{"title":"Deep Learning: An Overview","authors":"Wissal Farsal, S. Anter, M. Ramdani","doi":"10.1145/3289402.3289538","DOIUrl":"https://doi.org/10.1145/3289402.3289538","url":null,"abstract":"Deep learning is a thriving research area with many successful applications in different fields. The article is written with a view to provide a state of the art review of deep learning. To some extent, we will present a historical overview necessary to understand the concepts that laid the foundations of today's Deep Learning. We will cover different methods that made the successful training of deep learning models possible at a very high scale in various modern practices.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129324413","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Predicting the learner's personality from educational data using supervised learning","authors":"Abir Abyaa, Mohammed Khalidi, S. Bennani","doi":"10.1145/3289402.3289519","DOIUrl":"https://doi.org/10.1145/3289402.3289519","url":null,"abstract":"Differences in the learners' personality have an impact on their learning outcomes and achievements. Therefore, there is a need to automatically predict and identify their personalities in an unobtrusive way, and build the learner model accordingly. In this paper, we try to identify the learner's personality dimensions, according to the big five personality model, using educational data features in order to develop an automatic classifier that predicts the learner's personality discreetly based on his/her traces in an online learning system. We applied seven different supervised learning classification algorithms, using personality scores for each dimension (high or low) as target values, and analyzed the results. The findings were encouraging and revealed that most of Big Five personality dimensions can in fact be predicted using mainly educational data features, which could have an added value on unobtrusive dynamic learner modelling.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"164 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121722605","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Graphical System for optimized Dynamic Adaptation of Process Models with Rules Management","authors":"Tarik Chaghrouchni, M. Kabbaj, Z. Bakkoury","doi":"10.1145/3289402.3289523","DOIUrl":"https://doi.org/10.1145/3289402.3289523","url":null,"abstract":"Many researches and studies attempted to handle dynamically process model deviations by providing an adequate process model in order to decrease the cost of the process change (ability to react to internal and external changes). Collecting the process model variants and learning from the changes applied in the past provide a set of data that allows handling the activities by considering some properties to ensure that critical constraints are realized. The goal is avoiding cost/schedule overrun and replacing the whole missing sub-activities: Considering the criticality of the activities, their order and their values. Implementing a user interface to monitor the Process Model execution will be novel as it will allow managing Process Model change on the fly for each sub-activity. In this paper, we will implement a graphical modeling workbench to visualize the EMF models, manage activities state change, intercept events and identify the rule to apply: Put in action the rules management","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114750936","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Design of Intelligent Warehouse Based on RFID and WSNs Technologies","authors":"Sara El Ouadaa, Slimane Bah, A. Berrado","doi":"10.1145/3289402.3289518","DOIUrl":"https://doi.org/10.1145/3289402.3289518","url":null,"abstract":"In general, most warehouse managers lack timely and quality information derived from traditional warehouse management systems. This paper proposes a design of intelligent warehouse capable of tracking good's static and dynamic data in a real-time basis. The system merges different ICTs such as RFID and WSNs to manage and monitor six warehouse intelligent processes, which are stock-in/stock-out, put-away, stocktaking, product's localization, forklift's localization and pre-shipment control. We have proposed different technology implementations to accurately respond to the six processes' requirements. We provide a technology framework that covers all warehouse operations. Moreover, we give more attention to the stocktaking process to fill the gap of the literature. To this extant, we propose the most suitable implementation of integrated RFID and WSN so as to increase RFID reading range in order to cover the whole stock area. The integrated solution not only accomplish stocktaking easily and accurately, but also helps on locating miss-placed products and monitors the ambient temperature of the warehouse. The system is accurate and cost effective.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"80 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127721362","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Modelization of Energy in WSN basing on LEACH Protocol and Polynomial Model","authors":"M. Jabri, O. Moussaoui, Mimoun Moussaoui","doi":"10.1145/3289402.3289534","DOIUrl":"https://doi.org/10.1145/3289402.3289534","url":null,"abstract":"Recently, because of limited power in wireless sensor networks (WSNs), many of hierarchical routing protocols have been proposed as an efficient mechanism for reducing energy. The most popular one is LEACH for \"Low Energy Adaptive Clustering hierarchy\". Depending on multiple and complicated tasks, sensor nodes can't survive longer and die after a duration due to the scarce of energy provided by a battery. So, piloting the entire sensor networks with limited resources of energy is a big challenge due to the diversity of factors that impact energy. In this contest and basing on the LEACH protocol, we have modelized and optimized some aspects of energy in WSN using a design of experiment strategy. Indeed, basing on the power of polynomial equations drawn from the limited development of Taylor-Mac Laurin, we have optimized and explained perfectly some energetic phenomena in wireless sensor networks.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"114 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133801542","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Zineb Rebbani, D. Azougagh, Ahmed Rebbani, Hossin Bahatti, O. Bouattane
{"title":"Auto guiding a mobile projector","authors":"Zineb Rebbani, D. Azougagh, Ahmed Rebbani, Hossin Bahatti, O. Bouattane","doi":"10.1145/3289402.3289503","DOIUrl":"https://doi.org/10.1145/3289402.3289503","url":null,"abstract":"This paper presents a mathematical model, simulation and analysis of auto guided (robot) mobile projector using a feedback camera. The camera-projector system is consisting of a mobile projector, a stationary camera, and a planar screen. The camera is calibrated and can capture the full planar screen site with some accuracy error. For an ideal system, the geometrically compensating image projected from the projector need to fit onto the screen so that the displayed image will always be aligned and centered with the screen accurately. The system needs to automatically perform calculation on-line on the captured frame, find the coordinates of the corresponding quadrilateral and recovers the correct position and orientation for auto guidance of the mobile projector. The proposed approach adopts a mathematical model to measure the actual coordinates of the projector from which we calculate the transformation matrix for (robot) mobile projector. The matrix is used by the robot to auto guide itself back to the intended correct position. Practically, we apply the mathematical model on an approximated quadrilateral of a captured frame, estimate coordinates of the projector and send the matrix transformation for the (robot) mobile projector to auto adjust its position and orientation. Our simulation showed that the error estimation of the estimated position and orientation is proportional to applied error due to the error accuracy of the camera. When the mathematical model is applied repetitively, the auto fitting of the frame in the screen reaches the best estimation with an error of 27% less than the applied one and only within the second iteration.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"114 9","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"113999755","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"An Analytic Hierarchy Process based approach for Information technology governance framework selection","authors":"Hakim Bouayad, L. Benabbou, A. Berrado","doi":"10.1145/3289402.3289515","DOIUrl":"https://doi.org/10.1145/3289402.3289515","url":null,"abstract":"Nowadays, the Information Technology (IT) is so dynamic in terms of innovation and the clients' needs are so demanding to gain the competitive advantage that an IT governance framework are a necessity. It permits to the organization to be agile, to implement the digital transformation and then to be ahead of the competitors. As there is no single definition of ITG and there is a multitude of ITG frameworks, the selection of the most suitable framework is not easy. There's a few research done concerning the selection phase of an ITG framework. This paper tries to fill this gap in literature, using the Analytic Hierarchy Process (AHP), a multicriteria decision analysis (MCDA) method that aids a Decision Maker (DM) to decide and choose the best suitable ITG framework to the organization. An application of this method is done for a public pharmaceutical supply chain in a developing country.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123874036","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Multi-agents systems: an appropriate approach for overall performance design and management","authors":"Aicha Lamjahdi, Hafida Bouloiz, M. Gallab","doi":"10.1145/3289402.3289521","DOIUrl":"https://doi.org/10.1145/3289402.3289521","url":null,"abstract":"Recently the increasing need for implementing sustainable development concept in industrial system's strategies is imposing the use of relevant tools that facilitate the design and management of overall performance that supports the contribution of firms in sustainability. This paper focuses on the multi-agents system as a promising approach that presents potential benefits to support this environmental and social challenge. It presents the major features of this method and examines its ability to meet the overall performance important needs and issues in industrial systems. It provides also an overview on the deployment of multi-agents systems to design and implement sustainable performance in industry. The study shows that, despite the important role of multi-agents systems in achieving firm's sustainability, they still not fully utilized to address overall performance, with all its environmental, social and economic aspects, as a key challenge in the enterprise.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"136 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130748807","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Chaimae Meftah, A. Retbi, S. Bennani, Mohammed Khalidi
{"title":"Exploration of Software Product Line to Enrich the Modeling of Mobile Serious Games","authors":"Chaimae Meftah, A. Retbi, S. Bennani, Mohammed Khalidi","doi":"10.1145/3289402.3289508","DOIUrl":"https://doi.org/10.1145/3289402.3289508","url":null,"abstract":"The marked interest of educational environments for the use of Serious Games (SG) promotes learning. The connected generation nowadays is influenced by the new practices of their use. Hence the integration of mobility that facilitates access to games. A learner focuses on training through the accessibility at all times, the quality of content, and the particularity and difference of the scenarios. The valorization of the use of Mobile Serious Games (MSG) requires the adoption of an approach. We have started our study by detecting the characteristics influencing the attachment of a learner, thereafter, we have studied the advantages of mobility in our connected society, then, we have explored the Software Product Line (SPL) modeling approach that presents the most appropriate solution to solve our problematic. Finally, we have treated the notion of variability. This concept allows the detection of common and variable points between the products of the set. This will then facilitate the modeling of serious games.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115212594","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Multi-criteria model for choosing organizational agility assessment method","authors":"Mohamed Amine Marhraoui, A. E. Manouar","doi":"10.1145/3289402.3289539","DOIUrl":"https://doi.org/10.1145/3289402.3289539","url":null,"abstract":"Organizational agility is the firm dynamic capability which allows it to adapt continuously to its changing environment by sensing risks/opportunities and responding adequately. In their agile strategies, companies should be able to assess their agility's level in every stage of the strategy execution by using the most appropriate method. In this work, we propose an original model based on a multi-criteria approach allowing firms to choose, among five selected methods in the literature, the best agility assessment method regarding their internal and external context. Then, we use five examples of companies having different contexts in order to illustrate our model.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134494953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}