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Machine learning in the Internet of Things: Designed techniques for smart cities

机译：物联网中的机器学习：智慧城市的设计技术

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摘要

Machine learning is one of the emerging technologies that has grabbed the attention of academicians and industrialists, and is expected to evolve in the near future. Machine learning techniques are anticipated to provide pervasive connections for wireless nodes. In fact, machine learning paves the way for the Internet of Things (IoT)-a network that supports communications among various devices without human interactions. Machine learning techniques are being utilized in several fields such as healthcare, smart grids, vehicular communications, and so on. In this paper, we study different IoT-based machine learning mechanisms that are used in the mentioned fields among others. In addition, the lessons learned are reported and the assessments are explored viewing the basic aim machine learning techniques are expected to play in IoT networks. (C) 2019 Elsevier B.V. All rights reserved.
机译：机器学习是一种新兴的技术，已经引起了学术界和工业家的关注，并且有望在不久的将来发展。预期机器学习技术将为无线节点提供普遍的连接。实际上，机器学习为物联网（IoT）铺平了道路，物联网（IoT）支持各种设备之间的通信而无需人工干预。机器学习技术正在医疗保健，智能电网，车辆通信等多个领域中得到利用。在本文中，我们研究了上述领域中使用的不同的基于IoT的机器学习机制。此外，报告总结了经验教训并探讨了评估方法，以查看机器学习技术有望在物联网网络中发挥的基本作用。 （C）2019 Elsevier B.V.保留所有权利。

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  • 来源
    《Future generation computer systems》 |2019年第11期|826-843|共18页
  • 作者

    Din Ikram Ud; Guizani Mohsen; Rodrigues Joel J. P. C.; Hassan Suhaidi; Korotaev Valery V.;

  • 作者单位

    Univ Haripur Dept Informat Technol Haripur Pakistan;

    Qatar Univ Dept Comp Sci & Engn Doha Qatar|Qatar Univ Grad Studies Doha Qatar;

    Natl Inst Telecommun Inatel Santa Rita Do Sapucai MG Brazil|Inst Telecomunicacoes Aveiro Portugal|Fed Univ Piaui UFPI Teresina PI Brazil|ITMO Univ St Petersburg Russia;

    Univ Utara Malaysia Sch Comp InterNetWorks Res Lab Sintok Kedah Malaysia|Univ Utara Malaysia Comp Network Sintok Kedah Malaysia;

    ITMO Univ Dept Opt Elect Devices & Syst St Petersburg Russia;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Internet of Things; Machine learning; Medical; Smart grid; VANET;

    机译：物联网;机器学习;医疗;智能电网;网络;

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