Federated Learning for Wireless Communications: Motivation, Opportunities, and Challenges Authors Solmaz Niknam, Harpreet S. Dhillon, Jeffrey H. Reed Keywords Abstract 本文介绍了FL的总体思路,讨论了在5G网络中可能的应用,描述了无线通信环境中的关键技术挑战与关于未来研究的开放性问题. Publication DATA SCIEN…

大数据环境下的机器学习 三种误解:模型不再重要(大量数据上复杂模型依然提升显著,大数据是的复杂模型充分利用数据且难以过拟合),相关性就足够了(因果关系重要性无法被替代),以前的研究方向不再重要(高性能计算和存储依然重要) 机遇和挑战:只过目一遍数据的学习,高度可解释的模型,低质量样本集上的学习 大数据挖掘和研究 天文信息学的产生,应对数据分布偏移,流式学习,可扩展可迁移的学习,即便略微损失预测精度业界更认可简单模型,集成多种数据统一特征表示的学习,社交行为理解 数据->知识->发现->行…

ARVE:车辆到边缘网中的增强现实应用 本文为SIGCOMM 2018 Workshop (Mobile Edge Communications, MECOMM)论文. 笔者翻译了该论文.由于时间仓促,且笔者英文能力有限,错误之处在所难免:欢迎读者批评指正. 本文及翻译版本仅用于学习使用.如果有任何不当,请联系笔者删除. 本文作者包含4位,Pengyuan Zhou@University of Helsinki, Finland:Wenxiao Zhang@Hong Kong Universit…

边缘智能:按需深度学习模型和设备边缘协同的共同推理 本文为SIGCOMM 2018 Workshop (Mobile Edge Communications, MECOMM)论文. 笔者翻译了该论文.由于时间仓促,且笔者英文能力有限,错误之处在所难免:欢迎读者批评指正. 本文及翻译版本仅用于学习使用.如果有任何不当,请联系笔者删除. 本文作者包含3位,En Li, Zhi Zhou, and Xu Chen@School of Data and Computer Science, Sun Yat…

代码未经测试,只做个记录 据说只是改了UA. 在注册表修改这个路径,并且把自己程序添加进去,写一个浏览器控件的版本号,只要高于12000就自动改为Edge. For 64bit applications, 32bit only Windows or current user: [HKEY_LOCAL_MACHINE\SOFTWARE\Microsoft\Internet Explorer\Main\FeatureControl\FEATURE_BROWSER_EMULATION] "Exampl…

Paper about Event Detection. #@author: gr #@date: 2014-03-15 #@email: forgerui@gmail.com 看一些相关的论文. 1. <Efficient Visual Event Detection using Volumetric Features> ICCV 2005 扩展2D box 特征到3D时空特征. 构建一个实时的检测器基于容积特征. 采用传统的兴趣点方法检测事件. 2. <ARMA-HMM: A New…

ABSTRACT Recent technological advancement have led to a deluge of data from distinctive domains (e.g., health care and scientific sensors, user-generated data, Internet and financial companies, and supply chain systems) over the past two decades. The…

 Prism provides guidance designed to help you more easily design and build rich, flexible, and easy-to-maintain Windows Presentation Foundation (WPF) desktop applications. Using design patterns such as Model-View-ViewModel (MVVM), Composite View, and…

Applies To: Windows 7, Windows Server 2008 R2 Use this tab to configure the profiles and interface types to which this firewall rule will be applied. To get to this tab In the Windows Firewall with Advanced Security MMC snap-in, in either Inbound Rul…

A Small Definition of Big Data The term "big data" seems to be popping up everywhere these days. And there seems to be as many uses of this term as there are contexts in which you find it: 'big data' is often used to refer to any dataset that is…