赵军｜山东师范大学｜学者主页

2026

基于信息增强对比学习的可信推荐模型研究

朱悦，尹裴，赵军，权冠霆

《软件工程》

DOI

2026

基于多特征语义分割和融合知识图谱的知识增强

尤一，赵军，高媛媛，王学艳，黎有齐

《计算机系统应用》

DOI

2026

基于强化预训练图神经网络的图书推荐方法

赵文婷，赵军

《曲阜师范大学学报(自然科学版)》

2026

基于时间约束逻辑规则引导的时序知识超图链接预测方法

徐旺，王鑫，李钊，郭文斌，杜方，赵军

《计算机科学与探索》

2026

基于解题思维机制的大语言模型多项选择阅读理解增强框架

苏艺淞，张元哲，廖祥文，卫一帆，刘康，赵军

《中文信息学报》

2026

HGIB-Pro: Heterogeneous graph contrastive neural network with information bottleneck for open-set intrusion detection

高仪 Gao Yi，Jun Zhao，Lei Zhang，Hong Wang，Minglai Shao

Expert Systems with Applications

DOI

2026

IoT intrusion detection based on reinforced graph contrastive learning with homophily-heterophily decoupling

Jun Zhao, Shenghong Liu, Hong Wang, Zhiquan Liu, Minglai Shao

Expert Systems with Applications

DOI

2026

Beyond appearances: Detecting camouflaged pornographic websites with reinforced graph contrastive networks

Jun Zhao, Shenghong Liu, 高仪 Gao Yi, Z H Liu, Minglai Shao

Expert Systems with Applications

DOI

2026

ProtoZero: An adaptive framework for unknown attack detection via macro–micro graph learning

Congheng Hu, Huaxin Zhao, Junwei Du, Junjie Zhang, Junhua Zhang, Jun Zhao, Minglai Shao

Knowledge-Based Systems

DOI

2026

SCALE: Adaptive heterogeneous graph prototype learning for open-set unknown financial fraud detection

Junwei Du, Congheng Hu, Huaxin Zhao, Huaxin Zhao, Chenran Liu, Hao Peng, Jun Zhao

Expert Systems with Applications

DOI

2025

注意力增强的语义融合知识图谱表示学习框架

郭文斌，王鑫，李钊，陈子睿，赵军，冯锋，杜方

《计算机研究与发展》

2025

Hypergraph convolution networks for botnet detection

Jing Li, Bingkun Zhao, Guo Feng Zhao, Jinghong Lan, Jun Zhao, Minglai Shao

Knowledge-Based Systems

DOI

2024

图终身学习：综述

刘壮，董子宸，董宜琳，尚家名，张帆，陈雨然，楼佩妍，孙欣然，王昱，赵军，Wayne Lin

《计算机研究与发展》

2024

基于动态邻居选择的知识图谱事实错误检测方法

桂梁，徐遥，何世柱，张元哲，刘康，赵军

《山东大学学报(理学版)》

2024

Cyber threat indicators extraction based on contextual knowledge prompt

Hailiang Tang, Dawei Lin, Wanyu Li, Wenxiao Zhang, Jun Zhao

Computer Networks

DOI

2024

Knowledge-Enhanced Distributed Graph Autoencoder for Multiunit Industrial Plant-Wide Process Monitoring

Weiqiang Wu, Chunyue Song, Jun Zhao, Gongzhan Wang

IEEE Transactions on Industrial Informatics

DOI

2023

大模型时代的自然语言处理:挑战、机遇与发展

车万翔，窦志成，冯岩松，桂韬，韩先培，户保田，黄民烈，黄萱菁，刘康，刘挺，刘知远，秦兵，邱锡鹏，万小军，王宇轩，文继荣，严睿，张家俊，张民，张奇，赵军，赵鑫，赵妍妍

《中国科学:信息科学》

2023

A2-CLM: Few-Shot Malware Detection Based on Adversarial Heterogeneous Graph Augmentation

Chen Liu, Bo Hu Li, Jun Zhao, Weiwei Feng, Xudong Liu, Chunpei Li

IEEE Transactions on Information Forensics and Security

DOI

2023

RHGNN: Fake reviewer detection based on reinforced heterogeneous graph neural networks

Jun Zhao, Minglai Shao, Hailiang Tang, Jianchao Liu, Lin Du, Hong Wang

Knowledge-Based Systems

DOI

2023

TI-MVD: A temporal interaction-enhanced model for malware variants detection

Chen Liu, Bo Hu Li, Jun Zhao, Ziyang Zhen, Weiwei Feng, Xudong Liu

Knowledge-Based Systems

DOI

2023

MalAF : Malware Attack Foretelling From Run-Time Behavior Graph Sequence

Chen Liu, Bo Hu Li, Jun Zhao, Xudong Liu, Chunpei Li

IEEE Transactions on Dependable and Secure Computing

DOI

2023

Physics-informed gated recurrent graph attention unit network for anomaly detection in industrial cyber-physical systems

Weiqiang Wu, Chunyue Song, Jun Zhao, Zuhua Xu

Information Sciences

DOI

2022

基于Beta分布和半监督学习的非确定性知识图谱嵌入模型

徐遥，何世柱，刘康，张弛，焦飞，赵军

《中文信息学报》

2022

知识图谱算法与实践

赵军

《高等教育出版社》

2022

FewM-HGCL : Few-Shot Malware Variants Detection Via Heterogeneous Graph Contrastive Learning

Chen Liu, Bo Hu Li, Jun Zhao, Ziyang Zhen, Xudong Liu, Qunshi Zhang

IEEE Transactions on Dependable and Secure Computing

DOI

2022

A novel hierarchical attention-based triplet network with unsupervised domain adaptation for network intrusion detection

Jinghong Lan, Xudong Liu, Bo Li, Jun Zhao

Applied Intelligence

DOI

2022

Cyber threat prediction using dynamic heterogeneous graph learning

Jun Zhao, Minglai Shao, Hong Wang, Xiaomei Yu, Bo Hu Li, Xudong Liu

Knowledge-Based Systems

DOI

2022

MEMBER: A multi-task learning model with hybrid deep features for network intrusion detection

Jinghong Lan, Xudong Liu, Bo Li, Jie Sun, Beibei Li, Jun Zhao

Computers & security

DOI

2021

用于金融文本挖掘的多任务学习预训练金融语言模型

刘壮，刘畅，Wayne Lin，赵军

《计算机研究与发展》

2021

前言

虎嵩林，赵军，唐杰，秦兵，石川，颜水成

《计算机研究与发展》

2021

Porn2Vec: A robust framework for detecting pornographic websites based on contrastive learning

Jun Zhao, Minglai Shao, Hao Ming Peng, Hong Wang, Bo Li, Xudong Liu

Knowledge-Based Systems

DOI

2021

A Robustly Optimized BERT Pre-training Approach with Post-training

Zhuang Liu, Wayne Lin, Ya-Fei Shi, Jun Zhao

China National Conference on Chinese Computational Linguistics

DOI

2021

Multi-Task Deep Neural Networks for Multi-Document Reading Comprehension

Chang Liu, Zhuang Liu, Wayne Lin, Jun Zhao

IEEE International Joint Conference on Neural Network

DOI

2021

SQL Injection Attack Detection and Prevention Techniques Using Deep Learning

Dingfan Chen, Qiseng Yan, Chun-Wang Wu, Jun Zhao

Journal of Physics, Conference Series

DOI

2020

《知识图谱》

赵军，刘康，何世柱，陈玉博

《中文信息学报》

2020

基于可信软件基的虚拟机动态监控机制研究

王晓，赵军，张建标

《信息网络安全》

2020

Automatic Scoring System for CET-4 Compositions Based on Seq2Seq+Bi-LSTM Model

Jun Zhao, Jiulong Chen

2020 IEEE 3rd International Conference on Automation, Electronics and Electrical Engineering (AUTEEE)

DOI

2020

Dual Head-wise Coattention Network for Machine Comprehension with Multiple-Choice Questions

Zhuang Liu, Kai-Yu Huang, De-Gen Huang, Jun Zhao

International Conference on Information and Knowledge Management

DOI

2020

Semantics-Reinforced Networks for Question Generation

Zhuang Liu, Kai-Yu Huang, De-Gen Huang, Jun Zhao

European Conference on Artificial Intelligence

DOI

2020

FinBERT: A Pre-trained Financial Language Representation Model for Financial Text Mining

Zhuang Liu, De-Gen Huang, Kai-Yu Huang, Zhuang Li, Jun Zhao

International Joint Conference on Artificial Intelligence

DOI

2020

TIMiner: Automatically extracting and analyzing categorized cyber threat intelligence from social data

Jun Zhao, Qiben Yan, Jianxin Li, Minglai Shao, Zuti He, B. Li

Computers & security

DOI

2020

Cyber Threat Intelligence Modeling Based on Heterogeneous Graph Convolutional Network

Jun Zhao, Qiben Yan, Xudong Liu, B. Li, Guangsheng Zuo

International Symposium on Recent Advances in Intrusion Detection

2019

信息系统安全配置与管理

赵军

《机械工业出版社》

2019

基于状态聚类的分布式模糊测试技术

邓一杰，刘克胜，赵军，常超，朱凯龙

《计算机工程与设计》

2019

Detecting fake reviews via dynamic multimode network

Jun Zhao, Hong Wang

International Journal of High Performance Computing and Networking

DOI

2019

Detecting sparse rating spammer for accurate ranking of online recommendation

Hong Wang, Xiaomei Yu, Jun Zhao, Yuanjie Zheng

International Journal of Computational Science and Engineering

DOI

2019

A model of mining approximate frequent itemsets using rough set theory

Xiaomei Yu, Jun Zhao, Hong Wang, Xiangwei Zheng, Xiaoyan Yan

International Journal of Computational Science and Engineering

DOI

2018

知识图谱 = Knowledge graph

赵军

《高等教育出版社》

2018

知识图谱

赵军

《高等教育出版社》

2017

一种面向稀疏和虚假评分的协同推荐方法

赵军，王红，殷方勇

《小型微型计算机系统》

2017

基于网络语义标签的多源知识库实体对齐算法

王雪鹏，刘康，何世柱，刘树林，张元哲，赵军

《计算机学报》

2017

大数据时代网络安全的重要性

赵军

《数字技术与应用》

2016

融合情感极性和逻辑回归的虚假评论检测方法

赵军，王红

《智能系统学报》

2016

云存储系统中隐私保护数据的抗泄露加密算法

赵军

《科技通报》

2015

数据挖掘在CRM中的应用研究

杨娟，李永辉，赵军

《科技、经济、市场》

2015

Microblog Orientation Analysis Based on Connnectives

Jun Zhao, Hong Wang

International Conference on Broadband and Wireless Computing, Communication and Applications (BWCCA)

DOI

2014

基于数据挖掘的第三方物流中心库存需求预测模型

赵军，王晓

《物流技术》

2009

基于CEGA-SVM的网络入侵检测算法

赵军

《计算机工程》

2009

基于模糊综合决策的计算机入侵检测技术

赵军

《硅谷》

2007

基于主题语言模型的句子检索算法

吴友政，赵军，徐波

《计算机研究与发展》

2006

一种分布式入侵检测系统的解决方案

赵军

《江苏工程职业技术学院学报》

2005

面向文本检索的语义计算

赵军，金千里，徐波

《计算机学报》

2004

一个空间数据挖掘原型系统的设计与实现

孙建国，赵军，闫浩文

《兰州交通大学学报》

2004

面向口语翻译的双语语块自动识别

程葳，赵军，刘非凡，徐波

《计算机学报》

2003

网络信息安全策略与技术

赵军，李炳荣陈知秋赵军

《情报杂志》，Vol. 22, No. 12

下载原文

2001

统计句法分析建模中基于信息论的特征类型分析

穗志方，赵军，俞士汶

《计算机学报》

1999

结合句法组成模板识别汉语基本名词短语的概率模型

赵军，黄昌宁

《计算机研究与发展》

1999

汉语基本名词短语结构分析模型

赵军，黄昌宁

《计算机学报》

1998

基于例子的基本名词短语识别中词语分布相似度的研究

赵军，黄昌宁

《模式识别与人工智能》

精选作品

期刊论文

基于信息增强对比学习的可信推荐模型研究

基于多特征语义分割和融合知识图谱的知识增强

基于强化预训练图神经网络的图书推荐方法

基于时间约束逻辑规则引导的时序知识超图链接预测方法

基于解题思维机制的大语言模型多项选择阅读理解增强框架

HGIB-Pro: Heterogeneous graph contrastive neural network with information bottleneck for open-set intrusion detection

IoT intrusion detection based on reinforced graph contrastive learning with homophily-heterophily decoupling

Beyond appearances: Detecting camouflaged pornographic websites with reinforced graph contrastive networks

ProtoZero: An adaptive framework for unknown attack detection via macro–micro graph learning

SCALE: Adaptive heterogeneous graph prototype learning for open-set unknown financial fraud detection

注意力增强的语义融合知识图谱表示学习框架

Hypergraph convolution networks for botnet detection

图终身学习：综述

基于动态邻居选择的知识图谱事实错误检测方法

Cyber threat indicators extraction based on contextual knowledge prompt

Knowledge-Enhanced Distributed Graph Autoencoder for Multiunit Industrial Plant-Wide Process Monitoring

大模型时代的自然语言处理:挑战、机遇与发展

A2-CLM: Few-Shot Malware Detection Based on Adversarial Heterogeneous Graph Augmentation

RHGNN: Fake reviewer detection based on reinforced heterogeneous graph neural networks

TI-MVD: A temporal interaction-enhanced model for malware variants detection

MalAF : Malware Attack Foretelling From Run-Time Behavior Graph Sequence

Physics-informed gated recurrent graph attention unit network for anomaly detection in industrial cyber-physical systems

基于Beta分布和半监督学习的非确定性知识图谱嵌入模型

知识图谱 算法与实践

FewM-HGCL : Few-Shot Malware Variants Detection Via Heterogeneous Graph Contrastive Learning

A novel hierarchical attention-based triplet network with unsupervised domain adaptation for network intrusion detection

Cyber threat prediction using dynamic heterogeneous graph learning

MEMBER: A multi-task learning model with hybrid deep features for network intrusion detection

用于金融文本挖掘的多任务学习预训练金融语言模型

前言

Porn2Vec: A robust framework for detecting pornographic websites based on contrastive learning

A Robustly Optimized BERT Pre-training Approach with Post-training

Multi-Task Deep Neural Networks for Multi-Document Reading Comprehension

SQL Injection Attack Detection and Prevention Techniques Using Deep Learning

《知识图谱》

基于可信软件基的虚拟机动态监控机制研究

Automatic Scoring System for CET-4 Compositions Based on Seq2Seq+Bi-LSTM Model

Dual Head-wise Coattention Network for Machine Comprehension with Multiple-Choice Questions

Semantics-Reinforced Networks for Question Generation

FinBERT: A Pre-trained Financial Language Representation Model for Financial Text Mining

TIMiner: Automatically extracting and analyzing categorized cyber threat intelligence from social data

Cyber Threat Intelligence Modeling Based on Heterogeneous Graph Convolutional Network

信息系统安全配置与管理

基于状态聚类的分布式模糊测试技术

Detecting fake reviews via dynamic multimode network

Detecting sparse rating spammer for accurate ranking of online recommendation

A model of mining approximate frequent itemsets using rough set theory

知识图谱 = Knowledge graph

知识图谱

一种面向稀疏和虚假评分的协同推荐方法

基于网络语义标签的多源知识库实体对齐算法

大数据时代网络安全的重要性

融合情感极性和逻辑回归的虚假评论检测方法

云存储系统中隐私保护数据的抗泄露加密算法

数据挖掘在CRM中的应用研究

Microblog Orientation Analysis Based on Connnectives

基于数据挖掘的第三方物流中心库存需求预测模型

基于CEGA-SVM的网络入侵检测算法

基于模糊综合决策的计算机入侵检测技术

基于主题语言模型的句子检索算法

一种分布式入侵检测系统的解决方案

面向文本检索的语义计算

一个空间数据挖掘原型系统的设计与实现

面向口语翻译的双语语块自动识别

网络信息安全策略与技术

统计句法分析建模中基于信息论的特征类型分析

结合句法组成模板识别汉语基本名词短语的概率模型

汉语基本名词短语结构分析模型

基于例子的基本名词短语识别中词语分布相似度的研究

会议论文

A Hybrid SVM based Real-time Attack Classification Method for Cyber Network

基于等级保护的国有大型保险企业信息安全体系建设实务

移动泛在网络安全问题分析

基于统计语言模型蒙古文词汇分析校正器的设计与实现

TREC中提高检索鲁棒性的技术研究

研究方向

知识图谱算法与实践