孙秋霞｜山东科技大学｜学者主页

2026

A Non-Convex Low-Rank Tensor Completion Method for Traffic Data Incorporating Spatio-Temporal Constraints

Qiuxia Sun, Wenshu Zhang, Qing Li, 林泽平

International Conference on Control and Intelligent Robotics (ICCIR)

DOI

2026

Simulation and benefit evaluation of an electric vehicle charging queue subsidy system

Qing Li, Tianzi Xu, Qiuxia Sun

International Conference on Electronic Information Engineering and Data Processing (EIEDP)

DOI

2025

用于交通流量预测的动态神经张量网络模型

田润智，孙秋霞，李琼，陈敬雨，燕英

《公路》

2025

Tensor representation-based dynamic graph neural network for traffic flow prediction using auxiliary information

Jianli Zhao, Yiran Hua, Huan Huo, Qiuxia Sun, Qing Li, Hailong Zhang

Information Fusion

DOI

2025

ChebNet Traffic Flow Prediction Model Based on Non-local Spatio-temporal Correlation Matrix

Qiuxia Sun, Runzhi Tian, Xiuyan Jia, Qing Li, Lu Sun

Networks and Spatial Economics

DOI

2024

经济属性驱动下的高速公路复杂加权网络的演化及仿真

孙璐，赵晓洁，刘新民，孙秋霞

《公路》

2024

基于VAR-LRTC-TNN的交通流量数据补全框架模型

孙秋霞，王淇，李勍，孙璐，贾秀燕

《重庆交通大学学报(自然科学版)》

2024

Analysis and Prediction of Electric Vehicle Charging Supply and Demand Based on Data-Driven

Qing Li, Qianchen Xue, Qiuxia Sun, Jinxing Hua

International Conference on Clean Energy Storage and Power Engineering (CESPE)

DOI

2024

Traffic flow tensor prediction framework integrating nonlocal self-similarity features and global consistency

yaxin hu, Qiuxia Sun, Qing Li, Lu Sun, Xiuyan Jia, Jianli Zhao

DOI

2023

基于对比度和共识日的交通速度预测

孙秋霞，孙砚琦，李勍

《山东科技大学学报(自然科学版)》

2023

基于K-means聚类与PLS回归模型的交通速度短时预测

贾秀燕，孙秋霞，李勍

《青岛大学学报(自然科学版)》

2023

Adaptive graph convolutional network-based short-term passenger flow prediction for metro

Jianli Zhao, Rumeng Zhang, Qiuxia Sun, Jingshi Shi, Futong Zhuo, Qing Li

Journal of Intelligent Transportation Systems

DOI

2022

A novel initialization method of fixed point continuation for recommendation systems

Jianli Zhao, Tianheng Zhang, Qiuxia Sun, Huan Huo, Maoguo Gong

Expert Systems With Applications，Vol. 210

DOI

2022

Attention-based dynamic spatial-temporal graph convolutional networks for traffic speed forecasting

Jianli Zhao, Zhongbo Liu, Qiuxia Sun, Qing Li, Xiuyan Jia, Rumeng Zhang

Expert Systems With Applications，Vol. 204

DOI

2022

校企合作办学的大数据专业创新型人才培养方法探究

陈明，方泳，李刚，孙秋霞，徐美姣，李艳艳

《中国多媒体与网络教学学报(上旬刊)》

2022

Prediction model of passenger transfer volume between scenic spots based on clustering and dynamic Bayesian network

Qiuxia Sun, Guoxiang Chu, Qing Li, Xiuyan Jia

International Conference on Frontiers of Traffic and Transportation Engineering (FTTE)

DOI

2022

Identification of Recurrent Congestion in Main Trunk Road Based on Grid and Analysis on Influencing Factors

Qiuxia Sun, Guoxiang Chu, Qing Li, Yu Zhang

Journal of Advanced Transportation

DOI

2022

DCFGAN: An adversarial deep reinforcement learning framework with improved negative sampling for session-based recommender systems

Jianli Zhao, Hao Li, Lijun Qu, Qinzhi Zhang, Qiuxia Sun, Huan Huo, Maoguo Gong

Information Sciences

DOI

2021

基于TPI数据的居民出行路径选择行为研究

孙秋霞，张玉，赵术兰

《重庆交通大学学报(自然科学版)》

2021

Traffic Speed Prediction Based on Spatial-Temporal Fusion Graph Neural Network

Zhongbo Liu, Mingkui Li, Jianli Zhao, Qiuxia Sun, Futong Zhuo

IEEE International Conference on Frontiers Technology of Information and Computer (ICFTIC)

DOI

2021

Low-rank tensor completion via combined Tucker and Tensor Train for color image recovery

Tianheng Zhang, Jianli Zhao, Qiuxia Sun, Bin Zhang, Jianjian Chen, Maoguo Gong

Applied Intelligence

DOI

2021

FolkRank++: An Optimization of FolkRank Tag Recommendation Algorithm Integrating User and Item Information

Jianli Zhao, Qinzhi Zhang, Qiuxia Sun, Huan Huo, Yu Xiao, Maoguo Gong

KSII Transactions on Internet and Information Systems

DOI

2021

TBTF: an effective time-varying bias tensor factorization algorithm for recommender system

Jianli Zhao, Shangcheng Yang, Huan Huo, Qiuxia Sun, Xijiao Geng

Applied Intelligence

DOI

2020

基于混合深度学习的地铁站进出客流量短时预测

赵建立，石敬诗，孙秋霞，任玲，刘彩红

《交通运输系统工程与信息》

DOI

2020

Spatial–temporal differences in operational performance of urban trunk roads based on TPI data: The case of Qingdao

Qiuxia Sun, Yu Zhang, Lu Sun, Qing Li, Peng Zhao Gao, Hao He

Physica A Statistical Mechanics and its Applications

DOI

2020

CSELM‐QE: A Composite Semi‐supervised Extreme Learning Machine with Unlabeled RSS Quality Estimation for Radio Map Construction

Jianli Zhao, Wei Wang, Qiuxia Sun, Huan Huo, Guoqiang Sun, Xiang Gao, Chendi Zhu

Chinese Journal of Electronics

DOI

2020

Research on Supply and Demand Matching of Urban Public Transport Based on IC Card and GPS Data

Qiuxia Sun, Hao He, Lu Sun

IOP Conference Series Earth and Environmental Science

DOI

2020

TrustTF: A tensor factorization model using user trust and implicit feedback for context-aware recommender systems

Jianli Zhao, Wei Wang, Zipei Zhang, Qiuxia Sun, Huan Huo, Lijun Qu, Shidong Zheng

Knowledge-Based Systems

DOI

2020

Spatial Variation of Taxi Demand Using GPS Trajectories and POI Data

Xinmin Liu, Lu Sun, Qiuxia Sun, Ge Gao

Journal of Advanced Transportation

DOI

2019

Research on traffic congestion characteristics of city business circles based on TPI data: The case of Qingdao, China

Qiuxia Sun, Yixin Sun, Lu Sun, Qing Li, Jianli Zhao, Yu Zhang, Hao He

Physica A Statistical Mechanics and its Applications

DOI

2019

MFMAP: Learning to Maximize MAP with Matrix Factorization for Implicit Feedback in Recommender System

Jianli Zhao, Zhengbin Fu, Qiuxia Sun, Sheng Fang, Wenmin Wu, Yang Zhang, Wei Wang

KSII Transactions on Internet and Information Systems

DOI

2018

基于云物元模型的城市道路级配评价研究

刘新民，王琪，孙秋霞

《数学的实践与认识》

2018

Attribute mapping and autoencoder neural network based matrix factorization initialization for recommendation systems

Jianli Zhao, Xijiao Geng, Jiehan Zhou, Qiuxia Sun, Yu Xiao, Zeli Zhang, Zhengbin Fu

Knowledge-Based Systems

DOI

2018

An Efficient Radio Map Updating Algorithm based on K-Means and Gaussian Process Regression

Jianli Zhao, Xiang Gao, Xin Wang, Chunxiu Li, Min Song, Qiuxia Sun

Journal of Navigation

DOI

2017

Improving performance of tensor-based context-aware recommenders using Bias Tensor Factorization with context feature auto-encoding

Wenmin Wu, Jianli Zhao, Chunsheng Zhang, Fang Meng, Zeli Zhang, Yang Zhang, Qiuxia Sun

Knowledge-Based Systems

DOI

2014

The influence of unknown parameters in AR(2) process to the control chart's performance

Qiuxia Sun, Qisheng Gao

DOI

2012

Design and validation of a novel space–earth integrated network management protocol and its simulation

Jianli Zhao, Qiuxia Sun

International Journal of Satellite Communications and Networking

DOI

2011

二阶自相关过程Shewhart型控制图的性能评价

孙秋霞，高齐圣

《控制与决策》

2011

Modified residual control charts for processes with changing variances

Qiuxia Sun, Jianli Zhao, Qisheng Gao

Chinese Control and Decision Conference (CCDC)

DOI

2011

Performance evaluation of Shewhart type charts for AR(2) process

Qiuxia Sun, Gao Qi-sheng

Kongzhi yu juece

2010

我国人口时间序列拟合模型的比较与选择

孙秋霞，王镇岭，高齐圣

《数学的实践与认识》

2010

Economic design of integrating SPC and APC with quality constraints

Qiuxia Sun, Xiangrong Wang

Chinese Control and Decision Conference (CCDC)

DOI

2009

面向Web数据挖掘技术的研究

孙秋霞，贾春朴

《科技资讯》

2007

The Necessary Condition of Jensen′s Inequality for g-expectation on Multivariate Function

Qiuxia Sun

Journal of Shandong University of Science and Technology

2006

Ad hoc网络运动模型及其连通强度相关性的研究

赵建立，商瑞强，孙秋霞，王光兴

《通信学报》

精选作品

期刊论文

A Non-Convex Low-Rank Tensor Completion Method for Traffic Data Incorporating Spatio-Temporal Constraints

Simulation and benefit evaluation of an electric vehicle charging queue subsidy system

用于交通流量预测的动态神经张量网络模型

Tensor representation-based dynamic graph neural network for traffic flow prediction using auxiliary information

ChebNet Traffic Flow Prediction Model Based on Non-local Spatio-temporal Correlation Matrix

经济属性驱动下的高速公路复杂加权网络的演化及仿真

基于VAR-LRTC-TNN的交通流量数据补全框架模型

Analysis and Prediction of Electric Vehicle Charging Supply and Demand Based on Data-Driven

Traffic flow tensor prediction framework integrating nonlocal self-similarity features and global consistency

基于对比度和共识日的交通速度预测

基于K-means聚类与PLS回归模型的交通速度短时预测

Adaptive graph convolutional network-based short-term passenger flow prediction for metro

A novel initialization method of fixed point continuation for recommendation systems

Attention-based dynamic spatial-temporal graph convolutional networks for traffic speed forecasting

校企合作办学的大数据专业创新型人才培养方法探究

Prediction model of passenger transfer volume between scenic spots based on clustering and dynamic Bayesian network

Identification of Recurrent Congestion in Main Trunk Road Based on Grid and Analysis on Influencing Factors

DCFGAN: An adversarial deep reinforcement learning framework with improved negative sampling for session-based recommender systems

基于TPI数据的居民出行路径选择行为研究

Traffic Speed Prediction Based on Spatial-Temporal Fusion Graph Neural Network

Low-rank tensor completion via combined Tucker and Tensor Train for color image recovery

FolkRank++: An Optimization of FolkRank Tag Recommendation Algorithm Integrating User and Item Information

TBTF: an effective time-varying bias tensor factorization algorithm for recommender system

基于混合深度学习的地铁站进出客流量短时预测

Spatial–temporal differences in operational performance of urban trunk roads based on TPI data: The case of Qingdao

CSELM‐QE: A Composite Semi‐supervised Extreme Learning Machine with Unlabeled RSS Quality Estimation for Radio Map Construction

Research on Supply and Demand Matching of Urban Public Transport Based on IC Card and GPS Data

TrustTF: A tensor factorization model using user trust and implicit feedback for context-aware recommender systems

Spatial Variation of Taxi Demand Using GPS Trajectories and POI Data

Research on traffic congestion characteristics of city business circles based on TPI data: The case of Qingdao, China

MFMAP: Learning to Maximize MAP with Matrix Factorization for Implicit Feedback in Recommender System

基于云物元模型的城市道路级配评价研究

Attribute mapping and autoencoder neural network based matrix factorization initialization for recommendation systems

An Efficient Radio Map Updating Algorithm based on K-Means and Gaussian Process Regression

Improving performance of tensor-based context-aware recommenders using Bias Tensor Factorization with context feature auto-encoding

The influence of unknown parameters in AR(2) process to the control chart's performance

Design and validation of a novel space–earth integrated network management protocol and its simulation

二阶自相关过程Shewhart型控制图的性能评价

Modified residual control charts for processes with changing variances

Performance evaluation of Shewhart type charts for AR(2) process

我国人口时间序列拟合模型的比较与选择

Economic design of integrating SPC and APC with quality constraints

面向Web数据挖掘技术的研究

The Necessary Condition of Jensen′s Inequality for g-expectation on Multivariate Function

Ad hoc网络运动模型及其连通强度相关性的研究

预印本

Tensor Compressed Transformer Network for Traffic Flow Forecasting

书籍章节

Model and Simulation of Data Aggregation Based on Voronoi Diagram in Hierarchical Sensor Network