Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks最新文献_第2页

A Memory-efficient Group Key Managment for Communicating Things 一种用于通信的内存高效组密钥管理

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3416013.3426447

Hicham Lakhlef, A. Bouabdallah, Fabio D’Andreagiovanni

引用次数: 1

Network Anomaly Detection Using LSTM Based Autoencoder 基于LSTM自编码器的网络异常检测

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3416013.3426457

Mahmoud Said Elsayed, Nhien-An Le-Khac, Soumyabrata Dev, A. Jurcut

{"title":"Network Anomaly Detection Using LSTM Based Autoencoder","authors":"Mahmoud Said Elsayed, Nhien-An Le-Khac, Soumyabrata Dev, A. Jurcut","doi":"10.1145/3416013.3426457","DOIUrl":"https://doi.org/10.1145/3416013.3426457","url":null,"abstract":"Anomaly detection aims to discover patterns in data that do not conform to the expected normal behaviour. One of the significant issues for anomaly detection techniques is the availability of labeled data for training/validation of models. In this paper, we proposed a hyper approach based on Long Short Term Memory (LSTM) autoencoder and One-class Support Vector Machine (OC-SVM) to detect anomalies based attacks in an unbalanced dataset, by training the models using only examples of normal classes. The LSTM-autoencoder is trained to learn the normal traffic pattern and to learn the compressed representation of the input data (i.e. latent features) and then feed it to an OC-SVM approach. The hybrid model overcomes the shortcomings of the separate OC-SVM, in which its low capability to operate with massive and high-dimensional datasets. Additionally, we perform our experiments using the most recent dataset (InSDN) of Intrusion Detection Systems (IDSs) for SDN environments. The experimental results show that the proposed model provides higher detection rate and reduces the processing time significantly. Hence, our method provides great confidence in securing SDN networks from malicious traffic.","PeriodicalId":103892,"journal":{"name":"Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122918756","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: 74

Hybrid Inspector-Inspectee-Agent Games in Mobile Cloud Computing 移动云计算中的巡检-巡检-代理混合博弈

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3416013.3426449

G. Gianini, F. Viola, Guido Lena Cota, Jianyi Lin

{"title":"Hybrid Inspector-Inspectee-Agent Games in Mobile Cloud Computing","authors":"G. Gianini, F. Viola, Guido Lena Cota, Jianyi Lin","doi":"10.1145/3416013.3426449","DOIUrl":"https://doi.org/10.1145/3416013.3426449","url":null,"abstract":"Within the paradigm of Mobile Cloud Computing (MCC) mobile devices such as mobile phones and tablets can unload computation to a local Cloud consisting of both static and mobile devices. Due to the proximity, such Cloud can better fulfill service and latency requirements for QoS sensitive applications. However, in order to function properly, such mechanics requires a collaborative approach that not all the devices might follow: some can contribute much less than others and deviate from the Service Level Agreement. This creates a free-riding problem in MCC and a corresponding QoS issue. An approach towards this problem consists of providing incentives to nodes so that they act as inspectors and occasionally audit the recent behavior of the nodes with which they interact. This double role of potential inspectee and inspectors can be modeled within Game Theory (GT) to predict the behavior of the agents. In this work, we show that an appropriate model for this game is a symmetric four-strategies social dilemma. The solution (a.k.a. equilibrium) of the game provides a unique way to set the incentives so as to drive the system toward the desired behavior. However, even the hybrid inspector-inspectee agent approach is in principle open to a potential flaw: the possibility of inspector-inspectee collusion. The main contribution of this work is that the collusion behavior is not an equilibrium of the game, thus hybrid agent rational players should never collude.","PeriodicalId":103892,"journal":{"name":"Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks","volume":"65 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126164572","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

A Realistic Model for Rescue Operations after an Earthquake 地震后救援行动的现实模型

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3416013.3426453

T. Calamoneri, Federico Coró

引用次数: 3

Data Redundancy Management in Connected Environments 互联环境下的数据冗余管理

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3416013.3426451

Elio Mansour, Faisal Shahzad, Joe Tekli, R. Chbeir

引用次数: 8

Session details: Session 3: QoS 会话详细信息:会话3:QoS

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3436359

A. Mostefaoui

引用次数: 0

Multi-User Competitive Energy-Aware and QoE-Aware Video Streaming on Mobile Devices 移动设备上的多用户竞争性能量感知和qos感知视频流

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3416013.3426455

K. Wheatman, Fidan Mehmeti, Mark Mahon, T. L. Porta, G. Cao

引用次数: 5

SMC: Alternative Smart Media Compression Techniques for Edge Storage Offloading SMC:边缘存储卸载的替代智能媒体压缩技术

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3416013.3426454

Ali E. Elgazar, Khaled A. Harras, Mohammad Aazam

{"title":"SMC: Alternative Smart Media Compression Techniques for Edge Storage Offloading","authors":"Ali E. Elgazar, Khaled A. Harras, Mohammad Aazam","doi":"10.1145/3416013.3426454","DOIUrl":"https://doi.org/10.1145/3416013.3426454","url":null,"abstract":"With the pervasiveness and growth in media technology, user-generated content has become intertwined with our day-to-day life. Such advancements, however, have enabled the exponential growth in media file sizes, which leads to shortage of storage on small-scale edge devices. While online clouds have been the default solution, they raise privacy concerns, are not fully automated, and do not adapt to different networking environments. Distributed storage systems rely on distributed file partitioning to combat concerns over privacy, and are adaptable to different networking environments. Nevertheless, such systems lack optimization via compression due to energy concerns on edge devices. In this work, we propose Smart Media Compression (SMC), a system that can be integrated with various distributed edge cloud (DEC)storage systems. SMC utilizes both a deterministic as well as a machine learning approach to classify the relevance of files to the user. Once classification is performed, SMC intelligently selects which files to compress, which files to preserve as is, and which files to offload to the distributed edge storage system. SMC dynamically adapts its parameters in order to reduce the amount of needless compression, thus minimizing energy consumption. It accomplishes this while also providing faster access to user files compared to standalone DEC systems. Our results show an improvement in average file access delay by up to 90%, while only costing an additional 14% in energy consumption.","PeriodicalId":103892,"journal":{"name":"Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126049547","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

What can Machine Learning do for Radio Spectrum Management? 机器学习能为无线电频谱管理做些什么?

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3416013.3426443

Ebtesam Almazrouei, G. Gianini, Nawaf I. Almoosa, E. Damiani

引用次数: 2

A Robust Optimization Approach for Designing FTTx Networks Integrating Free Space Optics under Weather Uncertainty 天气不确定条件下自由空间光学FTTx网络鲁棒优化设计方法

Proceedings of the 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks Pub Date : 2020-11-16 DOI: 10.1145/3416013.3426448

Fabio D’Andreagiovanni, Hicham Lakhlef, Antonella Nardin

引用次数: 0