2020 2nd International Conference on Machine Learning, Big Data an d Business Intelligence ( MLBDBI 2020) Taiyu an, China 23 – 25 October 2020 IEEE Catalog Number: CFP20V75-POD ISBN: 978-1-7281-9639-8 Copyright © 2020 by the Institute of Electrical and Electronics Engineers, Inc. All Rights Reserved Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. For other copying, reprint or republication permission, write to IEEE Copyrights Manager, IEEE Service Center, 445 Hoes Lane, Piscataway, NJ 08854. All rights reserved. *** This is a print representation of what appears in the IEEE Digital Library. 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IEEE Catalog Number: CFP20V75-POD ISBN (Print-On-Demand): 978-1-7281-9639-8 ISBN (Online): 978-1-7281-9638-1 Additional Copies of This Publication Are Available From: Curran Associates, Inc 57 Morehouse Lane Red Hook, NY 12571 USA Phone: (845) 758-0400 Fax: (845) 758-2633 E-mail: [email protected] Web: www.proceedings.com 2020 2nd International Conference on Machine Learning, Big Data and Business Intelligence (MLBDBI) MLBDBI 2020 Table of Contents Preface xvii Committee Members xviii IoT Machine Learning and Behavior Prediction Application Research on Blockchain-Based Steel Structure Traceability Management 1 Ye Sun (Beijing Telecom Planning & Designing Institute Co., Ltd., China), Feng Zhang (Beijing Telecom Planning & Designing Institute Co., Ltd., China), Weijie Xia (Beijing Telecom Planning & Designing Institute Co., Ltd., China), and Yaohua Chen (Beijing Telecom Planning & Designing Institute Co., Ltd., China) End-to-end Relation Extraction Based on Part of Speech Syntax Tree 5 Chengpeng Wang (Wuhan University of Technology, China), Yuanli Wang (Wuhan University of Technology, China), Junchang Mo (Liuzhou Wuling Automobile Industry Co., Ltd, China), and Shuo Wang (Wuhan University of Technology, China) Wave Height Prediction Based on CNN-LSTM 10 Xueting Guan (Southwest University, China) Optimization of Parallel Stochastic Gradient Descent on Sunway TaihuLight 18 Minggui Wang (University of Science and Technology of China, China), Junmin Wu (University of Science and Technology of China, China), Dong Xu (University of Science and Technology of China, China), and Sai Mao (University of Science and Technology of China, China) Web Celebrity City—Cluster Analysis and Forecast of Chongqing Housing Price 24 Bing Xue Luo (Sichuan Agricultural University, China), Fang Yi Deng (Sichuan Agricultural University, China), Pei Su (Sichuan Agricultural University, China), and Fei Pan (Sichuan Agricultural University, China) Application of Data Mining in Academic Early Warning 28 Jiaxin Han (Xi'an Shiyou University, China) and Gangtao Wang (Xi'an Shiyou University, China) v A Primality Test Based on Modular Hyperbolic Curves 32 Huiheng Li (Yunnan University, China) and Rui Wang (Yunnan University, China) Guided Learning for Efficient Optical Flow Estimation 36 Canrong Yao (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China), Junyi Wu (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China), Shiyu Miao (Xiamen University, China), Renyu Huang (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China), Zhipeng Gao (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China), and Jianqiang Zhao (AI Research Center, Xiamen Meiya Pico Information Co., Ltd., China) Epidemic Case Prediction of COVID-19: Using Regression and Deep Based Models 40 Yansong Bai (Boston University, US) Research on Chinese Movie Reviews Based on Latent Dirichlet Allocation Topic Model 46 Lan Zhao (Zhejiang Gongshang University, China), Qian Zhao (Zhejiang Gongshang University, China), and Yating Wang (Zhejiang Gongshang University, China) Analyzing the Causation of Public Accidents Caused by Urban Logistics Based on Complex Network 50 Mingjing Zhao (Beijing Jiaotong University, China), Zhenlin Wei (Beijing Jiaotong University, China), and Shouwen Ji (Beijing Jiaotong University, China) Properties and Applications of Continued Fractions 56 Lanxi Zhang (Dalian Ealing International School, China) Predicting Features of Human Mental Disorders through Methylation Profile and Machine Learning Models 67 Zihan Xiong (University of Illinois at Urbana-Champaign, United States), Xuanhua Zhang (State University of New York at Buffalo, United States), Mengxuan Zhang (Wuhan University, China), and Bosen Cao (Case Western Reserve University, United States) Walmart Sale Forecasting Model Based on LightGBM 76 Zihan Qiao (University of Edinburgh, United Kingdom) Design of Convolution Operation Accelerator Based on FPGA 80 Lei Kang (Xi'an Shiyou University, China), Hui Li (Xi'an Shiyou University, China), Xin Li (Xi'an Shiyou University, China), and Haowei Zheng (Xi'an Shiyou University, China) Analysis and Improvement of External Knowledge Usage in Machine Multi-Choice Reading Comprehension Tasks 85 Yichuan Jiang (Beijing Institute of Technology, China) and Heyan Huang (Beijing Institute of Technology, China) Study on Technologies of Overhead Line Recognition and Obstacle Distance Measurement by Patrol Robots Based on Deep Learning 89 Jun Yang (Inner Mongolia Electric Power Science Research Institute, China), Hongbin Guo (Inner Mongolia Electric Power Science Research Institute, China), Shanfu Lu (Yangtze Delta Region Institute of Tsinghua University, China), and Xufeng Zhu (Yangtze Delta Region Institute of Tsinghua University, China) vi Finding the Key Factors for Movie Influence Using Machine Learning and Sentiment Analysis 94 Yixuan Li (Fudan University, China), Wenqi Wang (University of Warwick Coventry, China), Tian Gao (Computer Science, Southwest Forestry University, China), Jingze Ma (University of Rochester, USA), and Siqi Deng (Shanghai Pinghe School, China) Fraud Detection by Machine Learning 101 Yiheng Wei (Xiamen University, China), Yu Qi (Xiamen University, China), Qianyu Ma (South China University of Technology, China), Zhangchi Liu (Macalester College, Saint Paul, MN, the United States), Chengyang Shen (Xiamen University Malaysia, Malaysia), and Chen Fang (North Carolina State University, Raleigh, the United States) Kernel Choice in One-Class Support Vector Machines for Novelty and Outlier Detection 116 Chen Tao (Xi’an Jiao Tong University, China), Tianhao Li (Wuhan University, China), and Jiapeng Huang (Beijing Institute of Technology, China) Influence Analysis of Electronic Money on Virtual Economy Based on VEC Model 121 Tangfa Liu (Gongqing College of Nanchang University, China) and Jionghua Huang (Science and Technology College of NCHU, China) Smart Load Forecasting Methods: Comparison and Analysis 126 Jijun Dong (State Grid Huangshi Electric Power Supply Company, China), Hairong Wang (State Grid Huangshi Electric Power Supply Company, China), Yinghua Wang (State Grid Huangshi Electric Power Supply Company, China), Hao Chang (State Grid Huangshi Electric Power Supply Company, China), Pingfang Li (State Grid Huangshi Electric Power Supply Company, China), and Xing Tong (Shenzhen Orange AI Technology Co., Ltd, China) Research on Multi-Objective Storage Optimization of Dangerous Goods in Ports 131 Xinmei Zhang (China University of Petroleum, China), Junjie Zhang (China University of Petroleum, China), Mengtong Wang (China University of Petroleum, China), and Chen Chen (China University of Petroleum, China) Prognostics and Healthy Management of Electronic System on Weapons: A Literature Review 136 Yunxiang Pei (National University of Defense Technology, China), Weimin Lang (National University of Defense Technology, China), and Shuai Shang (National University of Defense Technology, China) Wind Speed Time Series Prediction Using a Single Dendritic Neuron Model 140 Zhenyu Song (Taizhou University, China), Tianle Zhou (Jiangsu University of Technology, China), Xuemei Yan (Taizhou University, China), Cheng Tang (University of Toyama, Japan), and Junkai Ji (Shenzhen University, China) An Online Retail Prediction Model Based on AGA-LSTM Neural Network 145 Keqiao Chen (Pennsylvania State University, United States) Time Series and Multiple Regression Analysis PM10 with Missing Filling 150 Yan Xu (Guangzhou Civil Aviation College, China) and Enhua Xu (Guangzhou Civil Aviation College, China) vii The Design and Application of English Hybrid Teaching Mode in Higher Vocational Education under the Background of Internet 154 Yi Zuo (Liuzhou City Vocational College, International Institute of Education) Embedded Learning Based on RNN Network and RotatE Strategy for Relation Prediction in Knowledge Graph 158 Tao Hong (Guilin University of Electronic Technology, China), Yi Cao (Guilin University of Electronic Technology, China), Xiaodong Cai (Guilin University of Electronic Technology, China), and Shuting Zheng (Guilin University of Electronic Technology, China) Application Research of Machine Learning in Automatic Identification of Fish Parasitic Viscera Species 163 Ying Zhang (Huazhong Agricultural University, China), Yekang Zhan (Huazhong Agricultural University, China), Yuan Yang (Huazhong Agricultural University, China), and Yi Wang (Huazhong Agricultural University, China) Machine Learning in Predicting