| Vol-3304 urn:nbn:de:0074-3304-0 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# ICBASE 2022
Big Data & Artificial Intelligence & Software Engineering

### Proceedings of the 2022 3rd International Conference on Big Data & Artificial Intelligence & Software Engineering
Virtual Event, Guangzhou, China, October 21-23, 2022.

Edited by

### Shaozhang Niu *
Jun Sang **

*Beijing University of Posts and Telecommunications, China, School of Computer Science
** Chongqing University, China, School of Big Data & Software Engineering

## Table of Contents

### Preface

- 2022 3rd International Conference on Big Data & Artificial Intelligence & Software Engineering: Introduction
  Summary: There were 81 papers submitted for peer-review to this conference. Out of these, 39 papers were accepted for this volume, 12 as regular papers and 27 as short papers.

### Big Data Analytics and Software Engineering Research

- Vibration Region Extraction Method of Bridge Based on Ground-Based MIMO Radar (short) 1-8
  Xiang Cao, Xiangfei Nie, Yunkai Deng, Zhengquan Hu, Fei Xiang
- Exploring Problems and Solutions About Launch Files in ROS from Q&A Community (short) 9-14
  Guangjun Jiang, Xinjun Mao
- Academic Paper Knowledge Graph, the Construction and Application 15-27
  Xinyu Du, Ning Li
- Research on Test Case Generation Method of Airborne Software Based on NLP 28-37
  Cong Chao, Qinghua Yang, Xiaowei Tu
- 3D Dynamic Hand Gesture Recognition with Fused RGB and Depth Images (short) 38-44
  Qingshan Ye, Yong Bai, Lu Chen, Wenjie Jiang
- BUG-T5: A Transformer-based Automatic Title Generation Method for Bug Reports (short) 45-50
  Xinyi Tian, Jingkun Wu, Guang Yang
- Refined Balanced Resource Allocation Based on Kubernetes (short) 51-58
  Qizheng Huo, Chengyang Li, Shaonan Li, Yongqiang Xie, Zhongbo Li
- Visible Region Enhancement Network for Occluded Pedestrian Detection (short) 59-66
  Fangwei Sun, Caidong Yang, Chengyang Li, Heng Zhou, Ziwei Du, Yongqiang Xie, Zhongbo Li
- A Hierarchical-based Frequent Itemset Mining Method under Local Differential Privacy (short) 67-75
  Deming Kong, Jian Wang
- Similarity-Aware Attention Network for Multimodal Fake News Detection 76-85
  Diwen Dong, Fuqiang Lin, Guowei Li, Bo Liu
- Crack Extension Life and Critical Crack Length Prediction Based on XGBoost (short) 86-91
  Yu Liu, Kaixing Zhao, Fusheng Hou, Xiaohui Hao
- Feature Enhanced Dual-GRU for Aspect-based Sentiment Analysis 92-101
  Meng Zhao, Jing Yang, Shuo Wang, Jiaqi Liu
- Pedestrian Attribute Recognition Based on Multi-Scale Feature Fusion Over a Larger Receptive Field and Strip Pooling 102-114
  Chen Zou, Wenbiao Xie, Xiaomei Xie, Kai Zhao, Qiuming Liu, He Xiao
- Traffic Sign Detection Based on the Fusion of YOLOR and CBAM (short) 115-119
  Qiang Luo, Wenbin Zheng
- Stowaway Mining: a Selfish Mining Against Strategy (short) 120-128
  Linqun Wang, Zumin Wang
- Spatiotemporal Attention Networks for Traffic Demand Prediction 129-138
  Guannan Liu, Chenxi Chen, Xin Wan, Junjie Wu
- Benefits Analysis of Chinese Cities on Urban Networks Based on Evolutionary Games (short) 139-144
  Xiaoyang Wang, Lilan Tu, Yichao Wang
- Scoring Prediction Model Based on Fusion of Text and Temporal Features (short) 145-149
  Haoqian Li, Xuesong Su, Wenguang Zheng, Jiayi Song, Yingyuan Xiao
- Semantic Annotation of Office Documents 150-162
  Boheng Fan, Ning Li, Yingai Tian
- Ratio Test for Changes Heavy Index Based on M-Estimation under the Background of Big Data (short) 163-167
  Meiting Liu, Hao Jin, Yangyi Cheng, Zini Wang

### Artificial Intelligence and Computer Algorithm Modelling

- A Method of Wisdom Site Safety Helmet Detection Based on Deep Learning (short) 168-176
  Jiaxiang Guo, Huiyi Zhang, Tao Tao, Rencai Jin
- Abnormal Traffic Detection Based on Character-Level Convolutional Neural Networks 177-186
  Runjie Liu, Bingjie Guo, Chaoqiang Ji, Lei Shi
- Dynamic Gated Spatial Temporal Graph Neural Networks for Traffic Forecasting (short) 187-193
  Ziyan Gui, Changhui Liu, Li Xiong, Zuoquan Xie, Liang Wu
- Design and Construction of MT SPOC Intelligent Teaching Service Platform (short) 194-202
  Xiaojian Zhou, Jicheng Kan, Zhen Zhang, Hua Yuan, Jinmei Shi
- Construction and Analysis of Surrounding Travel Demanding Graph Based on Dual Contrastive Learning Text Classification and Graph Neural Network 203-213
  Guoping Lai, Zhiheng Chi, Fan Pan, Zhihao Xu, Hao Hu
- Intelligent Discriminant Diagnosis of Heart Disease Cases (short) 214-218
  Qi Wang, Guici Chen
- Improved Whale Optimization Algorithm Based on Chaos Strategy and Gaussian Mutation (short) 219-224
  Haining Zhang, Tao Tao, Hongshen Liu
- An Adaptive Differential Evolution Based on Multi-subpopulation for Global Optimization (short) 225-231
  Zhoucheng Bao, Kaige Chen, Tingting Pang, Zuling Wang
- Linking Prediction Algorithm Integrating with Lower and Higher Order Features 232-243
  Xiaoxin Li, Zhonglin Ye, Haixing Zhao, Yanlin Yang
- Research on Text Classification Model Based on Self-Attention Mechanism and Multi-Neural Network 244-256
  Xiaolin Wang, Yue Chen, Wei Liu, Weipeng Tai
- Research on Improved Apriori Algorithm Based on Simplified Boolean Matrix (short) 257-262
  Jingpeng Ruan, Gang Fang
- PG-Prnet: A Lightweight Parallel Gated Feature Extractor Based on An Adaptive Progressive Regularization Algorithm (short) 263-271
  Zhe Zhang, Ming Ye, Yongsheng Xie, Yan Liu
- Peach Phenology Period Identification Method Based on Ensemble Learning (short) 272-276
  Xiaoyu Li, Aifeng Li, Peng Lan, Yaping Li, Dongyue Liang, Xiangqu Chen
- Towards High-Fidelity Facial Texture Reconstruction from Multi-View Images Using Self-supervised Learning (short) 277-282
  Dongjin Huang, Yongjie Xi, Yongsheng Shi, Yufei Liu
- A PCB Defect Detection Algorithm with Improved Faster R-CNN 283-292
  Junhao Niu, Jin Huang, Lili Cui, Benxin Zhang, Aijun Zhu
- Research on Traffic Target Detection Algorithm Based on Yolov5 (short) 293-299
  Runjie Liu, Yipeng Duan, Shuguang Li, Lei Shi
- Classification of Fruit Varieties Based on Deep Learning (short) 300-306
  Peipei Cao, Yuekun Pei, Zhi Chai, Jingyu Liu, Zuming Wang
- YOLO-DSRF: An Improved Small-Scale Pedestrian Detection Al-gorithm Based on Yolov4 (short) 307-313
  Runjie Liu, Shuguang Li, Yipeng Duan, Lei Shi
- Fire Patrol Path Planning Based on Improved Ant Colony Algorithm (short) 314-318
  Xingchao Zhang, Tao Tao, Huiyi Zhang

2022-12-07: submitted by Jun Sang, metadata incl. bibliographic data published under Creative Commons CC0
2022-12-16: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|