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2024年12月21日，“神经网络”成2017最热词，计算机科学十大领域热词排行榜曝光2018-02-02 19:03·新智元【新智元导读】2018伊始，你的自然基金是否已经写好了呢？是否已经决定2018年的研究方向了呢？在决定方向的重要时刻，你一定想要了解当下计算机科学领域最受关注、最重要的研究方向是什么。近日，上海交通大学Acemap团队，发布2017年IEEE、ACM等热点词汇，一起来看！数据来源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。2017年度计算机科学热点词汇(总)序号关键词比率1Neural Networks2.31%2Wireless Networks1.37%3Large Scale1.02%4Energy Efficiency1.01%5Convolutional Networks0.95%6Deep Learning0.79%7Wireless Sensor Network0.62%8Social Networking0.55%9Gaussians0.53%10Machine Learning0.5%11Big Data0.47%12Cellular Networks0.46%13Resource Allocation0.43%14Modulators0.43%15Low Power0.43%16High Performance0.43%17Reinforcement Learning0.41%18Data Centers0.41%19Software Defined0.41%20Network Based0.41%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/存储系统序号关键词比率1Energy Efficiency2.58%2Low Power1.96%3High Performance1.86%4Neural Networks1.85%5Large Scale1.24%6Big Data1%7Network On Chips1%8Fault Tolerance0.94%9Fpga Based0.88%10High Level0.87%11Multi Core0.85%12DRAMS0.84%13Data Centers0.83%14Machine Learning0.8%15I/O0.76%16Convolutional Networks0.73%17Modulators0.71%18SRAM0.7%19Distributed Systems0.64%20High Level Synthesis0.63%2、计算机网络与无线通信序号关键词比率1Wireless Networks7.03%2Energy Efficiency3.1%3Wireless Sensor Network2.84%4Cellular Networks2.69%5Cognitive Radio2.25%6Radio Networks2.09%7Heterogeneous Networks2.02%8Resource Allocation2%9Software Defined1.96%10Mobile Networks1.89%11Massive Mimo1.83%12Cognitive Networks1.79%13Mimo Systems1.76%14Full Duplex1.57%15Cognitive Radio Networks1.54%16Data Centers1.52%17Software Defined Networking1.41%18Harvested Energy1.34%19Small Cells1.25%20Ad Hoc1.24%3、网络与信息安全序号关键词序号1Access Control1.98%2Privacy Preservation1.95%3Wireless Networks1.92%4Wireless Sensor Network1.31%5Side Channel1.08%6Cloud Computing1.02%7Mobile Device0.93%8Authentication Schemes0.84%9Attribute Based0.84%10Key Exchange0.79%11Software Defined0.79%12Detecting Malware0.76%13Identity Based0.73%14Security Analysis0.73%15Social Networking0.67%16Smart Grids0.67%17Web Application0.67%18Machine Learning0.67%19Large Scale0.67%20Security And Privacy0.67%4、软件工程/系统软件/程序设计语言序号关键词比率1Empirical Studies2.09%2Web Services1.92%3Software Engineering1.55%4Software Development1.51%5Model Checking1.37%6Service Composition1.3%7Large Scale1.22%8Open Source1.14%9Service Based1.05%10Source Code1.02%11Software Systems1.01%12Android Applications0.99%13Test Generation0.98%14Static Analysis0.95%15Business Processes0.94%16Product Lines0.82%17Web Application0.8%18Recommendation Services0.76%19Requirements Engineering0.75%20Experience Report0.75%5、数据库/数据挖掘/内容检索序号关键词比率1Social Networking1.91%2Information Retrieval1.6%3Large Scale1.47%4Social Media1.33%5Big Data1.02%6Neural Networks0.92%7Topic Modeling0.81%8Learning To Rank0.81%9Time Series0.78%10Web Search0.75%11Streaming Data0.63%12Question Answering0.62%13Collaborative Filtering0.57%14Data Streams0.55%15Knowledge Bases0.53%16Matrix Factorization0.53%17Information Seeking0.53%18Location Based0.52%19Graph Based0.52%20Feature Selection0.5%6、计算机科学理论序号关键词比率1Lower Bounds2.78%2Faster1.21%3Planar Graphs1.17%4Approximation Algorithms1.12%5Algebras0.87%6Wireless Networks0.85%7CSP0.85%8Tight Bounds0.81%9Model Checking0.79%10Free Graphs0.72%11Polynomial Time0.72%12Colored Graphs0.66%13Faster Algorithms0.62%14Bipartite Graph0.6%15Bounded Degree0.6%16Independent Set0.6%17Temporal Logic0.55%18Random Graphs0.55%19Shortest Path0.51%20Parameterized Algorithms0.51%7、计算机图形学与多媒体序号关键词比率1Neural Networks4.02%2Speech Recognition1.8%3Convolutional Networks1.78%4Image Based1.56%5Compressive Sensing1.05%6Low Rank0.92%7Gaussians0.92%8Super Resolution0.91%9Recurrent Neural Network0.87%10Quality Assessment0.86%11Deep Learning0.82%12Large Scale0.82%13Dictionary Learning0.8%14Virtual Reality0.77%15Augmented Reality0.76%16Speech Enhancement0.75%17Action Recognition0.73%18Sparse Representation0.72%19Image Retrieval0.69%20Matrix Factorization0.69%8、人工智能序号关键词序号1Neural Networks5.07%2Convolutional Networks2.15%3Deep Learning1.75%4Reinforcement Learning1.22%5Gaussians1.13%6Large Scale0.99%7Pose Estimation0.8%8Object Detection0.79%9Recurrent Neural Network0.73%10Supervised Learning0.68%11Multi Agent0.66%12Gaussian Processes0.62%13Semi Supervised0.62%14Low Rank0.59%15Multi Robot0.59%16Learned Features0.59%17Action Recognition0.57%18Machine Learning0.57%19Motion Planning0.56%20Humans And Robots0.56%9、人机交互与普适计算序号关键词比率1Social Media1.5%2Emotion Recognition1.13%3Mobile Device0.97%4Visually Impaired0.94%5Virtual Reality0.86%6Augmented Reality0.86%7Social Networking0.78%8User Interface0.7%9Mobile Phone0.67%10Large Scale0.67%11Activity Recognition0.64%12Online Communities0.64%13Gesture Based0.59%14Wireless Networks0.56%15Smart Homes0.54%16Designing And Evaluating0.54%17Human Interaction0.51%18Interactive Systems0.51%19User Experience0.48%20Virtual Environments0.48%10、交叉/综合/新兴序号关键词比率1Neural Networks2.02%2Deep Learning1.94%3Gene Expression1.74%4Large Scale1.25%5Protein Interactions1.25%6Machine Learning1.17%7RNA1.09%8Network Based1.05%9Convolutional Networks1.01%10Expression Data0.97%11DNA0.97%12Social Networking0.89%13Feature Selection0.89%14Regulatory Networks0.85%15Selected Features0.85%16Alzheimer's Disease0.77%17Protein Protein Interactions0.77%18Gene Networks0.77%19Model Predictive0.77%20Timing Analysis0.73%2017年度IEEE、ACM热点词汇IEEE热点词汇序号关键词比率1Neural Networks2.58%2Wireless Networks1.77%3Energy Efficiency1.4%4Convolutional Networks1.13%5Large Scale1.01%6Deep Learning0.81%7Cellular Networks0.72%8Wireless Sensor Network0.7%9Modulators0.69%10Low Power0.66%11Cognitive Radio0.65%12Resource Allocation0.64%13Radio Networks0.59%14Software Defined0.56%15Data Centers0.56%16Heterogeneous Networks0.56%17Gaussians0.55%18Mimo Systems0.55%19Network Based0.55%20Big Data0.53%ACM热点词汇序号关键词序号1Neural Networks1.38%2Wireless Networks1.13%3Large Scale1.07%4Energy Efficiency0.7%5Social Networking0.68%6Wireless Sensor Network0.66%7Machine Learning0.54%8Deep Learning0.48%9Social Media0.47%10Big Data0.47%11Convolutional Networks0.45%12High Performance0.45%13Multi Agent0.38%14Reinforcement Learning0.37%15Gaussians0.37%16Based Algorithm0.36%17Cloud Computing0.34%18Preserving Privacy0.33%19Privacy Preservation0.32%20Mobile Device0.32%新智元AI技术+产业社群招募中，欢迎对AI技术+产业落地感兴趣的同学，加小助手微信号: aiera2015_2入群；通过审核后我们将邀请进群，加入社群后务必修改群备注（姓名-公司-职位；专业群审核较严，敬请谅解）。
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