Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications最新文献

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Segmentation of Innovation determinants: Case of the Global Innovation Index 创新决定因素的细分:全球创新指数案例
Siham Hamidi, A. Berrado
{"title":"Segmentation of Innovation determinants: Case of the Global Innovation Index","authors":"Siham Hamidi, A. Berrado","doi":"10.1145/3289402.3289548","DOIUrl":"https://doi.org/10.1145/3289402.3289548","url":null,"abstract":"Innovation plays a crucial role in determining today's economic growth patterns. In a fast globalized world and global competition, countries and enterprises that renew the range of their products and services take the lead. To manage innovation, it should be measured. The Global Innovation Index (GII), defined a set of innovation determinants (inputs) and outputs, collects annual datasets and proposes a global ranking for countries based on their capacity to innovate. The purpose of this paper is to study and verify the relevance of the determinants proposed by the GII in order to develop the best possible model to predict and explain national innovation outputs. To this end, we develop a mixed methodology, using unsupervised and supervised data analysis models, for the segmentation of the innovation determinants using the 2017 GII dataset. A new reduced determinant set is defined allowing a better specification of factors and/or policies to explain the variation of the innovation intensity between countries.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"25 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":"127248512","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}
引用次数: 11
An SDL to Discrete-Time PROMELA Transformation of Home Area Network model 基于SDL的离散时间PROMELA家庭局域网络模型转换
Zahid Soufiane, En-Nouaary Abdeslam, B. Slimane
{"title":"An SDL to Discrete-Time PROMELA Transformation of Home Area Network model","authors":"Zahid Soufiane, En-Nouaary Abdeslam, B. Slimane","doi":"10.1145/3289402.3289514","DOIUrl":"https://doi.org/10.1145/3289402.3289514","url":null,"abstract":"In this paper we present an approach to transform Home Area Network (HAN) model, described in SDL (Specification and Description Language), into DTPromela (Discrete-Time Promela) model. The aim is to prepare the DTPromela model in order to verify and validate our system and to check some of its properties, using the model checking techniques with Discrete-Time SPIN. Firstly, we translate manually the SDL model into an intermediate format IF. Then we use the if2pml tool to get the DTPromela model. This work presents the main steps of this translation, and focuses especially on the SDL constructs which cannot be represented trivially in DTPromela.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"13 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":"127515146","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}
引用次数: 1
Context-based Arabic Word Sense Disambiguation using Short Text Similarity Measure 基于上下文的阿拉伯语短文本相似度测度词义消歧
M. Bekkali, Abdelmonaime Lachkar
{"title":"Context-based Arabic Word Sense Disambiguation using Short Text Similarity Measure","authors":"M. Bekkali, Abdelmonaime Lachkar","doi":"10.1145/3289402.3289544","DOIUrl":"https://doi.org/10.1145/3289402.3289544","url":null,"abstract":"Word Sense Disambiguation (WSD) is the process of determining which sense of a word is used in a given context. Most of Arabic WSD systems are based generally on the information extracted from the local context of the word to be disambiguated by computing the number of overlapping words between the two concepts definitions. This information is not usually sufficient for a best disambiguation. Because of the short nature of concept definition, we believe that exploiting semantic short text similarity measure can improve the identification process of which sense of a word is used in a context. In this paper, we propose an efficient method for computing the semantic relatedness between senses. To this end, we reintroduce the Web-based Kernel function for measuring the semantic relatedness between concepts to disambiguate an expression versus multiple possible concepts. The proposed method has been tested, evaluated and compared using an Arabic short text categorization system in term of the F1-measure. The obtained results show the interest of our proposition.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"28 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":"123166447","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}
引用次数: 1
Release Engineering: From Structural to Functional View 版本工程:从结构到功能的观点
Noureddine Kerzazi, Ikram El Asri
{"title":"Release Engineering: From Structural to Functional View","authors":"Noureddine Kerzazi, Ikram El Asri","doi":"10.1145/3289402.3289547","DOIUrl":"https://doi.org/10.1145/3289402.3289547","url":null,"abstract":"With an increasing demand to speed up and to improve software delivery, the release engineer (RE) role has drawn a lot of attention from both academia and industry. However, this growth of interest is hampered by: (1) the dilema of enabling both fast delivery of features (Dev team) and fast delivery of value (RE); (2) disagreements about how release practices should be organized and automatized; (3) a confusion over the scope of software release activities and terminology. Based on empirical data related to technical and social interactions of a release engineering (RE) team with other roles such as Developer, Business Analyst and Tester, we first analyse these integrations and build multiple tasks-interaction graphs which leads to more accurate taxonomical view of RE activities (the structural view). A proposed conceptual framework has been developed both to support the adoption of RE role, and to organize concerns for future research. Then, we overlap interactions' graphs to uncover more attributes of the RE role (the functional view). We discover that a release engineer plays a central role linking four different communities (Devs, BAs, Testers, and DBAs) with a very high closeness value, but low betweeness value.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"28 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":"114160701","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}
引用次数: 0
A new filtering-based query processing: improving semantic caching efficiency in mediation systems 一种新的基于过滤的查询处理:提高中介系统中的语义缓存效率
Ouafa Ajarroud, A. Zellou, A. Idri
{"title":"A new filtering-based query processing: improving semantic caching efficiency in mediation systems","authors":"Ouafa Ajarroud, A. Zellou, A. Idri","doi":"10.1145/3289402.3289512","DOIUrl":"https://doi.org/10.1145/3289402.3289512","url":null,"abstract":"Due to the exponential increase in information requirements on the one hand1, and in the number of heterogonous and distributed sources on the other. Several integration approaches, including information mediation have been suggested. The main purpose of information mediators is to let end users consume data sets that can be issued from a multitude of heterogeneous sources without paying attention to their specific characteristics. Nevertheless, involved sources might be geographically dispersed and therefore inaccessible from time to time. It is in this context that numerous studies on semantic caching have been carried out to speed up mediation process. To this end, previous user queries are cached so their results can be reused to answer future queries. However, existing semantic caching approaches might lead to extra costs in case the cache does not contain enough results. In this paper, we describe a new semantic caching mechanism that makes it possible to both reduce response delays and to avoid extra costs generated by the usage of caching.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"24 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":"116081644","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}
引用次数: 7
An Efficient Real Time Model For Credit Card Fraud Detection Based On Deep Learning 基于深度学习的信用卡欺诈实时检测模型
Youness Abakarim, M. Lahby, Abdelbaki Attioui
{"title":"An Efficient Real Time Model For Credit Card Fraud Detection Based On Deep Learning","authors":"Youness Abakarim, M. Lahby, Abdelbaki Attioui","doi":"10.1145/3289402.3289530","DOIUrl":"https://doi.org/10.1145/3289402.3289530","url":null,"abstract":"In the last decades Machine Learning achieved notable results in various areas of data processing and classification, which made the creation of real-time interactive and intelligent systems possible. The accuracy and precision of those systems depends not only on the correctness of the data, logically and chronologically, but also on the time the feed-backs are produced. This paper focuses on one of these systems which is a fraud detection system. In order to have a more accurate and precise fraud detection system, banks and financial institutions are investing more and more today in perfecting the algorithms and data analysis technologies used to identify and combat fraud. Therefore, many solutions and algorithms using machine learning have been proposed in literature to deal with this issue. However, comparison studies exploring Deep learning paradigms are scarce, and to our knowledge, the proposed works don't consider the importance of a Real-time approach for this type of problems. Thus, to cope with this problem we propose a live credit card fraud detection system based on a deep neural network technology. Our proposed model is based on an auto-encoder and it permits to classify, in real-time, credit card transactions as legitimate or fraudulent. To test the effectiveness of our model, four different binary classification models are used as a comparison. The Benchmark shows promising results for our proposed model than existing solutions in terms of accuracy, recall and precision.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"17 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":"117020420","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}
引用次数: 37
A New Signaling Topology for Multiparty Web Real-time Video Conference Networks 一种面向多方Web实时视频会议网络的信令拓扑
A. Hamzaoui, Hicham Bensaid, A. En-Nouaary
{"title":"A New Signaling Topology for Multiparty Web Real-time Video Conference Networks","authors":"A. Hamzaoui, Hicham Bensaid, A. En-Nouaary","doi":"10.1145/3289402.3289517","DOIUrl":"https://doi.org/10.1145/3289402.3289517","url":null,"abstract":"The topology of multiparty conference networks has a prominent impact on its performance. In fact, a dense topology may produce high overload and low capacity, while a sparse topology may be susceptible to network partitioning and additional delay. In this paper, we introduce the WebRTC technology, and we expose an overview of existing work in WebRTC multiparty conferencing topologies, and then we present the proposed overlay topology design and a Jingle extension to enable operating within a huge, heterogeneous and dynamically changing network.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"78 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":"127846638","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}
引用次数: 2
Clustering of Pharmaceutical products using Random Forest algorithm 基于随机森林算法的医药产品聚类
Sophia Youssar, Mohamed Bahtaoui, Youness Jarmouni, A. Berrado
{"title":"Clustering of Pharmaceutical products using Random Forest algorithm","authors":"Sophia Youssar, Mohamed Bahtaoui, Youness Jarmouni, A. Berrado","doi":"10.1145/3289402.3289511","DOIUrl":"https://doi.org/10.1145/3289402.3289511","url":null,"abstract":"The purpose of this work is to uncover the patterns of products' demand variation for the case of a pharmaceutical company in order to customize the safety stock policy. It is important, for decision makers, to customize the supply chain strategies in order to match the profile of the demand in each product category. In this article, a general overview of cluster analysis and some key methods are presented. The selected algorithm for our data clustering is Random Forest. The data used for this study are related to the sales actuals of the entire portfolio of the company over a time span of five years, including some qualitative and quantitative parameters such as price, reimbursement by health insurance and type of the product. The results show four different clusters. The validity of this model has been discussed with business, medical and pharmaceutical experts.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"28 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":"121251756","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}
引用次数: 4
Clustering collaborative filtering approach for Diftari E-Learning platform' recommendation system Diftari E-Learning平台推荐系统的聚类协同过滤方法
Jamal Mawanel, A. Naji, M. Ramdani
{"title":"Clustering collaborative filtering approach for Diftari E-Learning platform' recommendation system","authors":"Jamal Mawanel, A. Naji, M. Ramdani","doi":"10.1145/3289402.3289535","DOIUrl":"https://doi.org/10.1145/3289402.3289535","url":null,"abstract":"Recommendation systems are among the most interesting systems which simplify web or search experiences for users by selecting specific items related to their interests from a wide range of choices for them. The use of such systems in e-learning has helped learners filter choices and select content through the utilization of different methods such as the content-based approach and the collaborative approach; however, these methods have not reached an optimal satisfaction among learners about the offer provided. Hence, in this study, we try to propose a different approach based on clustering to make up for the shortcomings of the previously mentioned methods. The main objective of this proposed approach is to get homogeneous groups of learners, and eventually assure that the items recommended are all covered and assimilated by learners.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"35 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":"133768367","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}
引用次数: 5
Toward Distributed Smart Parking Management System 分布式智能停车管理系统研究
Nihal El Khalidi, F. Benabbou, N. Sael, K. Sabiri
{"title":"Toward Distributed Smart Parking Management System","authors":"Nihal El Khalidi, F. Benabbou, N. Sael, K. Sabiri","doi":"10.1145/3289402.3289509","DOIUrl":"https://doi.org/10.1145/3289402.3289509","url":null,"abstract":"Drivers face parking problems in most area, especially during peak hours. The difficulty roots from the availability of parking space at the given time and place. Despite the technologies and protocols used to solve parking problems and have an intelligent city, many vehicles may pursue a small number of parking spaces, which in turn leads to serious traffic congestion. A driver can spend a lot of time to look for an available parking space closed to his destination, which means the increasing of the traffic problem of the city, a very high consumption of fuel and the spectacular impact on the environment. Wireless sensor networks offer an attractive choice for low cost and easy-to-deploy solutions for intelligent traffic guidance systems and parking lot applications. This paper focuses on comparative study of different smart parking techniques developed with the aim of overcoming said problems using various wireless sensor networks and to propose architecture of a multi-service smart parking management system.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"36 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":"134413687","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}
引用次数: 3
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