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  • 转载:Acemap发布2017年度计算机科学各领域热点词汇
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    2018-02-09
    SCHOLAT Research


          Acemap发布2017年度计算机科学各领域热点词汇。通过该文可对当前“计算机学科主流领域和热点方向”窥见一斑。

    以下信息来源:http://mp.weixin.qq.com/s/kzr3UX85ZnqhBFH9UqXPEg

    北京时时彩官网开奖 www.dfcfafa93.cn

         Acemap数据库收集了全球范围的重要出版场所(包括期刊和会议)发表的论文,共计1.27亿篇论文,涉及1.15亿名作者。

         Acemap团队爬取2017年 IEEE的论文14万余篇,ACM的论文9万余篇,统计出计算机科学领域下的人工智能、计算机网络与无线通信、计算机图形学与多媒体等十个领域的年度热点词汇。本文仅截取各领域列表中的前十个热点词汇。


    2017年度

    计算机科学热点词汇(总)



    关键词

    比率(在多少论文中出现)

    Neural Networks

    2.31%

    Wireless Networks

    1.37%

    Large Scale

    1.02%

    Energy Efficiency

    1.01%

    Convolutional Networks

    0.95%

    Deep Learning

    0.79%

    Wireless Sensor Network

    0.62%

    Social Networking

    0.55%

    Gaussians

    0.53%

    Machine Learning

    0.5%

    Big Data

    0.47%

    Cellular Networks

    0.46%

    Resource Allocation

    0.43%

    Modulators

    0.43%

    Low Power

    0.43%

    High Performance

    0.43%

    Reinforcement Learning

    0.41%

    Data Centers

    0.41%

    Software Defined

    0.41%

    Network Based

    0.41%



    2017年度

    计算机科学各领域热点词汇


    1、计算机体系结构/并行与分布计算/存储系统


    关键词

    比率

    Energy Efficiency

    2.58%

    Low Power

    1.96%

    High Performance

    1.86%

    Neural Networks

    1.85%

    Large Scale

    1.24%

    Big Data

    1%

    Network On Chips

    1%

    Fault Tolerance

    0.94%

    FPGA Based

    0.88%

    High Level

    0.87%



    2、计算机网络与无线通信


    关键词

    比率

    Wireless Networks

    7.03%

    Energy Efficiency

    3.1%

    Wireless Sensor Network

    2.84%

    Cellular Networks

    2.69%

    Cognitive Radio

    2.25%

    Radio Networks

    2.09%

    Heterogeneous Networks

    2.02%

    Resource Allocation

    2%

    Software Defined

    1.96%

    Mobile Networks

    1.89%



    3、网络与信息安全


    关键词

    比率

    Access Control

    1.98%

    Privacy Preservation

    1.95%

    Wireless Networks

    1.92%

    Wireless Sensor Network

    1.31%

    Side Channel

    1.08%

    Cloud Computing

    1.02%

    Mobile Device

    0.93%

    Authentication Schemes

    0.84%

    Attribute Based

    0.84%

    Key Exchange

    0.79%

    Software Defined

    0.79%



    4、软件工程/系统软件/程序设计语言


    关键词

    比率

    Empirical Studies

    2.09%

    Web Services

    1.92%

    Software Engineering

    1.55%

    Software Development

    1.51%

    Model Checking

    1.37%

    Service Composition

    1.3%

    Large Scale

    1.22%

    Open Source

    1.14%

    Service Based

    1.05%

    Source Code

    1.02%



    5、数据库/数据挖掘/内容检索


    关键词

    比率

    Social Networking

    1.91%

    Information Retrieval

    1.6%

    Large Scale

    1.47%

    Social Media

    1.33%

    Big Data

    1.02%

    Neural Networks

    0.92%

    Topic Modeling

    0.81%

    Learning To Rank

    0.81%

    Time Series

    0.78%

    Web Search

    0.75%



    6、计算机科学理论


    关键词

    比率

    Lower Bounds

    2.78%

    Faster

    1.21%

    Planar Graphs

    1.17%

    Approximation Algorithms

    1.12%

    Algebras

    0.87%

    Wireless Networks

    0.85%

    CSP

    0.85%

    Tight Bounds

    0.81%

    Model Checking

    0.79%

    Free Graphs

    0.72%

    Polynomial Time

    0.72%



    7、计算机图形学与多媒体


    关键词

    比率

    Neural Networks

    4.02%

    Speech Recognition

    1.8%

    Convolutional Networks

    1.78%

    Image Based

    1.56%

    Compressive Sensing

    1.05%

    Low Rank

    0.92%

    Gaussians

    0.92%

    Super Resolution

    0.91%

    Recurrent Neural Network

    0.87%

    Quality Assessment

    0.86%



    8、人工智能


    关键词

    比率

    Neural Networks

    5.07%

    Convolutional Networks

    2.15%

    Deep Learning

    1.75%

    Reinforcement Learning

    1.22%

    Gaussians

    1.13%

    Large Scale

    0.99%

    Pose Estimation

    0.8%

    Object Detection

    0.79%

    Recurrent Neural Network

    0.73%

    Supervised Learning

    0.68%



    9、人机交互与普适计算


    关键词

    比率

    Social Media

    1.5%

    Emotion Recognition

    1.13%

    Mobile Device

    0.97%

    Visually Impaired

    0.94%

    Virtual Reality

    0.86%

    Augmented Reality

    0.86%

    Social Networking

    0.78%

    User Interface

    0.7%

    Mobile Phone

    0.67%

    Large Scale

    0.67%



    10、交叉/综合/新兴


    关键词

    比率

    Neural Networks

    2.02%

    Deep Learning

    1.94%

    Gene Expression

    1.74%

    Large Scale

    1.25%

    Protein Interactions

    1.25%

    Machine Learning

    1.17%

    RNA

    1.09%

    Network Based

    1.05%

    Convolutional Networks

    1.01%

    Expression Data

    0.97%

    DNA

    0.97%



    2017年度

    IEEE、ACM热点词汇


    IEEE热点词汇


    关键词

    比率

    Neural Networks

    2.58%

    Wireless Networks

    1.77%

    Energy Efficiency

    1.4%

    Convolutional Networks

    1.13%

    Large Scale

    1.01%

    Deep Learning

    0.81%

    Cellular Networks

    0.72%

    Wireless Sensor Network

    0.7%

    Modulators

    0.69%

    Low Power

    0.66%

    Cognitive Radio

    0.65%

    Resource Allocation

    0.64%

    Radio Networks

    0.59%

    Software Defined

    0.56%

    Data Centers

    0.56%

    Heterogeneous Networks

    0.56%

    Gaussians

    0.55%

    Mimo Systems

    0.55%

    Network Based

    0.55%

    Big Data

    0.53%



    ACM热点词汇


    关键词

    比率

    Neural Networks

    1.38%

    Wireless Networks

    1.13%

    Large Scale

    1.07%

    Energy Efficiency

    0.7%

    Social Networking

    0.68%

    Wireless Sensor Network

    0.66%

    Machine Learning

    0.54%

    Deep Learning

    0.48%

    Social Media

    0.47%

    Big Data

    0.47%

    Convolutional Networks

    0.45%

    High Performance

    0.45%

    Multi Agent

    0.38%

    Reinforcement Learning

    0.37%

    Gaussians

    0.37%

    Based Algorithm

    0.36%

    Cloud Computing

    0.34%

    Preserving Privacy

    0.33%

    Privacy Preservation

    0.32%

    Mobile Device

    0.32%




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