研究领域

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论文成果

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• Leveraging Deep Reinforcement Learning for Traffic Engineering: A Survey.[J]:IEEE Communications Surveys & Tutorials,2021
• Request dependency graph: A model for web usage mining in large-scale web of things.[J]:IEEE Internet of Things Journal,2016
• Monitoring and Analyzing Big Traffic Data of a Large Scale Cellular Network with Hadoop.[J]:IEEE Network,2014
• Spark-based large-scale matrix inversion for big data processing.[J]:IEEE Access,2016
• Accurate quantile estimation for skewed data streams using nonlinear interpolation.[J]:IEEE Access,2018
• Identifying website communities in mobile internet based on affinity measurement.[J]:Computer Communications,2014
• Recognizing and characterizing dynamics of cellular devices in cellular data network through massive data analysis:International Journal of Communication Systems,2015
• Parallelized Jaccard-based learning method and MapReduce implementation for mobile devices recognition from massive network data:China Communications,2013
• Mining and modelling the dynamic patterns of service providers in cellular data network based on big data analysis.[J]:China Communications,2013

专利

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• 一种IP地址与域名对应关系的更新方法及装置
• 一种海量网络数据环境下的元数据同步方法及系统
• 一种CRC计算方法及装置
• 一种基于V2X的应急通信系统及方法
• 一种基于深度神经网络的病理图像分类方法及装置
• 实现网络态势感知的区块链网络、感知方法及电子设备
• 一种视觉搜索方法、装置及设备
• 一种基于裁剪的卷积神经网络的确定方法及装置
• 一种文件检索方法及装置
• 一种对用户行为数据进行漏斗分析方法及装置

著作成果

• 人工智能核心：神经网络（青少科普版）,2021
• 《Hadoop大数据处理》[专著],人民邮电出版社,2019
• 《Spark大数据处理：原理、算法与实例》[专著],清华大学出版社,2019

科研项目

• 基于CI码的多载波传输系统研究 CI Based Multicarrier Transmission Systems，结项，刘军
• 校园安防视频低功耗存储及异常事件智能分析系统，武昆
• 基于大数据分析的网络流量异常监测系统研发
• 视频结构化智能分析系统研发
• 基于CI码的多载波传输系统研究 CI Based Multicarrier Transmission Systems，结项，刘军

科研团队

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