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PADIC: extension and new experiments
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In: 7th International Conference on Advanced Technologies ; 7th International Conference on Advanced Technologies ICAT ; https://hal.archives-ouvertes.fr/hal-01718858 ; 7th International Conference on Advanced Technologies ICAT, Apr 2018, Antalya, Turkey (2018)
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A Combined CNN and LSTM Model for Arabic Sentiment Analysis
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In: Lecture Notes in Computer Science ; 2nd International Cross-Domain Conference for Machine Learning and Knowledge Extraction (CD-MAKE) ; https://hal.inria.fr/hal-02060041 ; 2nd International Cross-Domain Conference for Machine Learning and Knowledge Extraction (CD-MAKE), Aug 2018, Hamburg, Germany. pp.179-191, ⟨10.1007/978-3-319-99740-7_12⟩ (2018)
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Abstract:
Part 2: MAKE-Text ; International audience ; Deep neural networks have shown good data modelling capabilities when dealing with challenging and large datasets from a wide range of application areas. Convolutional Neural Networks (CNNs) offer advantages in selecting good features and Long Short-Term Memory (LSTM) networks have proven good abilities of learning sequential data. Both approaches have been reported to provide improved results in areas such image processing, voice recognition, language translation and other Natural Language Processing (NLP) tasks. Sentiment classification for short text messages from Twitter is a challenging task, and the complexity increases for Arabic language sentiment classification tasks because Arabic is a rich language in morphology. In addition, the availability of accurate pre-processing tools for Arabic is another current limitation, along with limited research available in this area. In this paper, we investigate the benefits of integrating CNNs and LSTMs and report obtained improved accuracy for Arabic sentiment analysis on different datasets. Additionally, we seek to consider the morphological diversity of particular Arabic words by using different sentiment classification levels.
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Keyword:
[INFO]Computer Science [cs]; [SHS.INFO]Humanities and Social Sciences/Library and information sciences; Arabic sentiment classification; CNN; LSTM; Natural Language Processing(NLP)
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URL: https://hal.inria.fr/hal-02060041
https://doi.org/10.1007/978-3-319-99740-7_12
https://hal.inria.fr/hal-02060041/document
https://hal.inria.fr/hal-02060041/file/472936_1_En_12_Chapter.pdf
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| 4 |
CinemAfriq@BU Film Series: Viva Laldjérie film (poster and promo)
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| 5 |
Processing Tools for Greek and Other Languages of the Christian Middle East
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In: EISSN: 2416-5999 ; Journal of Data Mining and Digital Humanities ; https://hal.archives-ouvertes.fr/hal-01671592 ; Journal of Data Mining and Digital Humanities, Episciences.org, 2018, Special Issue on Computer-Aided Processing of Intertextuality in Ancient Languages (2018)
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| 6 |
Building a syntactic-semantic interface for a semi-automatically generated TAG for Arabic
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In: ISSN: 1683-3198 ; International Arab Journal of Information Technology ; https://hal.archives-ouvertes.fr/hal-01809771 ; International Arab Journal of Information Technology, Colleges of Computing and Information Society (CCIS), In press ; http://www.iajit.org/ (2018)
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| 7 |
Berber Etymologies in Maltese
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In: ISSN: 2421-9835 ; International Journal of Arabic Linguistics ; https://halshs.archives-ouvertes.fr/halshs-01966533 ; International Journal of Arabic Linguistics, 2018, 4 (1), pp.190-223 ; https://revues.imist.ma/index.php?journal=IJAL&page=article&op=view&path%5B%5D=12894&path%5B%5D=7163 (2018)
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| 8 |
Ḥassāniyya Arabic in contact with Berber: The case of quadriliteral verbs ; L'arabe ḥassāniyya au contact du berbère : le cas des verbes quadrilitères
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In: Arabic in Contact ; https://halshs.archives-ouvertes.fr/halshs-03087750 ; Stefano Manfredi; Mauro Tosco. Arabic in Contact, 6, John Benjamins, pp.136-159, 2018, Studies in Arabic Linguistics, 978 90 272 0135 5 (2018)
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| 10 |
A semi-automatically generated TAG for Arabic: Dealing with linguistic phenomena
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In: 19th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing 2018) ; https://hal.archives-ouvertes.fr/hal-01762597 ; 19th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing 2018), Mar 2018, Hanoi, Vietnam (2018)
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| 11 |
The Amazigh influence on Moroccan Arabic: Phonological and morphological borrowing
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In: ISSN: 2421-9835 ; International Journal of Arabic Linguistics ; https://halshs.archives-ouvertes.fr/halshs-01798660 ; International Journal of Arabic Linguistics, 2018, Arabic-Amazigh contact, 4 (1), pp.39-58 ; http://revues.imist.ma/index.php?journal=IJAL&page=article&op=view&path%5B%5D=12890 (2018)
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| 12 |
Which language for understanding and practicing Islam in multilingual Europe? Case studies from immigrants from the Indian sub-continent & Suriname
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In: European languages as Muslim lingua francas ; https://hal.archives-ouvertes.fr/hal-01942135 ; European languages as Muslim lingua francas, Prof. Dr. Michael Kemper, University of Amsterdam, Dec 2018, Amsterdam, Netherlands ; http://www.uva.nl/en/shared-content/faculteiten/en/faculteit-der-geesteswetenschappen/events/conferences/2018/12/european-languages-as-muslim-lingua-francas.html (2018)
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| 13 |
Unsupervised Creation of Normalisation Dictionaries for Micro-Blogs in Arabic, French and English
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In: 19th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing 2018) ; https://hal.archives-ouvertes.fr/hal-01795348 ; 19th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing 2018), Mar 2018, Hanoi, Vietnam (2018)
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| 14 |
Alignment of comparable documents: comparison of similarity measures on French-English-Arabic data
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In: ISSN: 1351-3249 ; EISSN: 1469-8110 ; Natural Language Engineering ; https://hal.archives-ouvertes.fr/hal-01819710 ; Natural Language Engineering, Cambridge University Press (CUP), 2018, 24 (5), pp.677-694. ⟨10.1017/S1351324918000232⟩ (2018)
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| 15 |
Turkish spoken in transnational families (Antioch, Paris, Berlin)
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In: The Fifth International Congress of Turkology. Turks and Turkic Peoples Among Others - Others Among Turks and Turkic Peoples ; https://hal.archives-ouvertes.fr/hal-02437106 ; The Fifth International Congress of Turkology. Turks and Turkic Peoples Among Others - Others Among Turks and Turkic Peoples, Université de Varsovie, Sep 2018, Varsovie, Poland (2018)
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| 16 |
Critical description of TA linguistic resources
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In: ISSN: 1877-0509 ; EISSN: 1877-0509 ; Procedia Computer Science ; https://hal.archives-ouvertes.fr/hal-02869839 ; Procedia Computer Science, Elsevier, 2018, 142, pp.230-237. ⟨10.1016/j.procs.2018.10.480⟩ (2018)
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| 17 |
Preposed topic specification in Berber: An innovation induced by contact with Arabic
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In: International Journal of Arabic Linguistics (IJAL) ; https://hal.archives-ouvertes.fr/hal-01914338 ; International Journal of Arabic Linguistics (IJAL), 2018, 4, pp.138 - 162 (2018)
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| 18 |
Environnement et sociétés traditionnelles en Jordanie du Sud
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In: Domestication de l'eau de pluie en méditerranée et implications sociétales ; https://hal.archives-ouvertes.fr/hal-01847194 ; Domestication de l'eau de pluie en méditerranée et implications sociétales, Saba Farès, May 2018, Aix-en-Provence, France (2018)
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| 19 |
L’« unité du sujet » et la citoyenneté, comme objectifs de l’enseignement institutionnel des langues-cultures en France ?
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In: ISSN: 0023-8376 ; Les Langues Modernes ; https://hal-univ-perp.archives-ouvertes.fr/hal-02123052 ; Les Langues Modernes, Association des professeurs de langues vivantes (APLV), 2018 (2018)
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| 20 |
Evaluation of speech unit modelling for HMM-based speech synthesis for Arabic
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In: ISSN: 1381-2416 ; EISSN: 1572-8110 ; International Journal of Speech Technology ; https://hal.inria.fr/hal-01936963 ; International Journal of Speech Technology, Springer Verlag, 2018, pp.1-12. ⟨10.1007/s10772-018-09558-6⟩ (2018)
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