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	<title>WEBREVIEW</title>
	<link>http://www.webreview.dz/</link>
	<description>Webreview est un site f&#233;d&#233;rateur des revues scientifiques. Il met &#224; la disposition des utilisateurs un ensemble de revues scientifiques alg&#233;riennes couvrant tous les domaines. Webreview est ouvert &#224; toute revue d&#233;sireuse de publier son contenu en ligne soit en mode d'acc&#232;s complet ou restreint permettant ainsi la valorisation de la recherche scientifique en Alg&#233;rie. Webreview et un projet d&#233;velopp&#233; par le CERIST au sein de la Division Recherche et D&#233;veloppement en Sciences de l'Information. Pour contacter Webreview par &#233;mail : webreview@mail.cerist.dz Pour contacter Webreview par courrier, fax ou t&#233;l&#233;phone : Centre de Recherche sur l'Information Scientifique et Technique (CERIST) Rue des 03 fr&#232;res AISSOU, Ben-Aknoun, Alger, Alg&#233;rie T&#233;l/Fax : +(213)(0) 21.91.21.98</description>
	<language>fr</language>
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<item xml:lang="fr">
		<title>Genesis of a &#8220;Diophantine equation&#8221; in Arabic mathematics.</title>
		<link>http://www.webreview.dz/spip.php?article3124</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article3124</guid>
		<dc:date>2020-12-22T16:07:35Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Foued Nafti, Khaled Kchir, Saif-Eddin Toumi</dc:creator>


		<dc:subject>Arabic mathematics</dc:subject>
		<dc:subject>The number theory</dc:subject>
		<dc:subject>Diophantus</dc:subject>
		<dc:subject>al-Khazin</dc:subject>
		<dc:subject>Ibn al-Laith</dc:subject>
		<dc:subject>Al-Karaji</dc:subject>
		<dc:subject>Al-Baghdadi</dc:subject>
		<dc:subject>Al-Khalla&#7789;</dc:subject>
		<dc:subject>Fibonacci</dc:subject>
		<dc:subject>Fermat</dc:subject>
		<dc:subject>Euler</dc:subject>
		<dc:subject>Frenecle</dc:subject>

		<description>
&lt;p&gt;We intend in this paper to outline one part of the number theory genesis relatively to the equation : a square plus/minus a number equals a square focusing on the Arabic mathematicians' works, like, for example, those of al-Khazin, Ibn al- Laith, al-Karaji, al-Baghdadi and al-Khallat. We will then briefly describe the occidental tradition relative to his subject threw the works of Fibonacci, Fermat, Frenecle, Euler, and (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique519" rel="directory"&gt;Num&#233;ro 01&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot10950" rel="tag"&gt;Arabic mathematics&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10951" rel="tag"&gt;The number theory&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10952" rel="tag"&gt;Diophantus&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10953" rel="tag"&gt;al-Khazin&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10954" rel="tag"&gt;Ibn al-Laith&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10955" rel="tag"&gt;Al-Karaji&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10956" rel="tag"&gt;Al-Baghdadi&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10957" rel="tag"&gt;Al-Khalla&#7789;&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10958" rel="tag"&gt;Fibonacci&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10959" rel="tag"&gt;Fermat&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10960" rel="tag"&gt;Euler&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10961" rel="tag"&gt;Frenecle&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;We intend in this paper to outline one part of the number theory genesis relatively to the equation : a square plus/minus a number equals a square focusing on the Arabic mathematicians' works, like, for example, those of al-Khazin, Ibn al- Laith, al-Karaji, al-Baghdadi and al-Khallat. We will then briefly describe the occidental tradition relative to his subject threw the works of Fibonacci, Fermat, Frenecle, Euler, and others.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
		<enclosure url="http://www.webreview.dz/IMG/pdf/chapter_7_foued_nafti.pdf" length="281980" type="application/pdf" />
		

	</item>
<item xml:lang="fr">
		<title>MAMCTA Multi-Agent Model for Counter Terrorism Actions</title>
		<link>http://www.webreview.dz/spip.php?article3123</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article3123</guid>
		<dc:date>2020-12-22T15:59:56Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Issam Nouaouri, Kamel Akrout, Lamjed Ben Said, Mouna Belhaj, Oussama Kebir</dc:creator>


		<dc:subject>Multi-agent</dc:subject>
		<dc:subject>terrorism</dc:subject>
		<dc:subject>Attacks</dc:subject>
		<dc:subject>Model</dc:subject>
		<dc:subject>Modern war</dc:subject>
		<dc:subject>Irregular war</dc:subject>
		<dc:subject>Organization</dc:subject>

		<description>
&lt;p&gt;Today, the world is affected by a new concept of war called terrorism. As plans to face conventional enemies have become unusual against terrorism, there are a necessity for innovative concepts and technologies. In order to support units, we aim to upgrade the capability of leaders structuring their choices. In this paper, we offer a multi-agent architecture for the planning of actions against terrorist attacks. It is distinguished by decisive policy responses and methodical procedures for (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique519" rel="directory"&gt;Num&#233;ro 01&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot10944" rel="tag"&gt;Multi-agent&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10945" rel="tag"&gt;terrorism&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10946" rel="tag"&gt;Attacks&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot7845" rel="tag"&gt;Model&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10947" rel="tag"&gt;Modern war&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10948" rel="tag"&gt;Irregular war&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10949" rel="tag"&gt;Organization&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;Today, the world is affected by a new concept of war called terrorism. As plans to face conventional enemies have become unusual against terrorism, there are a necessity for innovative concepts and technologies. In order to support units, we aim to upgrade the capability of leaders structuring their choices. In this paper, we offer a multi-agent architecture for the planning of actions against terrorist attacks. It is distinguished by decisive policy responses and methodical procedures for managing the situation, as well as by the flexibility to adapt a contingency scenario. We describe the relationship between actors during a terrorist attack in order to establish the best possible distribution of units to neutralize the enemy.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
		<enclosure url="http://www.webreview.dz/IMG/pdf/chapter_6_oussama_kebir.pdf" length="596313" type="application/pdf" />
		

	</item>
<item xml:lang="fr">
		<title>The dominant interest of structuring environmental scanning systems : mapping of 20 years of research in Tunisia.</title>
		<link>http://www.webreview.dz/spip.php?article3122</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article3122</guid>
		<dc:date>2020-12-22T15:31:57Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Maroua HAMMAMI, Souad KAMOUN CHOUK</dc:creator>


		<dc:subject>Environmental Strategic Scanning (ESS)</dc:subject>
		<dc:subject>Competitive Intelligence (CI)</dc:subject>
		<dc:subject>Scientific and technical information (STI)</dc:subject>
		<dc:subject>Technical scientific Environmental scanning</dc:subject>
		<dc:subject>Environment uncertainty</dc:subject>
		<dc:subject>Artificial intelligence</dc:subject>
		<dc:subject>Data visualization</dc:subject>

		<description>
&lt;p&gt;Through this study, we propose an overview of two decades of research on Strategic Environmental Scanning (ESS) and competitive intelligence (CI) in Tunisia. A particular attention is given to Scientific and Technical Scanning (STS) as part of SES practices and as a strong support to R&amp;D activity and trigger of innovation. The objective of this work is to fill a gap faced by academic researchers interested in issues related to this field of research. The scarcity of meta-analyses within (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique519" rel="directory"&gt;Num&#233;ro 01&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot10937" rel="tag"&gt;Environmental Strategic Scanning (ESS)&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10938" rel="tag"&gt;Competitive Intelligence (CI)&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10939" rel="tag"&gt;Scientific and technical information (STI)&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10940" rel="tag"&gt;Technical scientific Environmental scanning&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10941" rel="tag"&gt;Environment uncertainty&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10942" rel="tag"&gt;Artificial intelligence&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10943" rel="tag"&gt;Data visualization&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;Through this study, we propose an overview of two decades of research on Strategic Environmental Scanning (ESS) and competitive intelligence (CI) in Tunisia. A particular attention is given to Scientific and Technical Scanning (STS) as part of SES practices and as a strong support to R&amp;D activity and trigger of innovation. The objective of this work is to fill a gap faced by academic researchers interested in issues related to this field of research. The scarcity of meta-analyses within the literature review and retrospective studies could be an obstacle to the cumulative nature of the research and the capitalization of actionable knowledge from the various investigations.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
		<enclosure url="http://www.webreview.dz/IMG/pdf/chapter_5_souad_kamoun_chouk.pdf" length="715194" type="application/pdf" />
		

	</item>
<item xml:lang="fr">
		<title>Cartographic Visualization of personalized Scientific Alerts</title>
		<link>http://www.webreview.dz/spip.php?article3121</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article3121</guid>
		<dc:date>2020-12-22T15:02:21Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Anja Habacha Chaibi, Hajjami Ben Ghezala Henda , Nedra Ibrahim</dc:creator>


		<dc:subject>scientometrics</dc:subject>
		<dc:subject>scientific quality</dc:subject>
		<dc:subject>cartographic visualization</dc:subject>
		<dc:subject>personalization</dc:subject>
		<dc:subject>scientific watch</dc:subject>
		<dc:subject>Academic social networks</dc:subject>

		<description>
&lt;p&gt;Different diffusion tools within collaborative networks provide to researchers more and recent information. In this paper, we focus on the scientific quality of diffused information and discuss the implications of this tendency for scientific performance. We propose a qualitative scientific watch system enriched by an alerts' personalization and cartographic visualization tools. The proposed watch system is based on scientific quality evaluation in its different parts. Scientific quality (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique519" rel="directory"&gt;Num&#233;ro 01&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot10931" rel="tag"&gt;scientometrics&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10932" rel="tag"&gt;scientific quality&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10933" rel="tag"&gt;cartographic visualization&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10934" rel="tag"&gt;personalization&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10935" rel="tag"&gt;scientific watch&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10936" rel="tag"&gt;Academic social networks&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;Different diffusion tools within collaborative networks provide to researchers more and recent information. In this paper, we focus on the scientific quality of diffused information and discuss the implications of this tendency for scientific performance. We propose a qualitative scientific watch system enriched by an alerts' personalization and cartographic visualization tools. The proposed watch system is based on scientific quality evaluation in its different parts. Scientific quality evaluation is made by the mean of scientometric indicators to select qualitative new publications to diffuse to the researchers. The integration of personalization tool helps researchers on identifying qualitative information which corresponds to their needs. Moreover, the cartographic visualization provides to the researchers the possibility of analyzing and choosing more quickly interesting and useful alerts.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
		<enclosure url="http://www.webreview.dz/IMG/pdf/chapter_4_nedra_ibrahim.pdf" length="456502" type="application/pdf" />
		

	</item>
<item xml:lang="fr">
		<title>Meta-heuristic algorithms for the multi-item transshipment problem</title>
		<link>http://www.webreview.dz/spip.php?article3120</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article3120</guid>
		<dc:date>2020-12-22T14:51:17Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Lamjed Ben Said, Mohamed Hmidena, Noomen Selmia</dc:creator>


		<dc:subject>multi-item</dc:subject>
		<dc:subject>multi-location</dc:subject>
		<dc:subject>transshipment problem</dc:subject>
		<dc:subject>Particle swarm optimization</dc:subject>
		<dc:subject>Differential Evolution</dc:subject>

		<description>
&lt;p&gt;Differential Evolution (DE) and the Particle Swarm Optimization (PSO) are two evolutionary algorithms that confirmed their efficiency in resolving complex problems. In this paper, we intend to adopt these algorithms to resolve a complex inventory management problem, known in the literature by the transshipment problem. This problem concerns network of collaborative retailers selling items and they collaborate by exchanging items between them. The transshipment problem consists in deriving (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique519" rel="directory"&gt;Num&#233;ro 01&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot10927" rel="tag"&gt;multi-item&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10928" rel="tag"&gt;multi-location&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10929" rel="tag"&gt;transshipment problem&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10930" rel="tag"&gt;Particle swarm optimization&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot9226" rel="tag"&gt;Differential Evolution&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;Differential Evolution (DE) and the Particle Swarm Optimization (PSO) are two evolutionary algorithms that confirmed their efficiency in resolving complex problems. In this paper, we intend to adopt these algorithms to resolve a complex inventory management problem, known in the literature by the transshipment problem. This problem concerns network of collaborative retailers selling items and they collaborate by exchanging items between them. The transshipment problem consists in deriving the optimal replenishment quantity, for each retailer, while a transshipment policy is adopted. A huge body of literature works has addressed this problem where several configurations are investigated. A few of them has addressed the multiitem and the multi-location configuration because of its complexity. We focus in this paper on this complex configuration and we resolve it by the PSO and DE algorithms. Secondly, we compare between the performances of these algorithms according to a set of criteria. Thirdly, we analysis the impact of the studiedtransshipment parameters on the inventory system performance measures.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
		<enclosure url="http://www.webreview.dz/IMG/pdf/chapter_3_noomen_selmi.pdf" length="590803" type="application/pdf" />
		

	</item>
<item xml:lang="fr">
		<title>Optimized Sentiments analysis Approach, Based On Aspects, Attention and Subjectivity notions For Textual Business Intelligence</title>
		<link>http://www.webreview.dz/spip.php?article3119</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article3119</guid>
		<dc:date>2020-12-22T14:41:57Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Hammou FADILI</dc:creator>


		<dc:subject>Machine learning</dc:subject>
		<dc:subject>Modeling and prediction</dc:subject>
		<dc:subject>Natural language processing</dc:subject>
		<dc:subject>Neural models</dc:subject>
		<dc:subject>Semantics</dc:subject>
		<dc:subject>Sentiments analysis</dc:subject>
		<dc:subject>Text mining</dc:subject>

		<description>
&lt;p&gt;This article presents the results obtained in applying an innovative and optimized approach to textual semantic analysis in the service of decision-making. Significant improvements have been made in the existing procedures of sentiment and recommendation analysis, and in opinions mining, to enable better-motivated decisions and benefit from big data. These improvements concerned, especially, the support of the notions of aspects, attention and subjectivity to lighten the treatments, well (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique519" rel="directory"&gt;Num&#233;ro 01&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot10922" rel="tag"&gt;Machine learning&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10923" rel="tag"&gt;Modeling and prediction&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10918" rel="tag"&gt;Natural language processing&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10924" rel="tag"&gt;Neural models&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10925" rel="tag"&gt;Semantics&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10926" rel="tag"&gt;Sentiments analysis&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot7169" rel="tag"&gt;Text mining&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;This article presents the results obtained in applying an innovative and optimized approach to textual semantic analysis in the service of decision-making. Significant improvements have been made in the existing procedures of sentiment and recommendation analysis, and in opinions mining, to enable better-motivated decisions and benefit from big data. These improvements concerned, especially, the support of the notions of aspects, attention and subjectivity to lighten the treatments, well adapted in the context of big data. The results obtained show the interesting contribution of the approach to the specific field of business intelligence (BI) relative to user behaviors analysis.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
		<enclosure url="http://www.webreview.dz/IMG/pdf/chapter_2_hammou_fadili.pdf" length="375564" type="application/pdf" />
		

	</item>
<item xml:lang="fr">
		<title>Classification of Hate Speech Using Deep Neural Networks</title>
		<link>http://www.webreview.dz/spip.php?article3118</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article3118</guid>
		<dc:date>2020-12-22T14:32:57Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Ashwin Geet D'Sa, Dominique Fohr, Irina Illina</dc:creator>


		<dc:subject>Natural language processing</dc:subject>
		<dc:subject>Classification</dc:subject>
		<dc:subject>deep neural network</dc:subject>
		<dc:subject>embedding</dc:subject>
		<dc:subject>hate speech</dc:subject>

		<description>
&lt;p&gt;In the Internet age where the information flow has grown rapidly, there is an increase in digital communication. The spread of hatred that was previously limited to verbal communications has quickly moved over the Internet. Social media and community forums that allow people to discuss and express their opinions are becoming platforms for the dissemination of hate messages. Many countries have developed laws to prevent online hate speech. They hold the companies that run the social media (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique519" rel="directory"&gt;Num&#233;ro 01&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot10918" rel="tag"&gt;Natural language processing&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot1989" rel="tag"&gt;Classification&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10919" rel="tag"&gt;deep neural network&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10920" rel="tag"&gt;embedding&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10921" rel="tag"&gt;hate speech&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;In the Internet age where the information flow has grown rapidly, there is an increase in digital communication. The spread of hatred that was previously limited to verbal communications has quickly moved over the Internet. Social media and community forums that allow people to discuss and express their opinions are becoming platforms for the dissemination of hate messages. Many countries have developed laws to prevent online hate speech. They hold the companies that run the social media responsible for their failure to remove hate speech. However, manual analysis of hate speech on online platforms is infeasible due to the huge amount of data as it is expensive and time consuming. Thus, it is important to automatically process the online user contents to detect and remove hate speech from online media. Through this work, we propose some solutions for the problem of automatic detection of hate messages. We perform hate speech classification using embedding representations of words and Deep Neural Networks (DNN). We compare fastText and BERT (Bidirectional Encoder Representations from Transformers) embedding representations of words. Furthermore, we perform classification using two approaches : (a) using word embeddings as input to Support Vector Machines (SVM) and DNN-based classifiers ; (b) fine-tuning of a BERT model for classification using a task-specific corpus. Among the DNNbased classifiers, we compare Convolutional Neural Networks (CNN), Bi-Directional Long Short Term Memory (Bi- LSTM) and Convolutional Recurrent Neural Network (CRNN). The classification was performed on a Twitter dataset using three classes : hate, offensive and neither classes. Compared to the feature-based approaches, the BERT fine-tuning approach obtained a relative improvement of 16% in terms of macro-average F1-measure and 5.3% in terms of weighted F1-measure.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
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	</item>
<item xml:lang="fr">
		<title>From Data and Information Processing to Knowledge Organization : Architectures, Models and Systems</title>
		<link>http://www.webreview.dz/spip.php?article3117</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article3117</guid>
		<dc:date>2020-12-22T14:24:45Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Sahbi SIDHOM</dc:creator>


		<dc:subject>data (data (internet traces)</dc:subject>
		<dc:subject>information processing</dc:subject>
		<dc:subject>knowledge organisation</dc:subject>
		<dc:subject>architecture (intelligent agent)</dc:subject>
		<dc:subject>model (pattern learning, NLP)</dc:subject>
		<dc:subject>system (intelligent system)</dc:subject>

		<description>
&lt;p&gt;In this &#171; special issue &#187; on the topic &#171; From Data and Information Processing to Knowledge Organization : Architectures, Models and Systems &#187;, seven (07) selected communications have been reviewed by peers in the OCTA Multi-Conference (unifying 4 scientific projects : SIIE, ISKO-Maghreb, CITED and TBMS) in program committees. We consider that this set of proposals, enriched in circumstance of this special issue by its authors at our request, are an excellent engine of current scientific ideas (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique519" rel="directory"&gt;Num&#233;ro 01&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot10912" rel="tag"&gt;data (data (internet traces)&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10913" rel="tag"&gt;information processing&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10914" rel="tag"&gt;knowledge organisation&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10915" rel="tag"&gt;architecture (intelligent agent)&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10916" rel="tag"&gt;model (pattern learning, NLP)&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10917" rel="tag"&gt;system (intelligent system)&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;In this &#171; special issue &#187; on the topic &#171; From Data and Information Processing to Knowledge Organization : Architectures, Models and Systems &#187;, seven (07) selected communications have been reviewed by peers in the OCTA Multi-Conference (unifying 4 scientific projects : SIIE, ISKO-Maghreb, CITED and TBMS) in program committees. We consider that this set of proposals, enriched in circumstance of this special issue by its authors at our request, are an excellent engine of current scientific ideas and challenges in the domain concerned in ISKO-Maghreb Society.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
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	</item>
<item xml:lang="fr">
		<title>Les th&#232;ses &#233;lectroniques : vers un nouveau workflow </title>
		<link>http://www.webreview.dz/spip.php?article2588</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article2588</guid>
		<dc:date>2018-04-19T11:44:42Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Nadia Aliouali, Dahmane Madjid</dc:creator>


		<dc:subject>Th&#232;se &#233;lectronique</dc:subject>
		<dc:subject>Diffusion </dc:subject>
		<dc:subject>acc&#232;s libre</dc:subject>
		<dc:subject>prescription</dc:subject>
		<dc:subject>Workflow</dc:subject>

		<description>
&lt;p&gt;L'int&#233;r&#234;t de la diffusion des th&#232;ses en ligne fait actuellement l'objet d'un consensus dans les universit&#233;s et autres institutions acad&#233;miques et de recherche &#224; travers le monde. Ce consensus est n&#233;, tout d'abord, du constat que le support papier ne permet plus une diffusion satisfaisante des travaux et r&#233;sultats de recherche. Aussi, le r&#233;seau internet a permis d'ouvrir de tr&#232;s grandes perspectives en termes de souplesse et de rapidit&#233; de production et de diffusion des r&#233;sultats acad&#233;miques.&lt;br class='autobr' /&gt; Nous (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique452" rel="directory"&gt;Num&#233;ro 1&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot10909" rel="tag"&gt;Th&#232;se &#233;lectronique&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot1392" rel="tag"&gt;Diffusion &lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10910" rel="tag"&gt;acc&#232;s libre&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10911" rel="tag"&gt;prescription&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot2204" rel="tag"&gt;Workflow&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;L'int&#233;r&#234;t de la diffusion des th&#232;ses en ligne fait actuellement l'objet d'un consensus dans les universit&#233;s et autres institutions acad&#233;miques et de recherche &#224; travers le monde. Ce consensus est n&#233;, tout d'abord, du constat que le support papier ne permet plus une diffusion satisfaisante des travaux et r&#233;sultats de recherche. Aussi, le r&#233;seau internet a permis d'ouvrir de tr&#232;s grandes perspectives en termes de souplesse et de rapidit&#233; de production et de diffusion des r&#233;sultats acad&#233;miques.&lt;br class='autobr' /&gt;
Nous essayerons &#224; travers ce travail de mettre l'accent sur les exp&#233;riences internationales et nationales en la mati&#232;re et insister sur les enjeux d'une politique de diffusion des th&#232;ses en acc&#232;s libre en insistant sur les prescriptions techniqueset m&#233;thodologiques en faveurs d'un workflow efficace des th&#232;ses &#233;lectroniques alg&#233;rienne.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
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	</item>
<item xml:lang="fr">
		<title>Les Classements des Universit&#233;s Et Centres De Recherche : br&#232;ve pr&#233;sentation et contexte national</title>
		<link>http://www.webreview.dz/spip.php?article3099</link>
		<guid isPermaLink="true">http://www.webreview.dz/spip.php?article3099</guid>
		<dc:date>2017-01-09T10:00:05Z</dc:date>
		<dc:format>text/html</dc:format>
		<dc:language>fr</dc:language>
		<dc:creator>Dahmani Samia, Kouici Salima, ALIOUA Im&#232;ne </dc:creator>


		<dc:subject>Alg&#233;rie</dc:subject>
		<dc:subject>Universit&#233;</dc:subject>
		<dc:subject>Classement</dc:subject>
		<dc:subject>Indicateur de la recherche</dc:subject>
		<dc:subject>Shanghai</dc:subject>
		<dc:subject>QS World</dc:subject>
		<dc:subject>Webometrics</dc:subject>
		<dc:subject>SCImago</dc:subject>

		<description>
&lt;p&gt;Les classements des universit&#233;s sont de plus en plus pris&#233;s depuis quelques ann&#233;es, et sont devenu incontournables pour plusieurs institutions gouvernementales, medias, universit&#233;s. Ces derniers repr&#233;sentent un outil important d'&#233;valuation de la qualit&#233; dans le secteur de l'enseignement sup&#233;rieur. Plusieurs classements ont vu le jour ces derni&#232;res ann&#233;es, et se sont &#233;largis et diversifi&#233;s par rapport aux diff&#233;rents crit&#232;res et indicateurs de recherche, pour prendre une dimension mondiale. Dans cette (...)&lt;/p&gt;


-
&lt;a href="http://www.webreview.dz/spip.php?rubrique514" rel="directory"&gt;Num&#233;ro 1&lt;/a&gt;

/ 
&lt;a href="http://www.webreview.dz/spip.php?mot120" rel="tag"&gt;Alg&#233;rie&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot2495" rel="tag"&gt;Universit&#233;&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10871" rel="tag"&gt;Classement&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10872" rel="tag"&gt;Indicateur de la recherche&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10873" rel="tag"&gt;Shanghai&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10874" rel="tag"&gt;QS World&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10875" rel="tag"&gt;Webometrics&lt;/a&gt;, 
&lt;a href="http://www.webreview.dz/spip.php?mot10876" rel="tag"&gt;SCImago&lt;/a&gt;

		</description>


 <content:encoded>&lt;div class='rss_chapo'&gt;&lt;p&gt;Les classements des universit&#233;s sont de plus en plus pris&#233;s depuis quelques ann&#233;es, et sont devenu incontournables pour plusieurs institutions gouvernementales, medias, universit&#233;s. Ces derniers repr&#233;sentent un outil important d'&#233;valuation de la qualit&#233; dans le secteur de l'enseignement sup&#233;rieur. Plusieurs classements ont vu le jour ces derni&#232;res ann&#233;es, et se sont &#233;largis et diversifi&#233;s par rapport aux diff&#233;rents crit&#232;res et indicateurs de recherche, pour prendre une dimension mondiale. Dans cette &#233;tude, une description de quelques classements internationaux est donn&#233;e &#224; savoir le classement de Shanghai, le classement du QS World University Rankings, le classement Webometrics, et enfin le classement SCImago Institutions Rankings. Ensuite, nous proposons une modeste tentative d'analyse des r&#233;sultats obtenus par les &#233;tablissements Alg&#233;riens de l'enseignement sup&#233;rieur dans le classement Webometrics, ainsi que le Scimago. Enfin, un ensemble de recommandations est sugg&#233;r&#233; afin d'am&#233;liorer le rang des institutions nationales dans les diff&#233;rents classements.&lt;/p&gt;&lt;/div&gt;
		
		</content:encoded>


		
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