基本信息
周晓飞  女  博导  中国科学院信息工程研究所
电子邮件: zhouxiaofei@iie.ac.cn
通信地址: 北京市海淀区闵庄路89号A3楼
邮政编码: 100190

招生信息

   
招生专业
083900-网络空间安全
招生方向
机器学习,自然语言处理,跨媒体挖掘

教育背景

2004-07--2008-07   南京理工大学   博士

工作经历

   
工作简历
2020-10~现在, 中国科学院信息工程研究所, 研究员
2013-10~2020-10,中国科学院信息工程研究所, 副研究员
2011-07~2013-10,中国科学院信息工程研究所, 助理研究员
2008-10~2010-10,中国科学院研究生院, 博士后
2004-07~2008-07,南京理工大学, 博士

教授课程

强化学习导论
人工智能及其应用
机器学习-1
机器学习理论
机器学习-3
机器学习-2
强化学习及其应用
科学前沿进展名家系列讲座III
机器学习
强化学习及其应用-2
强化学习及其应用-1
文献阅读
统计机器学习
神经网络与深度学习

专利与奖励

   
奖励信息
(1) 中国科学院“朱李月华”优秀教师, 一等奖, 研究所(学校), 2019
(2) 中国科学院大学优秀课程《机器学习》, 一等奖, 研究所(学校), 2019
(3) 国科大网络空间安全学院优秀课程《机器学习》, 一等奖, 研究所(学校), 2019
(4) 2019年度国科大网安学院授课优秀教师, 一等奖, 研究所(学校), 2019
(5) 2018年度国科大网安学院授课优秀教师, 一等奖, 研究所(学校), 2018

出版信息

   
发表论文
(1) Industry credit spread forecasting based on time series data and industry relationships, ICDM 2023, 2023, 第 4 作者
(2) Improving Factual Consistency of Dialogue Summarization with Fact-Augmentation Mechanism, IJCNN (CCF C), 2022, 通讯作者
(3) Knowledge Graph Embedding by Double Limit Scoring Loss, IEEE TKDE (CCF-A), 2022, 第 1 作者
(4) Exploring Relational Semantics for Inductive Knowledge Graph Completion, AAAI (CCF-A), 2022, 通讯作者
(5) Knowledge Base Reasoning with Convolutional-Based Recurrent Neural Networks, IEEE TKDE 2021 (CCF A), 2021, 通讯作者
(6) A Self-Supervised Learning Framework for Sequential Recommendation, IJCNN-2021 (CCF-C), 2021, 通讯作者
(7) Hypergraph Convolutional Network for Group Recommendation, ICDM 2021 (CCF B), 2021, 通讯作者
(8) Exploring Explicit and Implicit Visual Relationships for Image Captioning, ICME (CCF-B), 2021, 通讯作者
(9) Direction Relation Transformer for Image Captioning, ACM MM 2021 (CCF A), 2021, 通讯作者
(10) Image Captioning with Context-Aware Auxiliary Guidance, AAAI (CCF-A), 2021, 通讯作者
(11) A Knowledge-Aware Attentional Reasoning Network for Recommendation, AAAI-2020 (CCF-A), 2020, 通讯作者
(12) A Relation-Specific Attention Network for Joint Entity and Relation Extraction, IJCAI 2020 (CCF-A), 2020, 通讯作者
(13) IARNet: An Information Aggregating and Reasoning Network over Heterogeneous Graph for Fake News Detection, IJCNN 2020 (CCF C), 2020, 第 3 作者
(14) DAN: Deep Attention Neural Network for News Recommendation, THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2019, 通讯作者
(15) Neighborhood-Aware Attentional Representation for Multilingual Knowledge Graphs, IJCAI 2019, (CCF A), 2019, 通讯作者
(16) A neural translating general hyperplane for knowledge graph embedding, JOURNAL OF COMPUTATIONAL SCIENCE, 2019, 通讯作者
(17) Lightweight Convolutional Neural Network with SE Module for Image Super-Resolution, 6TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND QUANTITATIVE MANAGEMENT, 2018, 通讯作者
(18) Learning Knowledge Graph Embeddings via Generalized Hyperplanes, COMPUTATIONAL SCIENCE - ICCS 2018, PT I, 2018, 通讯作者
(19) Learning Knowledge Embeddings by Combining Limit-based Scoring Loss, CIKM'17 (CCF B), 2017, 第 1 作者
(20) Leveraging Latent Sentiment Constraint in Probabilistic Matrix Factorization for Cross-domain Sentiment Classification, PROCEDIA COMPUTER SCIENCE, 2016, 第 3 作者
(21) Sentiment Word Identification with Sentiment Contextual Factors, ApWeb 2015, 2015, 第 2 作者
(22) Latent Sentiment Representation for Sentiment Feature Selection, INFOCOM 2015 WORKSHOP, 2015, 第 2 作者
(23) Optimization-based Model for Determining Words' Sentiment Orientations, INFOCOM 2015 WORKSHOP, 2015, 第 2 作者
(24) Feature Selection for Sentiment Classification Using Matrix Factorization, WWW'15 (CCF A )SHORT PAPER, 2015, 第 2 作者
(25) Text Categorization based on Clustering Feature Selection, 2ND INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND QUANTITATIVE MANAGEMENT, ITQM 2014, 2014, 第 1 作者
(26) Text Feature Selection Based on Class Subspace, ICDM 2014 workshop, 2014, 第 1 作者
(27) Latent Factor SVM for Text Categorization, ICDM 2014 workshop, 2014, 第 1 作者
(28) Word Clustering Based on Un-LP Algorithm, Coling workshop, 2014, 第 1 作者
(29) CONR: A Novel Method for Sentiment Word Identification, CIKM 2014 (CCF B), 2014, 第 1 作者
(30) Text Document Latent Subspace Clustering by PLSA Factors, WI-IAT, 2014, 第 1 作者
(31) Enhanced Sample Selection for SVM on Face Recognition, WEB TECHNOLOGIES AND APPLICATIONS, APWEB 2014, PT II, 2014, 通讯作者
(32) Dependency Expansion Model for Sentiment Lexicon Extraction, WI-IAT 2013, 2013, 通讯作者
(33) Unsupervised Clustering Strategy Based on Label Propagation, International Conference on Data Mining, 2013, 通讯作者
(34) 一种基于数据流环境感知的共享过滤算法, An Adaptive Shared Filter Ordering Algorithm for Data Stream Systems, 计算机研究与发展, 2013, 第 4 作者
(35) Theme Word Subspace Method for Text Document Categorization, SIGKDD 2012 workshop, 2012, 第 1 作者
(36) Credit risk evaluation with kernel-based affine subspace nearest points learning method, EXPERT SYSTEMS WITH APPLICATIONS, 2011, 通讯作者
(37) Subspace Distance-Based Sampling Method for SVM, ICDM 2010 workshop, 2010, 第 1 作者
(38) Kernel subclass convex hull sample selection method for SVM on face recognition, NEUROCOMPUTING (SCI), 2010, 通讯作者
(39) Credit risk evaluation by using nearest subspace method, ICCS 2010 - INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, PROCEEDINGS, 2010, 通讯作者
(40) Affine Subspace Nearest Points Classification Algorithm for Wavelet Face Recognition, CSIE 2009, 2009, 第 1 作者
(41) A New Kernel-based Classification Algorithm, ICDM 2019 (CCF B), 2009, 第 1 作者
(42) Nearest Neighbor Convex Hull Classification Method for Face Recognition, COMPUTATIONAL SCIENCE - ICCS 2009, 2009, 第 1 作者
(43) Face Recognition Using Affine Subspace Nearest Points Approach, PROCEEDINGS OF THE 2009 CHINESE CONFERENCE ON PATTERN RECOGNITION AND THE FIRST CJK JOINT WORKSHOP ON PATTERN RECOGNITION, VOLS 1 AND 2, 2009, 通讯作者
(44) A New Classification Method for PCA-based Face Recognition, 2009 INTERNATIONAL CONFERENCE ON BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING, PROCEEDINGS, 2009, 通讯作者
(45) 仿射子空间最近点分类算法, Affine Subspace Nearest Points Classification Algorithm, 中国图象图形学报, 2008, 第 1 作者
(46) 核最近邻凸包分类算法, Kernel Nearest Neighbor Convex Hull Classification Algorithm, 中国图象图形学报, 2007, 第 1 作者

科研活动

   
科研项目
( 1 ) 面向文本信息安全的类别语义分类方法研究, 负责人, 国家任务, 2013-01--2015-12
( 2 ) 面向文本内容安全的语义特征分类技术研究, 负责人, 研究所自主部署, 2013-04--2014-05
( 3 ) 时间知识图谱补全技术研究, 负责人, 国家任务, 2022-01--2025-12
参与会议
(1)Learning Knowledge Embeddings by Combining Limit-based Scoring Loss   Xiaofei Zhou, Qiannan Zhu, Ping Liu, Li Guo   2017-11-06
(2)Theme Word Subspace Method for Text Document Categorization   Zhou Xiaofei,Guo Li et al.   2012-08-14
(3)Credit Evaluation with Nearest Subspace Method   周晓飞   2010-05-20
(4)A New Kernel-based Classification Algorithm   周晓飞   2009-12-06
(5)A new sampling-based SVM for face recognition   姜文瀚,周晓飞   2009-11-20
(6)Face Recognition Using Affine Subspace Nearest Points Approach   周晓飞   2009-11-06
(7)A New classification method for PCA-based Face Recognition   周晓飞   2009-07-24
(8)Nearest Neighbor Convex Hull Classification Method for Face Recognition   周晓飞   2009-05-23
(9)Affine Subspace Nearest Points Classification Algorithm for Wavelet Face Recognition   周晓飞   2009-03-31