鲁燃｜山东师范大学｜学者主页

2026

SCIL-Net: Semi-supervised contrastive incremental learning for continuous industrial fault diagnosis

Xue-Zhi Chi, Ran Lu, Hehong Cui

Applied Soft Computing

DOI

2026

Synergistic denoising: Dual-correction of semantic control and distribution optimization for sequential recommendation

Yizhao Zhu, Guangjin Wang, Huajuan Duan, Yongjun Wang, Peiyu Liu, Lei Guo, Ran Lu

Information Processing & Management

DOI

2025

Intent Contrastive Learning Based on Multi-view Augmentation for Sequential Recommendation

Bo Pei, Yingzheng Zhu, Guangjin Wang, Huajuan Duan, Wenya Wu, Fuyong Xu, Yi-Zhao Zhu, Peiyu Liu, Ran Lu

International Conference on Computational Linguistics

2025

Relation-Aware Graph Reasoning for Multiple Choice Question Answering

Daao Lu, Peiyu Liu, Ran Lu

Natural Language Processing and Chinese Computing

DOI

2025

IMDP: A Unify Dialogue Framework with Awareness and Understanding for Implicit Personalized Dialogue Generation

Yuanying Wang, Fuyong Xu, Yingzheng Zhu, Guangjin Wang, Peiyu Liu, Ran Lu

ACM Trans. Asian Low Resour. Lang. Inf. Process.

DOI

2025

Preference Fusion Based on Attention Weight Normalization for Sequential Recommendation

Yizhao Zhu, Yingzheng Zhu, Wen‐Ya Wu, Huajuan Duan, Peiyu Liu, Ran Lu

Communications in computer and information science

DOI

2024

A sequence recommendation method based on external reinforcement and position separation

Wenya Wu, Guangjin Wang, Xiufang Liang, Yingzheng Zhu, Huajuan Duan, Peiyu Liu, Ran Lu

Journal of Supercomputing

DOI

2024

Intelligent and Personalized Vocational Education: Applications and Strategies

Mei Liu, Peiyu Liu, Ran Lu, Jiang Xue

International Conference on Information Technology in Medicine and Education

DOI

2024

Metaverse Improves Students’ Vocational Literacy in Vocational Colleges

Tianyu Zhang, Yaopei Zhao, Peiyu Liu, Ran Lu

International Conference on Information Technology in Medicine and Education

DOI

2024

A Practical Study on Statistical Analysis of Secondary School Achievement and Case Teaching Based on Data Mining

Jinhui Wang, Jiande Sun, Ran Lu, Yawen Chen, Cheng Su, Zhen Zhao

International Conference on Information Technology in Medicine and Education

DOI

2023

大学IT：数据科学基础

鲁燃

《中国石油大学出版社》

2023

Node representation learning with graph augmentation for sequential recommendation

Yingzheng Zhu, Xiufang Liang, Huajuan Duan, Fuyong Xu, Yuanying Wang, Peiyu Liu, Ran Lu

Information Sciences

DOI

2023

Exploiting User Preference in GNN-based Social Recommendation with Contrastive Learning

Xiufang Liang, Yingzheng Zhu, Huajuan Duan, Fuyong Xu, Pei-Yu Liu, Ran Lu

IEEE International Joint Conference on Neural Network

DOI

2023

MISR: a multiple behavior interactive enhanced learning model for social-aware recommendation

Xiufang Liang, Yingzheng Zhu, Huajuan Duan, Fuyong Xu, Peiyu Liu, Ran Lu

Journal of Supercomputing

DOI

2023

Facial image inpainting for big data using an effective attention mechanism and a convolutional neural network

Xiao-Man Lu, Ran Lu, Wenhao Zhao, Erbin Ma

Frontiers in Neurorobotics

DOI

2023

A Study on the Application of Metaverse in Vocational Education

Zengxuan Liu, Ran Lu

International Conference on Information Technology in Medicine and Education

DOI

2023

A Study on the Application of Interactive Whiteboards in Secondary School Computer Practice Courses

Wenqing Zhang, Jiande Sun, Ran Lu, Liang Zhao

International Conference on Information Technology in Medicine and Education

DOI

2023

Research on the Integration of Multimodal Teaching Resources based on Metaverse

Zengxuan Liu, Ran Lu, Shuo Xu, Liang Shi

International Workshop on Artificial Intelligence and Education (WAIE)

DOI

2023

Publisher Correction to: MISR: a multiple behavior interactive enhanced learning model for social-aware recommendation

Xiufang Liang, Yingzheng Zhu, Huajuan Duan, Fuyong Xu, Peiyu Liu, Ran Lu

The Journal of Supercomputing

DOI

2022

Prediction of Students' Psychological States Based on Facial Expression Recognition Under the Influence of COVID-19

Hui-Ling Liu, Pei-Yu Liu, Ran Lu, Shuqin Li

Proceedings of the 2nd International Conference on New Media Development and Modernized Education

DOI

2022

MGSF: Towards Multi-Graphs Semantic Fusion for Multi-behavior Recommendation

Yingzheng Zhu, Xiufang Liang, Huajuan Duan, Fuyong Xu, Pei-Yu Liu, Ran Lu

2022 IEEE Smartworld, Ubiquitous Intelligence & Computing, Scalable Computing & Communications, Digital Twin, Privacy Computing, Metaverse, Autonomous & Trusted Vehicles (SmartWorld/UIC/ScalCom/DigitalTwin/PriComp/Meta)

DOI

2022

Aspect-based Sentiment Analysis with Graph Convolutional Networks over Dependency Awareness

Xue Wang, Peiyu Liu, Zhenfang Zhu, Ran Lu

International Conference on Pattern Recognition

DOI

2022

Graph convolutional networks with hierarchical multi-head attention for aspect-level sentiment classification

Xiaowen Li, Ran Lu, Peiyu Liu, Zhenfang Zhu

Journal of Supercomputing

DOI

2022

Interactive Double Graph Convolutional Networks for Aspect-based Sentiment Analysis

Xue Wang, Peiyu Liu, Zhenfang Zhu, Ran Lu

IEEE International Joint Conference on Neural Network

DOI

2022

Improving Persona Understanding for Persona-based Dialogue Generation with Diverse Knowledge Selection

Yuan-Ying Wang, Fuyong Xu, Ru Wang, Zhenfang Zhu, Peiyu Liu, Ran Lu

International Conference on Pattern Recognition

DOI

2022

Discovering Knowledge-Point Importance From the Learning-Evaluation Data

Hongfei Guo, Xiaomei Yu, Xinhua Wang, Lei Guo, Liancheng Xu, Ran Lu

International Journal of Distance Education Technologies

DOI

2022

Research on Differentiated Teaching Strategy of Computer Practice Courses in Secondary Vocational Schools

Peng Yuan, Ran Lu

DOI

2020

基于双向长短时记忆网络的系统异常检测方法

张林栋，鲁燃，刘培玉

《计算机应用与软件》

2019

A Multi-Attention Network for Aspect-Level Sentiment Analysis

Qiuyue Zhang, Ran Lu

Future Internet

DOI

2019

Interactive Multi-Head Attention Networks for Aspect-Level Sentiment Classification

Qiuyue Zhang, Ran Lu, Qicai Wang, Zhenfang Zhu, Peiyu Liu

IEEE Access

DOI

2019

Analysis and Inspiration of Current Situation of Innovative Maker Education in Secondary Vocational Schools in the Internet + Era

Xinyu Tang, Ran Lu, Bin Yu, Min Pan

International Conference on Information Technology in Medicine and Education

DOI

2019

Research on the Application of Maker Education in Secondary Vocational Schools

Min Pan, Ran Lu, Xinyu Tang

International Conference on Information Technology in Medicine and Education

DOI

2019

Attention-Based Bidirectional Hierarchical LSTM Networks for Text Semantic Classification

Xiaoming Shi, Ran Lu

International Conference on Information Technology in Medicine and Education

DOI

2018

融合用户特征与偏好的个性化微博推荐

黄贤英，鲁燃，王智昊

《信息技术与信息化》

2018

计算机文化基础实验教程医学版

鲁燃

2018

Research on Content-based MOOC Recommender Model

Ran Huang, Ran Lu

International Conference on Systems and Informatics (ICSAI)

DOI

2018

SIP Flood Attack Detection Method Based on Convolution Neural

Guo Shuai, Ran Lu, Yi Jing, Wenfeng Liu

International Computers, Signals and Systems Conference (ICOMSSC)

DOI

2016

基于用户标签的微博推荐算法

王宁宁，鲁燃，王智昊，刘承运

《计算机应用研究》

2016

基于特定用户角色的热度计算方法及应用

李情情，鲁燃，朱振方，刘颖莹

《计算机工程与设计》

2015

融合人工蜂群的微博话题推荐算法

鲁燃，李情情，王智昊，朱振方

《山西大学学报(自然科学版)》

2013

基于速度增长的微博热点话题发现

薛素芝，鲁燃，任圆圆

《计算机应用研究》

2012

An adaptive topic tracking method based on feedback stories

Yan Ling Zheng, Ran Lu

DOI

2012

The research on information filtering model based on immune self-learning mechanism

Hui Zhang, Ran Lu

DOI

2009

计算机公共课实验改革方案研究与实践

刘培玉，鲁燃，解福

《实验室研究与探索》

2009

A logical paragraph division based on semantic characteristics and its application

Zhenfang Zhu, Peiyu Liu, Ran Lu, Xue-Zhi Chi

2009 IEEE International Symposium on IT in Medicine & Education

DOI

2009

The study on network information filtering model

Ran Lu, Fan Hua, Peiyu Liu, Fu Xie

2009 IEEE International Symposium on IT in Medicine & Education

DOI

2008

Research of Text Classification Technology based on Genetic Annealing Algorithm

Zhen-fang Zhu, Pei-yu Liu, Ran Lu

International Symposium on Computational Intelligence and Design

DOI

2008

Game-Based Incentive Mechanisms for Cooperation in P2P Networks

Fu Xie, Fengming Liu, Rong-Rong Yang, Ran Lu

International Conference on Natural Computation (ICNC)

DOI

2003

基于VB与Access的软件开发技术基础

鲁燃

2001

基于Internet的ICAI模型与设计

鲁燃

《大连理工大学》

2000

利用遗传算法搜索全局最优的一种混合算法

鲁燃，马学强，潘美芹

《山东师范大学学报(自然科学版)》

精选作品

期刊论文

SCIL-Net: Semi-supervised contrastive incremental learning for continuous industrial fault diagnosis

Synergistic denoising: Dual-correction of semantic control and distribution optimization for sequential recommendation

Intent Contrastive Learning Based on Multi-view Augmentation for Sequential Recommendation

Relation-Aware Graph Reasoning for Multiple Choice Question Answering

IMDP: A Unify Dialogue Framework with Awareness and Understanding for Implicit Personalized Dialogue Generation

Preference Fusion Based on Attention Weight Normalization for Sequential Recommendation

A sequence recommendation method based on external reinforcement and position separation

Intelligent and Personalized Vocational Education: Applications and Strategies

Metaverse Improves Students’ Vocational Literacy in Vocational Colleges

A Practical Study on Statistical Analysis of Secondary School Achievement and Case Teaching Based on Data Mining

大学IT：数据科学基础

Node representation learning with graph augmentation for sequential recommendation

Exploiting User Preference in GNN-based Social Recommendation with Contrastive Learning

MISR: a multiple behavior interactive enhanced learning model for social-aware recommendation

Facial image inpainting for big data using an effective attention mechanism and a convolutional neural network

A Study on the Application of Metaverse in Vocational Education

A Study on the Application of Interactive Whiteboards in Secondary School Computer Practice Courses

Research on the Integration of Multimodal Teaching Resources based on Metaverse

Publisher Correction to: MISR: a multiple behavior interactive enhanced learning model for social-aware recommendation

Prediction of Students' Psychological States Based on Facial Expression Recognition Under the Influence of COVID-19

MGSF: Towards Multi-Graphs Semantic Fusion for Multi-behavior Recommendation

Aspect-based Sentiment Analysis with Graph Convolutional Networks over Dependency Awareness

Graph convolutional networks with hierarchical multi-head attention for aspect-level sentiment classification

Interactive Double Graph Convolutional Networks for Aspect-based Sentiment Analysis

Improving Persona Understanding for Persona-based Dialogue Generation with Diverse Knowledge Selection

Discovering Knowledge-Point Importance From the Learning-Evaluation Data

Research on Differentiated Teaching Strategy of Computer Practice Courses in Secondary Vocational Schools

基于双向长短时记忆网络的系统异常检测方法

A Multi-Attention Network for Aspect-Level Sentiment Analysis

Interactive Multi-Head Attention Networks for Aspect-Level Sentiment Classification

Analysis and Inspiration of Current Situation of Innovative Maker Education in Secondary Vocational Schools in the Internet + Era

Research on the Application of Maker Education in Secondary Vocational Schools

Attention-Based Bidirectional Hierarchical LSTM Networks for Text Semantic Classification

融合用户特征与偏好的个性化微博推荐

计算机文化基础实验教程 医学版

Research on Content-based MOOC Recommender Model

SIP Flood Attack Detection Method Based on Convolution Neural

基于用户标签的微博推荐算法

基于特定用户角色的热度计算方法及应用

融合人工蜂群的微博话题推荐算法

基于速度增长的微博热点话题发现

An adaptive topic tracking method based on feedback stories

The research on information filtering model based on immune self-learning mechanism

计算机公共课实验改革方案研究与实践

A logical paragraph division based on semantic characteristics and its application

The study on network information filtering model

Research of Text Classification Technology based on Genetic Annealing Algorithm

Game-Based Incentive Mechanisms for Cooperation in P2P Networks

基于VB与Access的软件开发技术基础

基于Internet的ICAI模型与设计

利用遗传算法搜索全局最优的一种混合算法

会议论文

山东省中小学信息技术教育现状与发展规划研究

书籍章节

A Modified Approach of Hot Topics Found on Micro-blog

计算机文化基础实验教程医学版