021, 6 (3), pp.146 (1-17). ⟨10.3390/languages6030146⟩ (2021)
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| 9 |
A Historical Reconstruction of Some Pronominal Suffixes in Modern Dialectal Arabic
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In: Languages ; Volume 6 ; Issue 3 (2021)
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| 10 |
A Transformer-Based Neural Machine Translation Model for Arabic Dialects That Utilizes Subword Units
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In: Sensors ; Volume 21 ; Issue 19 (2021)
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| 11 |
The Old and the New: Considerations in Arabic Historical Dialectology
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In: Languages ; Volume 6 ; Issue 4 (2021)
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| 12 |
Contrastive Feature Typologies of Arabic Consonant Reflexes
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In: Languages ; Volume 6 ; Issue 3 (2021)
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| 13 |
The Southern Moroccan Dialects and the Hilā ; li Category
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In: Languages ; Volume 6 ; Issue 4 (2021)
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| 14 |
Mahdia Dialect: An Urban Vernacular in the Tunisian Sahel Context
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In: Languages ; Volume 6 ; Issue 3 (2021)
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| 15 |
Edición y traducción del texto ḥassāní manuscrito de la primera constitución mauritana ; Edition and translation of the Ḥassāní manuscript of the first Mauritanian constitution
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| 16 |
The production and perception of peripheral geminate/singleton coronal stop contrasts in Arabic
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ArAutoSenti: Automatic annotation and new tendencies for sentiment classification of Arabic messages
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| 18 |
Vowel unpredictability in Hijazi Arabic monosyllabic verbs
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In: Glossa: a journal of general linguistics; Vol 5, No 1 (2020); 32 ; 2397-1835 (2020)
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| 19 |
Le Dialecte Arabe de Rḥāmna (Maroc) ; The Arabic Dialect of Rḥāmna (Morocco)
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In: Al-Andalus AAM, 26 (2019) 03.1-14 (2020)
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| 20 |
Vowel Elision, Epenthesis and Metrical Systems in Bedouin Arabic Dialects
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