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2018-02-09 16:16:28
2018-02-09
Acemap發(fā)布2017年度計算機科學各領(lǐng)域熱點詞匯。通過該文可對當前“計算機學科主流領(lǐng)域和熱點方向”窺見一斑。
以下信息來源：http://mp.weixin.qq.com/s/kzr3UX85ZnqhBFH9UqXPEg
Acemap數(shù)據(jù)庫收集了全球范圍的重要出版場所（包括期刊和會議）發(fā)表的論文，共計1.27億篇論文，涉及1.15億名作者。
Acemap團隊爬取2017年 IEEE的論文14萬余篇，ACM的論文9萬余篇，統(tǒng)計出計算機科學領(lǐng)域下的人工智能、計算機網(wǎng)絡與無線通信、計算機圖形學與多媒體等十個領(lǐng)域的年度熱點詞匯。本文僅截取各領(lǐng)域列表中的前十個熱點詞匯。
2017年度
計算機科學熱點詞匯(總)
關(guān)鍵詞
比率(在多少論文中出現(xiàn))
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
計算機科學各領(lǐng)域熱點詞匯
1、計算機體系結(jié)構(gòu)/并行與分布計算/存儲系統(tǒng)
關(guān)鍵詞
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、計算機網(wǎng)絡與無線通信
關(guān)鍵詞
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、網(wǎng)絡與信息安全
關(guān)鍵詞
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、軟件工程/系統(tǒng)軟件/程序設計語言
關(guān)鍵詞
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、數(shù)據(jù)庫/數(shù)據(jù)挖掘/內(nèi)容檢索
關(guān)鍵詞
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、計算機科學理論
關(guān)鍵詞
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、計算機圖形學與多媒體
關(guān)鍵詞
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
關(guān)鍵詞
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、人機交互與普適計算
關(guān)鍵詞
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/綜合/新興
關(guān)鍵詞
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熱點詞匯
IEEE熱點詞匯
關(guān)鍵詞
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熱點詞匯
關(guān)鍵詞
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%
