The Seventh International Conference on

Data Mining and Big Data

DMBD'2022

November 21st-24th
Beijing, China

FINTECH

Theme of DMBD'2022

This year we'll pay special attention to technologies and applications in the area of FinTech. For more information, please visit the links below.




Online Venue Information

The conference will be held through Tencent Meeting, please use the meeting room numbers or urls below to join the online venue.

Room Name TecentMeeting Room Number Meeting URL
Main Venue 974-4365-2998 https://meeting.tencent.com/dm/BqN1rZ8HHDoQ
Oral Room I
329-2373-9434
https://meeting.tencent.com/dm/nR5PoDynlHQA
Oral Room II 311-4695-3055 https://meeting.tencent.com/dm/ioh1kk7sqEah
Poster Room 914-7503-6149 https://meeting.tencent.com/dm/jxyUQKLI0tih

Conference Schedule

Date Time(GMT+8) Events Location
November 21st 14:00 - 17:00 Conference Information Desk Main Venue
November 22nd 08:40 - 08:50 Opening Ceremony Main Venue
08:50 - 09:50 Plenary Speech I
09:50 - 10:00 Photo Session & Tea/Coffee Break
10:00 - 11:00 Plenary Speech II
11:00 - 12:00 Plenary Speech III
12:00 - 13:00 Lunch Break
13:00 - 17:00 Parallel Sessions Oral Room I
Oral Room II
Poster Room
17:00 - 18:00 Dinner Break
18:00 - 19:20 Parallel Sessions Oral Room I
Oral Room II
Poster Room
19:30 - 20:00 Award Ceremony Main Venue

Presentation Preparation

For oral presentations, we strongly encourage you to participate in our online meeting and deliver a speech in person. If you are really busy and cannot deliver the speech, please record a video and send the download link (Baidu Netdisk, Google Drive, etc.) to our secretary via email (dmbd2022@iasei.org) or wechat (13021003771). The presentation will be 15min long and the there will be a 5min QA session after the speech. For poster presentations, authors need to send us a single page PDF file of your poster via email (dmbd2022@iasei.org) or Wechat (13021003771). Please use the template powerpoint file.

Technical Programs Schedule

Oral Room I 
Time(GMT+8) Paper ID Title Authors
Session 1(13:00-15:00) Market Investment Methods / Prediction Methods
13:00-13:20 305 Non-Local Graph Aggregation for Diversified Stock Recommendation Zhihan Yue and Ying Tan
13:20-13:40 5627 The Framework of Hammer Credit Rating System for Enterprises in Capital Markets of China with International Standards George Xianzhi Yuan, Hua He, Qilong Zhang, Yunpeng Zhou, Haiyang Liu and Chengxing Yan
13:40-14:00 8185 A Novel Investment Strategy for Mixed Asset Allocation Based on Entropy-based Time Series Prediction Xuemei Yao, Jiahui Long, Longyun Wang, Binglin Wang, Maidi Liu and Kewei Yang
14:00-14:20 630 Prediction of Postoperative Survival Level of Esophageal Cancer Patients Based on Kaplan-Meier(K-M) Survival Analysis and Gray Wolf Optimization (GWO)-BP Model Enhao Liang, Yanfeng Wang, Lidong Wang, Xueke Zhao and Changkai Sun
14:20-14:40 3557 An Improved Multi-Source Spatiotemporal Data Fusion Model based on the Nearest Neighbor Grids for PM2.5 Concentration Interpolation and Prediction Xiaoxia Zhang, Junjia Hu, Pengcheng Zhou and Guoyin Wang
14:40-15:00 9189 GAP: Goal-Aware Prediction with Hierarchical Interactive Representation for Vehicle Trajectory Ding Li, Qichao Zhang, Shuai Lu, Yifeng Pan and Dongbin Zhao
Tea/Coffee Break(15:00-15:20)
Session 2(15:20-17:00) Deep Reinforcement / Generative / Graph Learning
15:20-15:40 4832 Heterogeneous Multi-unit Control with Curriculum Learning for Multi-agent Reinforcement Learning Jiali Chen, Kai Jiang, Rupeng Liang, Jing Wang, Shaoqiu Zheng and Ying Tan
15:40-16:00 8570 Attentive Relational State Representation for Intelligent Joint Operation Simulation Renlong Chen, Ling Ye, Shaoqiu Zheng, Yabin Wang, Peng Cui and Ying Tan
16:00-16:20 3928 Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN Weiwei Hu and Ying Tan
16:20-16:40 6142 Accurate Decision-Making Method for Air Combat Pilots based on Data-Driven Yiming Mao, Zhijie Xia, Qingwei Li, Jiafan He and Aiguo Fei
16:40-17:00 7495 OLPGP: An optimized label propagation-based distributed graph partitioning algorithm Haoqing Ren and Bin Wu
Dinner Break(17:00-18:00)
Session 3(18:00-19:20) Classification / Clustering Methods
18:00-18:20 5057 Possibilistic Reject-Classification based on Contrastive Learning in Vector Quantization Networks Seyedfakhredin Musavishavazi and Maryam Alipour
18:20-18:40 5612 Combining Statistical and Semantic Features For Trajectory Point Classification Jian Xu, Xin Xu and Guoqing Ruan
18:40-19:00 6641 Learnable Relation With Triplet Formulation For Semi-supervised Medical Image Classification Yiming Sun, Zhiqiang Xie, Kun Fang, Enmei Tu and Jie Yang
19:00-19:20 9563 Improved Clustering Strategies for Learning Style Identification in Massive Open Online Courses Wei Song and Ziqiao Wang
Oral Room II
Time(GMT+8) Paper ID Title Authors
Session 1(13:00-15:00) Big Data Analysis / Data Mining Technologies
13:00-13:20 4025 Blockchain-based Integrity Auditing with Secure Deduplication in Cloud Storage Yuhua Wang, Xin Tang, Yiteng Zhou, Xiguang Chen and Yudan Zhu
13:20-13:40 5145 Secure Cross-User Fuzzy Deduplication for Images in Cloud Storage Xiaomei Liu, Xin Tang, Luchao Jin, Xiong Chen, Ziji Zhou and Shuai Zhang
13:40-14:00 7634 Ontology-based metadata model design of data governance system Hong Yan, Jing Wang and Yu Zhou
14:00-14:20 4114 Research Hotspots, Emerging Trend and Front of Fraud Detection Rearch: A Scientometric Analysis (1984 - 2021) Li Zeng, Yang Li and Zili Li
14:20-14:40 4638 Problems with Regression-line in Data-mining Applications and A Better Alternate Linear-model Sukhamay Kundu
14:40-15:00 8431 Research on Hot Spot Mining Technology for Network Public Opinion Chengxin Xie, Yuxuan Han, Yingxue Mu and Xiumei Wen
Tea/Coffee Break(15:00-15:20)
Session 2(15:20-17:00) Deep Neural Networks
15:20-15:40 1423 DRGS: Low-Precision Full Quantization of Deep Neural Network with Dynamic Rounding and Gradient Scaling for Object Detection Qiaojun Wu, Yuan Li, Song Chen and Yi Kang
15:40-16:00 2094 Emotion Recognition Based on Multi-scale Convolutional Neural Network Zeen Wang
16:00-16:20 4349 Multiple Residual Quantization of Pruning Yuee Zhou, Haidong Kang, Tian Zhang, Lianbo Ma and Tiejun Xing
16:20-16:40 4554 Research and Analysis of Video-Based Human Pose Estimation Zheng Wang, Jing Sun, Qingxiao Xu and Kun Liu
16:40-17:00 8176 Action Recognition for Solo-militant Based on ResNet and Rule Matching Lijing Tong, Jinzhi Feng, Huiqun Zhao and Kun Liu
Dinner Break(17:00-18:00)
Session 3(18:00-19:20) Optimization Methods / Other Applications
18:00-18:20 9093 A Self-Adaptive Two-Stage Local Expansion Algorithm for Community Detection on Complex Networks Hui Shan, Bin Li, Haipeng Yang and Lei Zhang
18:20-18:40 3570 A Multi-Module 3D U-Net Learning Architecture for Brain Tumor Segmentation Saqib Ali, Jianqiang Li, Yan Pei and Khalil Ur Rehman
18:40-19:00 954 Knowledge Learning-based Brain Storm Optimization Algorithm for Multimodal Optimization Xueping Wang, Yue Liu and Shi Cheng
19:00-19:20 1644 An Algorithm of Set-Based Differential Evolution for Discrete Optimization Problem Michiharu Maeda and Yuta Chikuba
Poster Room
Time (GMT+8) Paper ID Title Authors
Session 1(13:00-15:00) 13:00-13:10 4633 Name Disambiguation Based on Entity Relationship Graph in Big Data Gengsong Li, Hongmei Li, Yu Pan, Xiang Li, Yi Liu, Qibin Zheng and Xingchun Diao
13:10-13:20 4898 Ontology-based Combat Force Modeling and Its Intelligent Planning Using Genetic Algorithm Zhenya Li, Shaoqiu Zheng, Cunyang Song, Wei Wang and Xiaojun Yang
13:20-13:30 9457 Research on Multi-channel Retrieve Mechanism Based on Heuristic Shiqi Ning, Kun Liu, Chengjun Wang, Shan Jiang and Qiang Wang
13:30-13:40 4827 PoetryBERT: Pre-Training with Sememe Knowledge for Classical Chinese Poetry Jiaqi Zhao, Ting Bai, Yuting Wei and Bin Wu
13:40-13:50 4858 Image hide with Invertible Network and Swin Transformer Yuhuan Feng, Yunjie Liu, Hongjuan Wang, Jin Dong, Rujia Wang and Chunpeng Tian
13:50-14:00 5453 Modeling and Analysis of Combat System Confrontation Based on Large-scale Knowledge Graph Network Rupeng Liang, Lizhi Ying, Kebo Deng, Huawei Zhu, Wei Ma and Shaoqiu Zheng
14:00-14:10 763 A Classification Method for Imbalanced Data Based on Ant Lion Optimizer Mengmeng Li, Yi Liu, Qibin Zheng, Xiang Li and Wei Qin
14:10-14:20 5471 Multi-view Classification via Twin Projection Vector Machine with Application to EEG-based Driving Fatigue Detection Xiaobo Chen and Yuxiang Gao
14:20-14:30 8876 An Interpretable Conditional Augmentation Classification Approach for Imbalanced EHRs Mortality Prediction Tianhao Li, Najia Yin, Penghao Gao, Dengfeng Li and Wei Lu
14:30-14:40 2422 CSHEM - A Compressed Sensing Based Secure Data Processing Method for Electrical Data Wei Wu, Haipeng Peng and Lixiang Li
14:40-14:50 2824 Deep Structured Graph Clustering Network Sun Li, Zihan Wang, Yong Li, Yang Yu, Wenbo Li, Hongliang Liu, Rong Song and Lei Zhu
14:50-15:00 7584 Pose Sequence Model Using the Encoder-decoder Structure for 3d Pose Estimation Jiwei Zhang, Lian Yang, Tianbo Ye, Wendong Wang and Ying Tan
Tea/Coffee Break(15:00-15:20)
Session 2(15:20-17:00) 15:20-15:30 581 Supervised Prototypical Variational Autoencdoer for Shilling Attack Detection in Recommender Systems Xinhao Wang, Huiju Zhao, Youquan Wang, Haicheng Tao and Jie Cao
15:30-15:40 5647 Therapeutic effects of corticosteroids for critical and severe COVID-19 patients Yuhan Gao, Yaoqi Sun, Jinlan Bi, Shengying Wang, Jiyong Zhang and Mang Xiao
15:40-15:50 6887 Knowledge Graph based Chicken Disease Diagnosis Question Answering System Shushu Gu, Jing Wang, Shaoqiu Zheng, Yanling Pan, Guoxin Jiang, Wenwen Dai, Ziqi Cheng and Delong Chen
15:50-16:00 1714 User's Permission Reasoning Method Based on Knowledge Graph Reward Guidance Reinforcement Learning in Data Center Yu Pan, Hongmei Li, Wei Li, Yi Liu, Xiang Li, Qibin Zheng and Wei Qin
16:00-16:10 5183 SMPG: Adaptive Soft Update for Masked MADDPG Yu Zhang, Shijia Zhou, Ning Guo, Pin Tao, Tengfei Li and Xuechao Zou
16:10-16:20 8312 Establishment of Empirical Expression of Atmospheric Scattering Coefficient for Line-of-sight Ultraviolet Propagation in Coastal Area Bifeng Li, Bing Xue, Jiafang Kang, Chuntao Cai and Yue Liu
16:20-16:30 9653 Defending Adversarial Examples by Negative Correlation Ensemble Wenjian Luo, Hongwei Zhang, Linghao Kong, Zhijian Chen and Ke Tang
16:30-16:40 2794 Genome-wide Feature Selection of Robust mRNA Biomarkers for Body Fluid Identification Guangyi He, Liming Xiao, Yingnan Bian and Ence Yang
16:40-16:50 4469 Complementary Convolutional Restricted Boltzmann Machine and Its Applications in Image Recognition Jian Zhang
16:50-17:00 5622 HOS-YOLOv5: An Improved High-precision Remote Sensing Image Target Detection Algorithm Based on YOLOv5 Hongren Wang
Dinner Break(17:00-18:00)
Session 3(18:00-19:30) 18:00-18:10 7199 A Novel Feature Selection Method Based on Adaptive Search Particle Swarm Optimization Qing-Hua Ling, Yi-Huai Wang, Fan-Yu Li and Fei Han
18:10-18:20 9691 Text-independent Speaker Identification Using a Single-scale SincNet-DCGAN Model Yanna Zhang, Guangcun Wei, Hang Min and Yunfei Xu
18:20-18:30 210 Flow Prediction via Multi-view Spatial-temporal Graph Neural Network Shan Jiang, Qiang Wang, Chengjun Wang, Kun Liu, Shiqi Ning and Xinrun Xu
18:30-18:40 391 RotatSAGE: A Scalable Knowledge Graph Embedding Model based on Translation Assumptions and Graph Neural Networks Yubin Ma, Yuxin Ding and Guangbin Wang
18:40-18:50 2947 Denoise Network Structure for User Alignment across Networks via Graph Structure Learning Li Liu, Chongyang Wang, Youmin Zhang, Ye Wang, Qun Liu and Guoyin Wang
18:50-19:00 3378 Novel Sentiment Analysis from Twitter for Stock Change Prediction Yang Cui, Yucen Jiang and Haisong Gu
19:00-19:10 409 Multi-objective Optimization Technique for RSU Deployment Zecheng Kang, Dongyang Li, Weian Guo, Zhenyao Hua, Guangcao Liu and Yanfen Mao
19:10-19:20 1775 Study on the Prediction of Rice Noodle Raw Material Index Content by Deep Feature Fusion Zhiyu Tian, Kang Zhou, Wangyang Shen, Qing Zhao and Guangbin Li
19:20-19:30 7800 Multi-Cause Learning for Diagnosis Prediction Liping Wang, Qiang Liu, Huanhuan Ma, Shu Wu and Liang Wang

COMPETITION

A Quantitative Trading Competition of DMBD'2022 will be held during July 1st - August 31st, 2022. Attractive prizes will be awarded to the top participants. Please visit the link below for more information.