@conference {Enaanai2017, title = {The collaborative relevance in the distributed information retrieval}, booktitle = {Proceedings of IEEE/ACS International Conference on Computer Systems and Applications, AICCSA}, year = {2017}, note = {cited By 0}, abstract = {Relevance is one of the most interesting topics in the information retrieval domain. In this paper, we introduce another method of relevance calculation. We propose to use the implicit opinion of users to calculate relevance. The Implicit judgment of users is injected to the documents by calculating different kinds of weighting. These latter touch several criteria like as user{\textquoteright}s weight in the query{\textquoteright}s words, user{\textquoteright}s profile, user{\textquoteright}s interest, document{\textquoteright}s content and the document popularity. In this method, each user is an active element of the system, he searches documents and he makes treatments to provide relevant information to other users in the Network. This is similar as the peer-to-peer systems; unlike that, an element (user) have to manage automatically his data by creating a short view model of his most visited documents, and calculates his relative relevance about each one. The relative relevance is variable according each user, so the final relevance is calculated by the averaging of the elementary relevance of all users. Hence, the name of collaborative relevance. {\textcopyright} 2016 IEEE.}, doi = {10.1109/AICCSA.2016.7945827}, url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85021875857\&doi=10.1109\%2fAICCSA.2016.7945827\&partnerID=40\&md5=24987a90a9345c06f11af61bc9d9e4c3}, author = {Enaanai, A. and Doukkali, A.S. and Saif, I. and Moutachaouik, H. and Hain, M.} } @article {Saif2017210, title = {GENAUM: New semantic distributed search engine}, journal = {Journal of Mobile Multimedia}, volume = {13}, number = {3-4}, year = {2017}, note = {cited By 0}, pages = {210-221}, abstract = {The rapid development of services based on distributed architectures is now emerging as important items that transform mode of communication, and the exponential growth of the Web makes a strong pressure on technologies, for a regular improvement of performance, so it{\textquoteright}s irresistible to use distributed architectures and techniques for the search and information retrieval on the Web, to provide more relevant search result, in minimum possible time. This paper discuss some solutions researchers are working on, to make search engines more faster and more intelligent, specifically by considering the semantic context of users and documents, and the use of distributed architectures. This paper also presents the overall architecture of GENAUM; the collaborative, semantic and distributed search engine, based on a network of agents, which is the core part of the system. The functionality of GENAUM is spread across multiple agents, to fulfill user{\textquoteright}s performance expectations. At the end of this paper, some preliminary experimental results are presented, that attempts to test the user modeling process of GENAUM, using reference ontology. {\textcopyright} Rinton Press.}, url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85040242169\&partnerID=40\&md5=21e9c1f654b188cfb9b0bcd523769494}, author = {Saif, I. and Doukkali, A.S. and Enaanai, A. and Benlahmar, E.H.} } @conference {Nouinou2015152, title = {Big data: Measuring how information technology can improve the economic growth and better life}, booktitle = {Proceedings of the 2015 5th World Congress on Information and Communication Technologies, WICT 2015}, year = {2015}, note = {cited By 0}, pages = {152-159}, abstract = {Today data are equivalent of oil or gold, but Succeeding with big data requires more than just data. Data-based value creation requires the identification of a framework from which predictions can be deducted and decisions can be made. Lot of index has been developed to measure the state of development of countries whether economic growth, ICT penetration or Human development. The purpose of the measuring was to assess policy implications and economic growth around the globe as well as share best practices. In this paper we are going to compare the most wildly tools of measurement of economic competiveness, Network readiness, Human development and world press freedom. Those four domains are judged to be the pillars of well-being and good live of a Human. In the second part of this paper, we examine the hypothesis that ICT penetration has positive effects on economic growth, well-being and a better life of a Human. We use the system Generalized Method of Moment for dynamic panel data analysis to extract the causal link between ICT penetration and growth. {\textcopyright} 2015 IEEE.}, doi = {10.1109/WICT.2015.7489663}, url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84979738903\&doi=10.1109\%2fWICT.2015.7489663\&partnerID=40\&md5=e0578db8132db6f390ffd1046c772f60}, author = {Nouinou, S. and Razafimampianina, R.M. and Regragui, B. and Doukkali, A.S.} } @conference {Razafimampianina201595, title = {A preliminary study on indicator framework for enterprise, based on COBIT 5 processes and SOA approach}, booktitle = {Proceedings of the 2015 5th World Congress on Information and Communication Technologies, WICT 2015}, year = {2015}, note = {cited By 0}, pages = {95-100}, abstract = {Organizations become dependent on Information Technology (IT) to fulfill their corporate aims, meet their business needs and deliver value to customers. For effective and efficient utilization of IT, we intend to contribute to the alignment between IT and organizational strategies. The challenge is to make the enterprise and its Information System (IS) as responsive as possible within the regard to changes in enterprise while taking into account the enterprise operational performance. When a change happens or a new opportunity comes, organizations do not know which assets are linked to which business processes and which services, especially IT services, to bring up first and which can wait until later. Our principal aim is to propose an indicator framework to track and control business-IT alignment. However, this paper is a preliminary study on this framework. We are inspired by COBIT 5 processes as indicators and believe that the Service-Oriented Architecture (SOA) applied to these processes interlinks and can interact well the different processes. The validity and applicability of our theoretical study will be evaluated for future work. {\textcopyright} 2015 IEEE.}, doi = {10.1109/WICT.2015.7489652}, url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84979761850\&doi=10.1109\%2fWICT.2015.7489652\&partnerID=40\&md5=1edfd0e5a575bd0443e4ef7a8c81b06a}, author = {Razafimampianina, R.M. and Nouinou, S. and Doukkali, A.S. and Regragui, B.} }