Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing最新文献_第4页

Subspace selection in high-dimensional big data using genetic algorithm in apache spark 基于apache spark遗传算法的高维大数据子空间选择

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3018950

Fatemeh Cheraghchi, Arash Iranzad, B. Raahemi

{"title":"Subspace selection in high-dimensional big data using genetic algorithm in apache spark","authors":"Fatemeh Cheraghchi, Arash Iranzad, B. Raahemi","doi":"10.1145/3018896.3018950","DOIUrl":"https://doi.org/10.1145/3018896.3018950","url":null,"abstract":"In high-dimensional space with large amounts of data, distances between data points tend to become relatively uniform. The notion of the nearest neighbours of a data point thus becomes meaningless, a phenomenon known as \"curse of dimensionality.\" Identifying outliers (data points with statistical characteristics significantly different than the majority of the data) in such a high-dimensional space can be a significant challenge. Mining for outliers in subspaces with relevant attributes is one of approaches for this problem, and identifying these attributes is the main objective of this work. In this paper, we scale a grid-based solution to search for subspaces that are candidates for outlier detection with regard to the subset of features in the subspace. We specify a population and a fitness function for a distributed genetic algorithm to heuristically search the subspaces within the high dimensional data, and find the subspace with maximal sparsity. We designed and implemented our proposed subspace selection algorithm in Apache Spark, a fast in-memory engine for large-scale data processing. The initial experimental results on a large dataset (77,000 records and 1,379 attributes) confirm that our proposed method can identify the most relevant subspaces for outlier detection.","PeriodicalId":131464,"journal":{"name":"Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123874604","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

An intrusion detection system for denial of service attack detection in internet of things 物联网中拒绝服务攻击检测的入侵检测系统

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3018962

Breno Sousa, Zair Abdelouahab, D. Lopes, Natalia Costa Soeiro, Willian França Ribeiro

引用次数: 5

Virtualization of set-top-box devices in next generation SDN-NFV networks: the input project perspective 下一代SDN-NFV网络中机顶盒设备虚拟化:输入项目视角

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3152304

R. Bruschi, F. Davoli, L. Galluccio, P. Lago, A. Lombardo, C. Lombardo, C. Rametta, G. Schembra

{"title":"Virtualization of set-top-box devices in next generation SDN-NFV networks: the input project perspective","authors":"R. Bruschi, F. Davoli, L. Galluccio, P. Lago, A. Lombardo, C. Lombardo, C. Rametta, G. Schembra","doi":"10.1145/3018896.3152304","DOIUrl":"https://doi.org/10.1145/3018896.3152304","url":null,"abstract":"Due to the emergence of Software Defined Networking (SDN) and Network Functions Virtualization (NFV) paradigms, coupled with a hyper-connectivity communication paradigm, the \"softwarization\" of the Internet infrastructure and of its network management framework is gaining increasing popularity. This is the target of the INPUT platform, a novel infrastructure and paradigm supporting Future Internet personal cloud services in a more scalable and sustainable way, and with innovative added-value capabilities. The INPUT technologies enable next-generation cloud applications to go beyond classical service models, and even replace physical Smart Devices, usually placed in users' homes (e.g., set-top boxes), with their virtual images, providing them to users \"as a Service\". In this paper we present the Virtual set-top box from both architectural and functional points of view, demonstrating the feasibility of the softwarized SDN/NFV paradigm joined with the fog-computing approach to support personal cloud services. 1","PeriodicalId":131464,"journal":{"name":"Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132741092","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

IoT sandbox: to analysis IoT malware Zollard 物联网沙箱:用于分析物联网恶意软件Zollard

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3018898

Kai-Chi Chang, R. Tso, Min-Chun Tsai

引用次数: 14

A mitigation system for ARP cache poisoning attacks ARP缓存投毒攻击的缓解系统

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3018915

B. Prabadevi, N. Jeyanthi

{"title":"A mitigation system for ARP cache poisoning attacks","authors":"B. Prabadevi, N. Jeyanthi","doi":"10.1145/3018896.3018915","DOIUrl":"https://doi.org/10.1145/3018896.3018915","url":null,"abstract":"Though the telecommunication protocol ARP provides the most prominent service for data transmission in the network by providing the physical layer address for any host's network layer address, its stateless nature remains one of the most well-known opportunities for the attacker community and ultimate threat for the hosts in the network. ARP cache poisoning results in numerous attacks, of which the most noteworthy ones MITM, host impersonation and DoS attacks. This paper presents various recent mitigation methods and proposes a novel mitigation system for ARP cache Poisoning Attacks. The proposed system works as follows: for any ARP Request or Reply messages a time stamp is generated. When it is received or sent by a host, the host will make cross layer inspection and IP-MAC pair matching with ARP table Entry. If ARP table entry matches and cross layer consistency is ensured then ARP reply with Time Stamp is sent. If in both the cases evaluated to be bogus packet, then the IP-MAC pair is added to the untrusted list and further packet inspection is done to ensure no attack has been deployed onto the network. The time is also noted for each entry made into the ARP table which makes ARP stateful. The system is evaluated based on criteria specified by the researchers.","PeriodicalId":131464,"journal":{"name":"Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing","volume":"100 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124124617","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

A systematic classification of requirements engineering approaches for adaptive systems 自适应系统需求工程方法的系统分类

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3018939

Adnane Ghannem, M. Hamdi, H. Ammar, M. Soui

引用次数: 1

Empirical research on distribution characteristics of online news comment 网络新闻评论分布特征的实证研究

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3018931

Ting Jin, Jian Wan, Huayou Si, Yajie Qi, Yongjian Ren

引用次数: 0

Enhancing contact center performance using cloud computing: a case study on telecom contact centers 使用云计算提高联络中心性能:以电信联络中心为例

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3056801

B. Jose, Madhu Kumar, A. Cuzzocrea

引用次数: 2

Emergency response systems: research directions and current challenges 应急响应系统:研究方向与当前挑战

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3056778

A. Y. Shahrah, M. Al-Mashari

引用次数: 5

Resource efficiency in container-instance clusters 容器实例集群中的资源效率

Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing Pub Date : 2017-03-22 DOI: 10.1145/3018896.3056798

Uchechukwu Awada, A. Barker

{"title":"Resource efficiency in container-instance clusters","authors":"Uchechukwu Awada, A. Barker","doi":"10.1145/3018896.3056798","DOIUrl":"https://doi.org/10.1145/3018896.3056798","url":null,"abstract":"Cloud computing providers have recently begun offering container instances, which provide an efficient route to application deployment within a lightweight, isolated and well-defined execution environment. Cloud providers currently offer Container Service Platforms (CSPs), which support the flexible orchestration of containerised applications. Existing CSP frameworks do not offer any form of intelligent resource scheduling: applications are usually scheduled individually, rather than taking a holistic view of all registered applications and available resources in the cloud. This can result in increased execution times for applications, resource wastage through underutilized container-instances, and a reduction in the number of applications that can be deployed, given the available resources. This paper presents a cloud-based Container Management Service (CMS) framework, which offers increased deployment density, scalability and resource efficiency for containerised applications. CMS extends the state-of-the-art by providing additional functionalities for orchestrating containerised applications by joint optimisation of sets of containerised applications and resource pool on the cloud. We evaluate CMS on a cloud-based CSP i.e., Amazon EC2 Container Management Service (ECS) and conducted extensive experiments using sets of CPU and Memory intensive containerised applications against the direct deployment strategy of Amazon ECS. The results show that CMS achieves up to 25% higher cluster utilisation and up to 2.5 times faster execution times.","PeriodicalId":131464,"journal":{"name":"Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122469863","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