Proceedings of the 4th International Conference on Networking, Information Systems & Security最新文献_第3页

TRANSFER LEARNING AND SMOTE ALGORITHM FOR IMAGE-BASED MALWARE CLASSIFICATION 基于图像的恶意软件分类迁移学习和攻击算法

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3457631

Pr.Nasserdine Bouchaib, M. Bouhorma

{"title":"TRANSFER LEARNING AND SMOTE ALGORITHM FOR IMAGE-BASED MALWARE CLASSIFICATION","authors":"Pr.Nasserdine Bouchaib, M. Bouhorma","doi":"10.1145/3454127.3457631","DOIUrl":"https://doi.org/10.1145/3454127.3457631","url":null,"abstract":"In recent years, the volume and type of malware is growing, which increases the need of improving a detection and classification malware systems. Nowadays, deep convolutional neural networks (CNNs) have recently proven to be very successful for malware classification due to their performance on images classification. However, their effectiveness is degraded with the unbalanced malware families. In this paper, we propose a malware classification framework using CNN-based deep learning architecture, including a SMOTE technique \"Synthetic Minority Oversampling Technique\" to balance the dataset (malwares families). Our proposed method consists to converting the binary files into gray scale images and balancing them by the SMOTE method, and then we use them to train the CNN architecture to detect and identify malware families. We use the Transfer Learning technique based on an existing Deep Learning model VGG16 that has previously trained with the ImageNet dataset (≥ 10 million). For evaluations, an extensive experiment was conducted using Microsoft Malware dataset. The Results show that our approach is efficient with an average accuracy of 98%.","PeriodicalId":432206,"journal":{"name":"Proceedings of the 4th International Conference on Networking, Information Systems & Security","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114563031","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

Simulation Daily Mobility in Rabat region 模拟拉巴特地区的日常流动性

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3454128

Khalid Qbouche, K. Rhoulami

引用次数: 3

Data Stream clustering for detecting misbehavior in an intelligent transportation system 用于检测智能交通系统中不当行为的数据流聚类

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3456574

Sara Ftaimi, T. Mazri

引用次数: 0

Attacks and defenses on autonomous vehicles: a comprehensive Study 自动驾驶汽车的攻击和防御:一项综合研究

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3456575

Boughanja Manale, T. Mazri

引用次数: 0

Towards a Flexible Relational Database Query System 一个灵活的关系数据库查询系统

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3456579

R. Mama, M. Machkour, K. Ahkouk, K. Majhadi

引用次数: 1

Survey and a New Taxonomy of Proofs of Retrievability on the Cloud Storage 云存储上可检索性证明的调查与新分类

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3457629

Abdel Ali Harchaoui, A. Younes, A. E. Hibaoui, A. Bendahmane

{"title":"Survey and a New Taxonomy of Proofs of Retrievability on the Cloud Storage","authors":"Abdel Ali Harchaoui, A. Younes, A. E. Hibaoui, A. Bendahmane","doi":"10.1145/3454127.3457629","DOIUrl":"https://doi.org/10.1145/3454127.3457629","url":null,"abstract":"Proof of Retrievability (PoR) is a technique used to ensure the authenticity of data on outsourced storage services. It improves the soundness and the robustness of the data integrity scheme and allows clients to recover the remote data. Under the circumstance of considering untrusted parties including the Cloud Storage Provider (CSP) and Third Party Authenticator (TPA), incorporating PoR and zero-knowledge Proofs, which is another technique used to allow a prover to convince a verifier that a secret exists without revealing the secret itself, will ensure client integrity verification, strengthen privacy, and improve fairness to both sides. In this paper, we present, on one hand, the state-of-the-art of PoR under zero-knowledge constructs following an existing data integrity scheme taxonomy of cloud storage. We analyze the PoR scheme formalism and its similarities with zero-knowledge concepts, in addition to the techniques used to settle robustness and zero-knowledge proofs methods. On the other hand, we propose our improved taxonomy of proofs of retrievability enriched by the zero-knowledge, the cryptography model, and the cryptographic setup. The proposed taxonomy equips researchers with a tool to think about the PoR scheme from those perspectives. In the end, we state some fruitful lines of works that PoR can take advantage of; i.e Bulletproofs, Interactive Oracle Proofs, and Interactive Oracle Proofs of Proximity For Reed-Solomon.","PeriodicalId":432206,"journal":{"name":"Proceedings of the 4th International Conference on Networking, Information Systems & Security","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133948788","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 review of the Text to SQL Frameworks 回顾文本到SQL框架

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3457619

K. Ahkouk, M. Machkour, K. Majhadi, R. Mama

引用次数: 0

Web Based Composition using Machine Learning Approaches: A Literature Review 使用机器学习方法的基于Web的作文:文献综述

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3457623

Yapo Jesus Ekie, Bassirou Gueye, I. Niang, Atse Marcellin Tresor Ekie

{"title":"Web Based Composition using Machine Learning Approaches: A Literature Review","authors":"Yapo Jesus Ekie, Bassirou Gueye, I. Niang, Atse Marcellin Tresor Ekie","doi":"10.1145/3454127.3457623","DOIUrl":"https://doi.org/10.1145/3454127.3457623","url":null,"abstract":"Web Service Composition technology involves the integration of various atomic web services to perform huge scale tasks. As the number of web services is continuously growing, the need for composite web services also increases simultaneously. Since 2000, academic and systematic research has significantly focused on Web-Based Composition (WBC) in many well-reputed scientific journals and presented insight on several issues related to semantic Web and machine learning. In this paper, we present a review on the main contributions related to WBC using Machine Learning approaches. Our analysis and evaluation of those papers give a remarkable insight into the different approaches and planning models with strategies that were developed by researchers and IT professionals. This literature review paper intends to give researchers, interested in WBC, a valuable source of information and also fast-track their researches towards future technologies related to artificial intelligence and machine learning in WBC. The related work onto WBC, its application, research gap, the current status of WBC, and future challenges are also discussed.","PeriodicalId":432206,"journal":{"name":"Proceedings of the 4th International Conference on Networking, Information Systems & Security","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128912099","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

Review on architectures of aquaponic systems based on the Internet of Things and artificial intelligence: Comparative study. 基于物联网和人工智能的鱼菜共生系统架构综述:比较研究。

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3457625

Khaoula Taji, Rachida Ait Abdelouahid, Ibtissame Ezzahoui, A. Marzak

{"title":"Review on architectures of aquaponic systems based on the Internet of Things and artificial intelligence: Comparative study.","authors":"Khaoula Taji, Rachida Ait Abdelouahid, Ibtissame Ezzahoui, A. Marzak","doi":"10.1145/3454127.3457625","DOIUrl":"https://doi.org/10.1145/3454127.3457625","url":null,"abstract":"The aquaponics system is an agricultural production technique that combines aquaculture with hydroponics and reduces the environmental impact by reducing the need for water and nutrients. New technologies such as the Internet of Things and artificial intelligence can be an efficient and reliable application for this purpose. They can help to implement this system in urban areas and to produce organic food. The main objective of this article is to present a comparative study between different existing aquaponic architectures according to different factors such as Security, Interoperability, Renewable energy usability, Cost, and so one, and various technologies used based on Internet of Things and artificial intelligence approaches such as sensors, actuators, gateway, communication technology, storage system, user interface etc., as well as the advantages and limitations of each proposed solution. This paper is an opening towards a new contribution that will be based on an interoperable, secure, scalable, low-cost, fully self-powered, flexible, reliable, intelligent and generic IoT architecture that meets the requirements of aquaponics. This new contribution will also make it possible to optimize the critical parameters in aquaponics, namely water quality, pH, air temperature, humidity, CO2, etc., and predict the state of the system's health to improve its productivity, thanks to artificial intelligence.","PeriodicalId":432206,"journal":{"name":"Proceedings of the 4th International Conference on Networking, Information Systems & Security","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121229991","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

Direct modeling method of acoustic streaming using lattice Boltzmann approach 基于晶格玻尔兹曼方法的声流直接建模方法

Proceedings of the 4th International Conference on Networking, Information Systems & Security Pub Date : 2021-04-01 DOI: 10.1145/3454127.3458771

J. Benhamou, M. Jami, A. Mezrhab

引用次数: 2