2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS)最新文献_第6页

Handwritten Digit Recognition Using Encryption Methods 使用加密方法的手写数字识别

2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS) Pub Date : 2022-10-12 DOI: 10.1109/PAIS56586.2022.9946886

Zebdi Abdelmoumene, Laimeche Lakhdar, Gattal Abdeldjamil

引用次数: 0

An Explainable Self-Labeling Grey-Box Model 一个可解释的自标记灰盒模型

2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS) Pub Date : 2022-10-12 DOI: 10.1109/PAIS56586.2022.9946912

Boudissa Seddik, Drif Ahlem, H. Cherifi

{"title":"An Explainable Self-Labeling Grey-Box Model","authors":"Boudissa Seddik, Drif Ahlem, H. Cherifi","doi":"10.1109/PAIS56586.2022.9946912","DOIUrl":"https://doi.org/10.1109/PAIS56586.2022.9946912","url":null,"abstract":"The massive success in machine learning in recent years has led to a wide spread of Artificial Intelligence (AI) models. Due to their enormous complexity, most of these AI models, notably the most effective type, Deep Learning Models, are classified as Black-box models, making them difficult to comprehend. Therefore, the goal of deployable, transparent AI models is the focus of the current research field known as Explainable Artificial Intelligence (XAI).Humans can learn how machine learning algorithms generate decisions through explanation, which leads to novel data-driven insights. In this work, we study an explanation approach so-called the Grey-Box model. The developped Grey-Box model uses a self-labeling framework based on a semi-supervised methodology. The key idea of the Grey-Box model is to exploit the benifits of black-box and white-box models. For this purpose, we implement a mechanism to increase a small initial labeled dataset. It allows to incorporate the model's most reliable predictions from a large unlabeled dataset. The proposed approach results in an efficient black box model that is accurate and interpretable.","PeriodicalId":266229,"journal":{"name":"2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS)","volume":"53 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134226632","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

Combination of Closed-Set and Open-Set Biometric Identification 闭集与开集生物特征识别的结合

2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS) Pub Date : 2022-10-12 DOI: 10.1109/PAIS56586.2022.9946885

Atef Bentahar, A. Meraoumia, H. Bendjenna, Abdelhakim Zeroual, Tarek Bentahar

引用次数: 0

An IoT Management Information System 物联网管理信息系统

2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS) Pub Date : 2022-10-12 DOI: 10.1109/PAIS56586.2022.9946915

Lynda Djakhdjakha, Hamadoun Cisse, Brahim Farou, Samir Hallaci

{"title":"An IoT Management Information System","authors":"Lynda Djakhdjakha, Hamadoun Cisse, Brahim Farou, Samir Hallaci","doi":"10.1109/PAIS56586.2022.9946915","DOIUrl":"https://doi.org/10.1109/PAIS56586.2022.9946915","url":null,"abstract":"The amount of information processed in the edu-cational component of the university is very important to be well managed through traditional methods. In addition, most of this information is on paper or on individual computers, which further complicates their processing. The smart university is a promising solution that will overcome most of the problems that slow down the development process of universities. This paper proposes a new pedagogy management system based on IoT tech-nology and the Hadoop framework to manage distributed data. The main objective is to respond to the limitations and challenges of existing systems and to provide an information system that helps its users to make intelligent decisions. Additionally, with the integration of the Hadoop cluster, the system provides better analysis times as the data grows. This article also presents a systematic review of papers that integrated new technologies into operations, processes, skills and models in education and, in particular, in academic institutions. The proposed system was tested in a real environment in the computer science department at the University of Guelma and the obtained results are very satisfactory.","PeriodicalId":266229,"journal":{"name":"2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114685093","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 Routing Protocol With Quality Of Service In Body Area Network 体域网络中具有服务质量的路由协议

2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS) Pub Date : 2022-10-12 DOI: 10.1109/PAIS56586.2022.9946884

Manel Bouhali, Amira Bendjeddou, Nacira Ghoualmi-Zine

引用次数: 0

Towards a new dynamic model-based testing approach for multi-agent systems 基于动态模型的多智能体系统测试方法研究

2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS) Pub Date : 2022-10-12 DOI: 10.1109/PAIS56586.2022.9946659

Dehimi Nour El Houda, Boukelloul Soufiene, Guassmi Djaber

引用次数: 0

Building and evaluation of an Algerian Cultural Heritage dataset using convolutional neural networks 使用卷积神经网络构建和评估阿尔及利亚文化遗产数据集

2022 4th International Conference on Pattern Analysis and Intelligent Systems (PAIS) Pub Date : 2022-10-12 DOI: 10.1109/PAIS56586.2022.9946666

Toufik Djelliout, H. Aliane

引用次数: 2