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Mining Trending Hash Tags for Arabic Sentiment Analysis

Yahya AlMurtadha
2018 International Journal of Advanced Computer Science and Applications  
Various sentiment methods were developed in many languages, such as English and Arabic with much more studies in the first one.  ...  People text millions of posts everyday on microblogging social networking especially Twitter which make microblogs a rich source for public opinions, customer's comments and reviews.  ...  Write retrieved tweets to a file for later processing.  ... 
doi:10.14569/ijacsa.2018.090227 fatcat:7kks4zz3vrccrcy7eqo2zn7qju

Cross-Lingual Relevance Transfer for Document Retrieval [article]

Peng Shi, Jimmy Lin
2019 arXiv   pre-print
, without any special processing, both for (non-English) mono-lingual retrieval as well as cross-lingual retrieval.  ...  Recent work has shown the surprising ability of multi-lingual BERT to serve as a zero-shot cross-lingual transfer model for a number of language processing tasks.  ...  We see different degrees of effectiveness gains across languages: for some languages (e.g., Chinese), we observe a large gain; for others (e.g., Arabic and French), the gains are more modest.  ... 
arXiv:1911.02989v1 fatcat:z5q67febnfcbzckxhwuwqn5hme

A Survey of Query Expansion Methods to Improve Relevant Search Engine Results

Nuhu Yusuf, Mohd Amin Mohd Yunus, Norfaradilla Wahid, Aida Mustapha, Mohd Najib Mohd Salleh
2021 International Journal on Advanced Science, Engineering and Information Technology  
Due to large volumes of documents available for retrieval in a search database, an intelligent method is required to retrieve relevant search results.  ...  A query expansion deals with expanding the query by adding additional information to the query for effective retrieving relevant results.  ...  In Arabic text retrieval, two sub-fields were found within our reviews, which are Quran and hadith. Moawad, Alromima, and Elgohary [7] present a query expansion for Arabic retrieval.  ... 
doi:10.18517/ijaseit.11.4.8868 fatcat:uljsx37ckrfjjljnxft27lqfsq

Arabic Information Retrieval

Kareem Darwish
2014 Foundations and Trends in Information Retrieval  
ACM Special Interest Group on Information Retrieval Forum, 40 (1). [56] Kareem Darwish, Walid Magdy, and Ahmed Mourad. 2012. Language processing for Arabic microblog retrieval.  ...  The survey covers: 1) general properties of the Arabic language; 2) some of the aspects of Arabic that affect retrieval; 3) Arabic processing necessary for effective Arabic retrieval; 4) Arabic retrieval  ... 
doi:10.1561/1500000031 fatcat:2nxjdu43erhdvbs35ykavrk76a

Preprocessing Arabic text on social media

Mohamed Osman Hegazi, Yasser Al-Dossari, Abdullah Al-Yahy, Abdulaziz Al-Sumari, Anwer Hilal
2021 Heliyon  
It provides an integrated solution for the challenges in preprocessing Arabic text on social media in four stages: data collection, cleaning, enrichment, and availability.  ...  Millions of people use social media for different purposes.  ...  Additional information No additional information is available for this paper.  ... 
doi:10.1016/j.heliyon.2021.e06191 pmid:33644469 pmcid:PMC7895730 fatcat:4yf4ziitnnb43imsnwl32w5asy

EveTAR: Building a Large-Scale Multi-Task Test Collection over Arabic Tweets [article]

Maram Hasanain, Reem Suwaileh, Tamer Elsayed, Mucahid Kutlu, Hind Almerekhi
2017 arXiv   pre-print
This article introduces a new language-independent approach for creating a large-scale high-quality test collection of tweets that supports multiple information retrieval (IR) tasks without running a shared-task  ...  Applying our methodology on Arabic tweets resulted in EveTAR , the first freely-available tweet test collection for multiple IR tasks.  ...  We would like to thank the crowd workers and in-house annotators for their valuable efforts in producing high-quality judgments of tweets.  ... 
arXiv:1708.05517v2 fatcat:bl75l7fx6bgh5gyqjge35upjgi


Amr Magdy, Louai Alarabi, Saif Al-Harthi, Mashaal Musleh, Thanaa M. Ghanem, Sohaib Ghani, Mohamed F. Mokbel
2014 Proceedings of the 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems - SIGSPATIAL '14  
This paper presents Taghreed; a full-fledged system for efficient and scalable querying, analyzing, and visualizing geotagged microblogs, e.g., tweets.  ...  Taghreed is the first system that addresses all these challenges collectively for microblogs data. In the paper, each system component is described in detail.  ...  Figure 5 shows another interface that employs query 7 to provide an analysis for language usage in Arab Gulf area using Twitter data.  ... 
doi:10.1145/2666310.2666397 dblp:conf/gis/0001AAMGGM14 fatcat:2rfszaz2y5hvzcjapghtysjo6e

Natural Language Processing for Dialectical Arabic: A Survey

Abdulhadi Shoufan, Sumaya Alameri
2015 Proceedings of the Second Workshop on Arabic Natural Language Processing  
This paper presents a wide literature review of natural language processing for dialectical Arabic. Four main research areas were identified and the dialect coverage in research work was outlined.  ...  The paper can be used as a quick reference to identify relevant contributions that address a specific NLP aspect for a specific dialect.  ...  Introduction The last ten years have experienced a growing interest in natural language processing for dialectical Arabic.  ... 
doi:10.18653/v1/w15-3205 dblp:conf/wanlp/ShoufanA15 fatcat:i5l3kkcdsjhi5arrmjlu5ibv34

Combining Character and Word Embeddings for Affect in Arabic Informal Social Media Microblogs [chapter]

Abdullah I. Alharbi, Mark Lee
2020 Lecture Notes in Computer Science  
Word representation models have been successfully applied in many natural language processing tasks, including sentiment analysis.  ...  When considering the use of Arabic in microblogs like Twitter, it is important to note that a variety of different linguistic domains are involved.  ...  Embedding Models After retrieving and pre-processing a massive number of tweets that are rich in Arabic affect-related words, we used this to generate a language model.  ... 
doi:10.1007/978-3-030-51310-8_20 fatcat:22j5o54zyvfllcnqubfts45eta

Geographical Latent Variable Models for Microblog Retrieval [chapter]

Alexander Kotov, Vineeth Rakesh, Eugene Agichtein, Chandan K. Reddy
2015 Lecture Notes in Computer Science  
geographical regions, little is known about their utility for information retrieval in general or microblog retrieval in particular.  ...  The experiments conducted on TREC microblog datasets demonstrate significant improvement in search accuracy of the proposed method over both the traditional probabilistic retrieval model and retrieval  ...  Related work Microblog retrieval.  ... 
doi:10.1007/978-3-319-16354-3_70 fatcat:lclga4ijovf45hd64jkemouq34

Sentiment Analysis of Arabic Tweets in e-Learning

Hamed AL-Rubaiee, Renxi Qiu, Khalid Alomar, Dayou Li
2016 Journal of Computer Science  
The results show that in Arabic, a sentiments SVM with an n-gram feature achieved higher accuracy than NB both with using negative and positive classes only and with the neutral class.  ...  In this study, we present the design and implementation of Arabic text classification in regard to university students' opinions through different algorithms such as Support Vector Machine (SVM) and Naive  ...  He would also like to thank the Saudi Arabian Cultural Bureau in London for its support in collecting the required data.  ... 
doi:10.3844/jcssp.2016.553.563 fatcat:2aeov2b2sveszfgd74qymaqdie

Temporal web dynamics and its application to information retrieval

Kira Radinsky, Fernando Diaz, Susan Dumais, Milad Shokouhi, Anlei Dong, Yi Chang
2013 Proceedings of the sixth ACM international conference on Web search and data mining - WSDM '13  
.  Operators for manipulating streams of interest  Filter  Link  Visualize E. Adar, M. Dontcheva, J. Fogarty and D. Weld. Zoetrope: Interacting with the ephemeral web.  ...   repeat process for multiple scales? [Rattenbury et al. 2007] Experiments  public photograph datasets (e.g. Flickr) often include rich space and time metadata.  ...  of a microblog corpus (Twitter)  ... 
doi:10.1145/2433396.2433500 dblp:conf/wsdm/RadinskyDDSDC13 fatcat:v3r5yqpnwjcezm35ux4v5eiyse

Towards Authorship Attribution in Arabic Short-Microblog Text

Kamal Mansour Jambi, Imtiaz Hussain Khan, Muazzam Ahmed Siddiqui, Salma Omar Alhaj
2021 IEEE Access  
One possible extension is to use pre-trained language models like AraBert, which has recently gained much popularity on the related NLP tasks.  ...  The problem is understudied in Arabic language especially for shorter text. This is an important research gap and hence worth exploring.  ...  Q2: How is the scalability affected in the authorship attribution on Arabic microblog? Q3: Which classification techniques are effective for authorship attribution on Arabic microblog?  ... 
doi:10.1109/access.2021.3112624 fatcat:dgbwsl6eybf7tfj4gybhgome2i

Sentiment Analysis of Arabic Slang Comments on Facebook

Taysir Hassan Soliman, M. A. Elmasry, A. Hedar, M. M. Doss
In addition, we propose a Gaussian kernel SVM classifier for Arabic slang language to classify Arabic news' comments on Facebook.  ...  Arabic slang language is widely used on social networks more than classical Arabic since most of the users of social networks are young-mid age.  ...  This is due to the reason that microblogs users use both slang language mixed with classical Arabic.  ... 
doi:10.24297/ijct.v12i5.2917 fatcat:z2uu24hvmvdgdh6eecmhzaunqi

CLIR for Informal Content in Arabic Forum Posts

Mossaab Bagdouri, Douglas W. Oard, Vittorio Castelli
2014 Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management - CIKM '14  
The field of Cross-Language Information Retrieval (CLIR) addresses the problem of finding documents in some language that are relevant to a question posed in a different language.  ...  This paper describes the development of a small test collection for this task, with questions posed in formal English and the documents consisting of intermixed formal and informal Arabic.  ...  We thank LDC and NIST for making the BOLT IR collection available to us.  ... 
doi:10.1145/2661829.2661924 dblp:conf/cikm/BagdouriOC14 fatcat:bhttz5djt5afdlh4zn4ouq6fru
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