Data Science: 4th International Conference of Pioneering Computer Scientists, Engineers and Educators, ICPCSEE 2018, Zhengzhou, China, September 21-23, 2018, Proceedings, Part II

Description

This two volume set (CCIS 901 and 902) constitutes the refereed proceedings of the 4th International Conference of Pioneering Computer Scientists, Engineers and Educators, ICPCSEE 2018 (originally ICYCSEE) held in Zhengzhou, China, in September 2018. The 125 revised full papers presented in these two volumes were carefully reviewed and selected from 1057 submissions. The papers cover a wide range of topics related to basic theory and techniques for data science including mathematical issues in data science, computational theory for data science, big data management and applications, data quality and data preparation, evaluation and measurement in data science, data visualization, big data mining and knowledge management, infrastructure for data science, machine learning for data science, data security and privacy, applications of data science, case study of data science, multimedia data management and analysis, data-driven scientific research, data-driven bioinformatics, data-driven healthcare, data-driven management, data-driven eGovernment, data-driven smart city/planet, data marketing and economics, social media and recommendation systems, data-driven security, data-driven business model innovation, social and/or organizational impacts of data science. Front Matter ....Pages I-XXIX Classifying DNA Methylation Imbalance Data in Cancer Risk Prediction Using SMOTE and Tomek Link Methods (Chao Liu, Jia Wu, Labrador Mirador, Yang Song, Weiyan Hou)....Pages 1-9 Auxiliary Disease and Treatment System of Aortic Disease Based on Mixed Reality (Zishan Qiu, Jian Zhang, Hui Gao)....Pages 10-16 An Algorithm for Describing the Convex and Concave Shape of Protein Surface (Wei Wang, Keliang Li, Hehe Lv, Lin Sun, Hongjun Zhang, Jinling Shi et al.)....Pages 17-26 Establish Evidence Chain Model on Chinese Criminal Judgment Documents Using Text Similarity Measure (Yixuan Dong, Yemao Zhou, Chuanyi Li, Jidong Ge, Yali Han, Mengting He et al.)....Pages 27-40 Text Sentiment Analysis Based on Emotion Adjustment (Mengjiao Song, Yepei Wang, Yong Liu, Zhihong Zhao)....Pages 41-54 Text Sentiment Analysis Based on Convolutional Neural Network and Bidirectional LSTM Model (Mengjiao Song, Xingyu Zhao, Yong Liu, Zhihong Zhao)....Pages 55-68 Research on Dynamic Discovery Model of User Interest Based on Time and Space Vector (Jinxiu Lin, Zhaoxin Zhang, Lejun Chi, Yang Wang)....Pages 69-80 Automatic Generation of Multiple-Choice Items for Prepositions Based on Word2vec (Wenyan Xiao, Mingwen Wang, Chenlin Zhang, Yiming Tan, Zhiming Chen)....Pages 81-95 ABPR-- A New Way of Point-of-Interest Recommendation via Geographical and Category Influence (Jingyuan Gao, Yan Yang)....Pages 96-107 A Study on Corpus Content Display and IP Protection (Jingyi Ma, Muyun Yang, Haoyong Wang, Conghui Zhu, Bing Xu)....Pages 108-119 Construction and Application of Diversified Knowledge Model for Paper Reviewers Recommendation (Hua Zhao, Wei Tao, Ruofei Zou, Chunming Xu)....Pages 120-127 Study on Chinese Term Extraction Method Based on Machine Learning (Wen Zeng, Xiang Li, Hui Li)....Pages 128-135 Topic Detection for Post Bar Based on LDA Model (Muzhen Sun, Haonan Zheng)....Pages 136-149 EventGraph Based Events Detection in Social Media (Jianbiao He, Yongjiao Liu, Yawei Jia)....Pages 150-160 A Method of Chinese Named Entity Recognition Based on CNN-BILSTM-CRF Model (Sun Long, Rao Yuan, Lu Yi, Li Xue)....Pages 161-175 Research Progress of Knowledge Graph Based on Knowledge Base Embedding (Tang Caifang, Rao Yuan, Yu Hualei, Cheng Jiamin)....Pages 176-191 Dynamic Detection Method of Micro-blog Topic Based on Time Series (Deyang Zhang, Yiliang Han, Xiaolong Li)....Pages 192-200 An Evaluation Algorithm for Importance of Dynamic Nodes in Social Networks Based on Three-Dimensional Grey Relational Degree (Xiaolong Li, Yiliang Han, Deyang Zhang, Xuguang Wu)....Pages 201-212 Travel Attractions Recommendation with Travel Spatial-Temporal Knowledge Graphs (Weitao Zhang, Tianlong Gu, Wenping Sun, Yochum Phatpicha, Liang Chang, Chenzhong Bin)....Pages 213-226 Hierarchical RNN for Few-Shot Information Extraction Learning (Shengpeng Liu, Ying Li, Binbin Fan)....Pages 227-239 An Improved Collaborative Filtering Algorithm and Application in Scenic Spot Recommendation (Wanhong Bian, Jintao Zhang, Jialin Li, Lan Huang)....Pages 240-249 The Algorithms of Weightening Based on DNA Sticker Model (Chunyan Zhang, Weijun Zhu, Qinglei Zhou)....Pages 250-262 Method and Evaluation Method of Ultra-Short-Load Forecasting in Power System (Jiaxiang Ou, Songling Li, Junwei Zhang, Chao Ding)....Pages 263-272 Ensemble of Deep Autoencoder Classifiers for Activity Recognition Based on Sensor Modalities in Smart Homes (Serge Thomas, Mickala Bourobou, Jie Li)....Pages 273-295 An Anomaly Detection Method Based on Learning of “Scores Sequence” (Dongsheng Li, Shengfei Shi, Yan Zhang, Hongzhi Wang, Jizhou Luo)....Pages 296-311 A Method of Improving the Tracking Method of CSI Personnel (Zhanjun Hao, Beibei Li, Xiaochao Dang)....Pages 312-329 Design and Implementation of the Forearm Rehabilitation System Based on Gesture Recognition (Dexin Zhu, Zhiling Li, Kui Huang, Sato Reika)....Pages 330-336 Research on Traffic Passenger Volume Prediction of Sanya City Based on ARIMA and Grey Markov Models (Xia Liu, Fang Wan, Lei Chen, Zhao Qiu, Ming-rui Chen)....Pages 337-349 Predictive Simulation of Airline Passenger Volume Based on Three Models (Han-Tao Yang, Xia Liu)....Pages 350-358 Research on Monitoring Methods for Electricity Hall Staff Based on Autonomous Updating and Semi-supervising Model (Yao Tang, Zhenjuan Qiao, Rui Zou, Xueming Qiao, Chenglin Liu, Yiliang Wang)....Pages 359-376 Research on Electricity Personnel Apparel Monitoring Model Based on Auxiliary Categorical-Generative Adversarial Network (Xueming Qiao, Yiping Rong, Yanhong Liu, Ting Jiang)....Pages 377-388 Optimization Method of Suspected Electricity Theft Topic Model Based on Chi-square Test and Logistic Regression (Jian Dou, Ye Aliaosha)....Pages 389-400 A Comparison Method of Massive Power Consumption Information Collection Test Data Based on Improved Merkle Tree (Enguo Zhu, Fangbin Ye, Jian Dou, Chaoliang Wang)....Pages 401-415 Towards Realizing Sign Language to Emotional Speech Conversion by Deep Learning (Nan Song, Hongwu Yang, Pengpeng Zhi)....Pages 416-430 Noise-Immune Localization for Mobile Targets in Tunnels via Low-Rank Matrix Decomposition (Hong Ji, Pengfei Xu, Jian Ling, Hu Xie, Junfeng Ding, Qiejun Dai)....Pages 431-441 Passenger Flow Forecast of Sanya Airport Based on ARIMA Model (Yuan-hui Li, Hai-yun Han, Xia Liu, Chao Li)....Pages 442-454 Comparison of LVQ and BP Neural Network in the Diagnosis of Diabetes and Retinopathy (Jiarui Si, Yan Zhang, Shuaijun Hu, Li Sun, Shu Li, Hongxi Yang et al.)....Pages 455-466 A Heuristic Indoor Path Planning Method Based on Hierarchical Indoor Modelling (Jingwen Li, Liqiang Zhang, Qian Zhao, Huiqiang Wang, Hongwu Lv, Guangsheng Feng)....Pages 467-476 Predicting Statutes Based on Causes of Action and Content of Statutes (Zhongyue Li, Chuhan Zhuang, Jidong Ge, Chuanyi Li, Ting Lei, Peitang Ling et al.)....Pages 477-492 Adaptive Anomaly Detection Strategy Based on Reinforcement Learning (Youchang Xu, Ningjiang Chen, Hanlin Zhang, Birui Liang)....Pages 493-504 Research on Country Fragility Assessment of Climate Change (Yanwei Qi, Fang Zhang, Zhizhong Wang)....Pages 505-515 Data Analysis and Quality Management Research on the Integration of Micro-Lecture-Oriented Design Theory Courses with Maker Practice (Tiejun Zhu)....Pages 516-529 A Cloud-Based Evaluation System for Science-and-Engineering Students (Qian Huang, Feng Ye, Yong Chen, Peiling Xu)....Pages 530-538 From Small Scale Guerrilla Warfare to a Wide Range of Army Operations the Development Direction of Software Production and Education (Lei Xu, Huipeng Chen, Hongwei Liu, Yanhang Zhang, Qing Wang)....Pages 539-544 Gathering Ideas by Exploring Bursting into Sparks Through the Cross–To Discuss Interdisciplinary Role in Cultivating Students’ Innovation (Lei Xu, Lili Zhang, Yanhang Zhang, Hongwei Liu, Yu Wang)....Pages 545-551 A High Precision and Realtime Physics-Based Hand Interaction for Virtual Instrument Experiment (Xu Han, Ning Zhou, Xinyan Gao, Anping He)....Pages 552-563 Application of Project Management in Undergraduates’ Innovation Experiment Teaching (Qing Wang, Huipeng Chen, Hongwei Liu, Lei Xu, Yanhang Zhang)....Pages 564-572 Exploration and Research on the Training Mode of New Engineering Talents Under the Background of Big Data (Bing Zhao, Jie Yang, Dongxiang Ma, Jie Zhu)....Pages 573-580 An Empirical Study on the Influence Factors of Mobile Phone Dependence of College Students Based on SPSS and AMOS (Zhi-peng Ou, Xia Liu)....Pages 581-593 The Reliability and Validity Analysis of Questionnaire Survey on the Mathematics Teaching Quality in Higher Vocational Colleges (Yuan-hui Li, Xia Liu, Hai-yun Han)....Pages 594-604 Online Education Resource Evaluation Systems Based on MOOCs (Yan Zhang, Han Cao)....Pages 605-615 Analysis on Psychological Health Education of Graduate Students from the Strengths Perspective (Xiaoli Liu)....Pages 616-622 Design and Implement of International Students’ Management and Security Warning System Based on B/S Architecture (Yulu Zhang, Zhikun Li, Ya Wen, Jifu Wang, Ruigai Li)....Pages 623-631 Performance Prediction Based on Analysis of Learning Behavior (Shaowei Sun, Xiaojie Qian, Lingling Mu, Hongying Zan, Qing Zhang)....Pages 632-644 Back Matter ....Pages 645-649