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好了今天的字数好像也是凑得毫无营养就这样吧小林也没什么特别要说的
二，散内帑百万，聚十万军心。“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）。