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

Short Term Prediction Framework for Moroccan Stock Market Using Artificial Neural Networks 基于人工神经网络的摩洛哥股市短期预测框架

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289520

Badre Labiad, A. Berrado, L. Benabbou

引用次数: 5

Assessing interpretation capacity in Machine Learning: A critical review 评估机器学习中的解释能力:一个关键的评论

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289549

Maissae Haddouchi, A. Berrado

{"title":"Assessing interpretation capacity in Machine Learning: A critical review","authors":"Maissae Haddouchi, A. Berrado","doi":"10.1145/3289402.3289549","DOIUrl":"https://doi.org/10.1145/3289402.3289549","url":null,"abstract":"Interpretability of Machine Learning (ML) methods and models is a fundamental issue that concerns a wide range of data mining research. This topic is not only an academic concern, but a crucial aspect for public acceptance of ML in practical contexts as well. Indeed, one should know that the lack of interpretability can be a real drawback for various application areas, such as in healthcare, biology, sociology and industrial decision support systems. In fact, an algorithm, which does not give enough information about the learner process and the learned model would be merely discarded in favor of less accurate and more interpretable approaches. Several papers have been proposed to interpret efficient models, such as Neural Networks and Random Forest, but there is still no consensus about what interpretability refers to. Interestingly, the term has been associated with different notions depending on the point of view of each author, as well as the nature of the issue being treated and the users concerned by the explanation. Therefore, this paper primarily aims to provide a painstaking overview of the aspects related to interpretability of ML learning process and resulting models, as reported by the literature, and to organize the aforementioned aspects into metrics that can be used for ML Interpretability scoring.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"279 3","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114029557","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

Fuzzy Rule Learning with Linguistic Modifiers 基于语言修饰语的模糊规则学习

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289533

Khalid Bahani, Mohammed Moujabbir, M. Ramdani

引用次数: 3

SVM-based classification of High resolution Urban Satellites Images using Dense SURF and Spectral Information 基于svm的高密度SURF和光谱信息的高分辨率城市卫星图像分类

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289502

Hanan Anzid, Gaëtan Le Goïc, A. Bekkari, A. Mansouri, D. Mammass

引用次数: 0

First step in implementing pedagogy of integration using Edmodo 使用Edmodo实施整合教学法的第一步

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289541

Imane Ryane, N. E. Faddouli

引用次数: 1

Towards a Novel Graph-based collaborative filtering approach for recommendation systems 一种新的基于图的推荐系统协同过滤方法

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289524

Sofia Bourhim, Lamia Benhiba, M. Idrissi

{"title":"Towards a Novel Graph-based collaborative filtering approach for recommendation systems","authors":"Sofia Bourhim, Lamia Benhiba, M. Idrissi","doi":"10.1145/3289402.3289524","DOIUrl":"https://doi.org/10.1145/3289402.3289524","url":null,"abstract":"Recommendation systems have become an entrenched part of emarket platforms as they help offer personalized user experience, increasing thus loyalty, satisfaction and lifetime value. Although great effort has been devoted to the proposal, implementation and study of recommendation systems approaches, there is still a lot of room for improvement. This work proposes a novel Graph-based Collaborative Filtering approach for recommendation systems. The key idea is to improve the accuracy of Hybrid approaches by basing recommendations on a more refined Homophily (similarity) level. We hypothesize that a user-base is a network of highly similar sub-communities and that any inference should be made on these communities' level rather than on the whole user-base. Furthermore, some users are more embedded in these similarity communities than others. We think that these \"Key-nodes\" can lead to more accurate recommendations than the ones based on aggregations on similar users. The paper also presents a validation of our approach and the computation of the accuracy of its underlying model over the classical MovieLens dataset. The experiment's results indicate significant gain in performance compared to two classical recommendation systems' approaches.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"19 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":"122038675","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: 6

MAS for Services Availability in Cloud of Things Network: Monitoring and Reactivity 物联网网络中服务可用性的MAS:监控和反应性

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289510

Zineb Bakraouy, W. Abbass, Amine Baïna, M. Bellafkih

引用次数: 1

Combination of Stylo-based Features and Frequency-based Features for Identifying the Author of Short Arabic Text 基于体裁特征和基于频次特征的阿拉伯语短文本作者识别

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289500

Mohammed Al-Sarem, Walid Cherif, Ahmed Abdel Wahab, Abdel-Hamid M. Emara, M. Kissi

引用次数: 6

Battery Discharge Equation for a Secure VoLTE 安全VoLTE的电池放电方程

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289506

Youssef Harmouch, Abdelhamid Aitoumeri, R. Kouch, Abdelmalik Bouyahyaoui

{"title":"Battery Discharge Equation for a Secure VoLTE","authors":"Youssef Harmouch, Abdelhamid Aitoumeri, R. Kouch, Abdelmalik Bouyahyaoui","doi":"10.1145/3289402.3289506","DOIUrl":"https://doi.org/10.1145/3289402.3289506","url":null,"abstract":"In LTE, voice calls are encrypted only over the wireless link between the Mobile Equipment and the eNodeB. A secure end-to-end voice is left untreated. To solve this, 3GPP proposed to use IPsec, but this is still optional for operators. This article brings this end-to-end encryption of voice over LTE, namely VoLTE, without depending on the policies of the operator (IPsec is used or not). After calculation, it was found that, the delay for encrypting and decrypting one VoIP packet must be less than or equal to 30 ms to obtain HD-Voice. This delay reduces the bool of cipher candidates to AES as a block cipher and Chacha as a stream cipher, since both resistance and speed are now mandatory. However, securing data consumes resources, i.e. ciphers consumes both time and energy. Due to the processing requirements and the limited computing power in many smartphones, using strong ciphers may consume more energy and drain the battery faster than using less secure ciphers. It may also significantly increase the delay between data transmissions. Therefore, users and companies need to be aware of the benefits and costs of using various ciphers. Therefore, this paper presents the estimated battery discharge-equation over time for secure VoLLE. These equations will help operators, smartphone manufacturers and users to choose the most convenient cipher to use for VoLTE according to the characteristic of each smartphone.","PeriodicalId":199959,"journal":{"name":"Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications","volume":"37 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":"130737382","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

Comparison between IOT protocols: ZigBee and WiFi using the OPNET simulator 物联网协议的比较:使用OPNET模拟器的ZigBee和WiFi

Proceedings of the 12th International Conference on Intelligent Systems: Theories and Applications Pub Date : 2018-10-24 DOI: 10.1145/3289402.3289522

Hamza Zemrane, Youssef Baddi, A. Hasbi

引用次数: 13