Research Session 1: Data Mining Algorithm
Time: 13:30-15:30, August 2, 2019
Location: 2F Jingui Hall
Chair: Lianli Gao
Coupled Semi-supervised Clustering: Exploring Attribute Correlations in Heterogeneous Information Networks
Jianan Zhao, Ding Xiao, Linmei Hu, Chuan Shi
Beijing University of Posts and Telecommunications, China
Exploring Nonnegative and Low-Rank Correlation for Noise-Resistant Spectral Clustering
Zheng Wang1, Cai Na2, Zeyu Ma1, Si Chen3, Lingyun Song4, Yang Yang1
1University of Electronic Science and Technology of China, China, 2Beijing Institute of Computer Technology and Application, China, 3China Electronics Technology Group Corporation, China, 4Xi’an Jiaotong University, China
PrivBUD-Wise: Differentially Private Frequent Itemsets Mining in High-dimensional Databases
Jingxin Xu1, Kai Han1, Pingping Song2, Chaoting Xu1, Fei Gui1
1University of Science and Technology of China, China, 2Anhui University, China
Who is the abnormal user: Anomaly Detection Framework based on the Graph Convolutional Networks
Zetao Zheng1, Jia Zhu1, Yong Tang1, Jiabing Du2
1South China Normal University, China, 2Guangdong Grid Co, China
Research Session 2: Data Mining Applications
Time: 13:30-15:30, August 2, 2019
Location: 2F Yuegui Hall
Chair: Xingquan Zhu
A Survival Certification Model Based on Active Learning over Medical Insurance Data
Yongjian Ren1, Kun Zhang1,2, Yuliang Shi1,2
1Shandong University, China, 2Dareway Software Co., Ltd., China
Predictive Role Discovery of Research Teams Using Ordinal Factorization Machines
Tong Liu1, Weijian Ni1, Qingtian Zeng1, Nengfu Xie2
1Shandong University of Science and Technology, China, 2Chinese Academy of Agricultural Sciences, China
Deep Learning for Online Display Advertising User Clicks and Interests Prediction
Zhabiz Gharibshah1, Xingquan Zhu1, Arthur Hainline2, Michael Conway2
1Florida Atlantic University, USA, 2Bidtellect Inc., USA
History-driven Entity Categorization
Yijun Duan, Adam Jatowt, Katsumi Tanaka
Kyoto University, Japan
Research Session 3: Sentiment Analysis
Time: 13:30-15:30, August 2, 2019
Location: 2F Yingui Hall
Chair: Lei Duan
Improved Review Sentiment Analysis with A Syntax-aware Encoder
Jiangfeng Zeng1, Ming Yang2, Ke Zhou1, Xiao Ma3, Yangtao Wang1, Xiaodong Xu1, Zhili Xiao4
1Huazhong University of Science and Technology, China, 2Dareway Software Co., Ltd., China, 3Zhongnan University of Economics and Law, China
PowerMonitor: Aspect Mining and Sentiment Analysis on Online Reviews
Zhibin Zhao, Lan Yao, Siyuan Wang, Ge Yu
Northeastern University, China
Transformer and Multi-scale Convolution for Target-oriented Sentiment Analysis
Yinxu Pan1, Binheng Song1, Ningqi Luo1, Xiaojun Chen2, Hengbin Cui2
1Tsinghua University, China, 2Ant Financial Services Group, China
MBMN: Multivariate Bernoulli Mixture Network for News Emotion Analysis
Xue Zhao, Ying Zhang, Wenya Guo, Xiaojie Yuan
Nankai University, China
Research Session 4: Data Quality
Time: 13:30-15:00, August 2, 2019
Location: 2F Yinxing Hall
Chair: Xiang Zhao
DeepAM: Deep Semantic Address Representation for Address Matching
Shuangli Shan1,2, Zhixu Li1,3, Yang Qiang4, An Liu1, Jiajie Xu1, Zhigang Chen3
1Soochow University, China, 2Neusoft Corporation, China, 3IFLYTEK, China, 4King Abdullah University of Science and Technology, SA
Drawing CoCo Core-sets from Incomplete Relational Data
Yongnan Liu1,2, Jianzhong Li1
1Harbin Institute of Technology, China, 2Heilongjiang University, China
Reducing Wrong Labels for Distant Supervision Relation Extraction with Selective Capsule Network
Zihao Wang, Yong Zhang, Chunxiao Xing
Tsinghua University, China
Research Session 5: Graph Data
Time: 16:00-18:00, August 2, 2019
Location: 2F Jingui Hall
Chair: Bolong Zheng
Distributed Landmark Selection for Lower Bound Estimation of Distances in Large Graphs
Mingdao Li, Peng Peng, Yang Xu, Hao Xia, Zheng Qin
Hunan University, China
Cider: Highly Efficient Processing of Densely Overlapped Communities in Big Graphs
Yadi Chen, Wen Bai, Runyuan Chen, Di Wu, Guoqiao Ye, Zhichuan Huang
Sun Yat-sen University, China
Iterative Hypergraph Computation based on Hyperedge-Connected Graphs
Kaiqiang Yu, Yu Gu, Shuo Yao, Zhen Song, Ge Yu
Northeastern University, China
How to Reach: Discovering Multi-Resolution Paths on Large Scale Networks
Zhaokun Zhang1, Ning Yang1, Philip S. Yu2
1Sichuan University, China, 2University of Illinois at Chicago, USA
Research Session 6: Knowledge Graph
Time: 16:00-18:00, August 2, 2019
Location: 2F Yuegui Hall
Chair: Jia Zhu
Leveraging Domain Context for Question Answering over Knowledge Graph
Peihao Tong, Junjie Yao, Linzi He, Liang Xu
East China Normal University, China
Leveraging Lexical Semantic Information for Learning Concept-Based Multiple Embedding Representations for Knowledge Graph Completion
Yashen Wan1, Yifeng Liu1, Huanhuan Zhang1, Haiyong Xie1,2
1China Academy of Electronics and Information Technology, China, 2University of Science and Technology of China, China
Efficient Distributed Knowledge Representation Learning for Large Knowledge Graphs
Lele Chai, Xin Wang, Baozhu Liu, Yajun Yang
Tianjin University, China
Coherence and Salience-Based Multi-Document Relationship Mining
Yongpan Sheng, Zenglin Xu
University of Electronic Science and Technology of China, China
Research Session 7: Neural Network Applications
Time: 16:00-18:00, August 2, 2019
Location: 2F Yingui Hall
Chair: Jingkuan Song
DeepDial: Passage Completion on Dialogs
Nan Hu, Jianyun Zhou, Xiaojun Wan
Peking University, China
Medical Treatment Migration Prediction in Healthcare via Attention-based Bidirectional GRU
Lin Cheng1, Yongjian Ren1, Kun Zhang1,2, Yuliang Shi1,2
1Shandong University, China, 2Dareway Software Co., Ltd, China
A Novel Approach for Air Quality Inference and Prediction based on DBU-LSTM
Liang Ge, Aoli Zhou, Junling Liu, Hang Li
Chongqing University, China
WRL: A Combined Model for Short-Term Load Forecasting
Yuecan Liu1, Kun Zhang1,2, Shuai Zhen2, Yongming Guan2, Yuliang Shi1,2
1Shandong University, China, 2Dareway Software Co., Ltd, China
Demo Session:
Time: 15:00-17:00, August 2, 2019
Location: 2F Yinxing Hall
Chair: Jizhou Luo
FMQO: A Federated RDF System Supporting Multi-Query Optimization
Qi Ge1, Peng Peng1, Zhiwei Xu1, Lei Zou2, Zheng Qin1
1Hunan University, China, 2Peking University, China
DataServiceHatch: Generating and Composing Continuous Data Services
Guiling Wang1,2, Tongtong Cui1, Xiaojiang Zuo1, Yao Xu2, Yanbo Han1
1North China University of Technology, China, 2China Electronics Technology Group, China
A Mobile Phone Data Visualization Tool for People Flow Analysis
Liangjian Chen1, Siyu Chen1, Shengnan Guo1, Yue Yang2, Jianqiu Xu1
1Nanjing University of Aeronautics and Astronautics, China, 2Jiangsu Academy of Architectural Sciences, China
NativeHelper: A Bilingual Sentence Search & Recommendation Engine for Academic Writing
Weijian Ni1, Yujian Sun1, Tong Liu1, Qingtian Zeng1, Nengfu Xie2
1Shandong University of Science and Technology, China, 2Chinese Academy of Agricultural Sciences, China
PKRS: A Product Knowledge Retrieve System
Taoyi Huang, Yuming Lin, Haibo Tang, You Li, Huibing Zhang
Guilin University of Electronic Technology, China
DataSESec: Security Monitoring for Data Share and Exchange Platform
Guowei Shen1,2, Lu Liu1, Qin Wei1, Chun Guo1
1GuiZhou University, China, 2CETC Big Data Research Institute Co. Ltd., China
Research Session 8: Recommender Systems
Time: 13:30-15:30, August 3, 2019
Location: 2F Jingui Hall
Chair: Yong Zhang
Streaming Recommendation Algorithm with User Interest Drift Analysis
Jianzong Chen, Hanlu Li, Qing Xie, Lin Li, Yongjian Liu
Wuhan University of Technology, China
Unified Group Recommendation towards Multiple Criteria
Yi Wu, Ning Yang, Huanrui Luo
Sichuan University, China
Latent Path Connected Space Model for Recommendation
Lang Mei1, Jun He1, Hongyan Liu2, Xiaoyong Du1
1Renmin University of China, China, 2Tsinghua University, China
A Novel Ensemble Approach for Click-Through Rate Prediction based on Factorization Machines and Gradient Boosting Decision Trees
Xiaochen Wang, Gang Hu, Haoyang Lin, Jiayu Sun
University of Electronic Science and Technology of China, China
Research Session 9: Text Analysis
Time: 13:30-15:30, August 3, 2019
Location: 2F Yuegui Hall
Chair: Xujian Zhao
Multi-label Text Classification: Select Distinct Semantic Understanding for Different Labels
Wei Sun, Xiangying Ran, Xiangyang Luo, Yunlai Xu, Chongjun Wang
Nanjing University, China
A New Feature Selection Algorithm based on Category Difference for Text Categorization
Wang Zhang1, Chanjuan Chen2, Lei Jiang1, Xu Bai1
1Chinese Academy of Sciences, China, 2China National Machinery Industry Corporation, China
Opinion-aware Knowledge Embedding for Stance Detection
Zhenhui Xu1, Qiang Li2, Wei Chen1, Yingbao Cui2, Zhen Qiu2, Tengjiao Wang1
1Peking University, China, 2State Grid Information and Telecommunication Group, China
History-driven Entity Categorization
Yijun Duan, Adam Jatowt, Katsumi Tanaka
Kyoto University, Japan
Research Session 10: Social Networks
Time: 13:30-15:30, August 3, 2019
Location: 2F Yingui Hall
Chair: Bin Liu
A Learning Approach for Topic-aware Influence Maximization
Shan Tian1, Ping Zhang2, Songsong Mo1, Liwei Wang1, Zhiyong Peng1
1Wuhan University, China, 2Huawei, China
In Pursuit of Social Capital: Upgrading Social Circle Through Edge Rewiring
Qian Chen1, Hongyi Su1, Jiamou Liu2, Bo Yan1, Hong Zheng1, He Zhao1
1Beijing Institute of Technology, China, 2The University of Auckland, New Zealand
AERIAL: An Efficient Randomized Incentive-based Influence Maximization Algorithm
Yongyue Sun, Qingyun Wang, Hongyan Li
Peking University, China
Time Optimal Profit Maximization in a Social Network
Yong Liu, Zitu Liu, Shengnan Xie, Xiaokun Li
HeiLongJiang University, China
Research Session 11: Information Extraction and Retrieval
Time: 13:30-15:30, August 3, 2019
Location: 2F Yinxing Hall
Chair: Yongpan Sheng
Two-Encoder Pointer-Generator Network for Summarizing Segments of Long Articles
Junhao Li, Mizuho Iwaihara
Waseda University, Japan
Enhancing Joint Entity and Relation Extraction with Language Modeling and Hierarchical Attention
Renjun Chi, Bin Wu, Linmei Hu, Yunlei Zhang
Beijing University of Posts and Telecommunications, China
An Unsupervised Learning Approach for NER based on Online Encyclopedia
Maolong Li1, Qiang Yang3, Fuzhen He1, Zhixu Li1,2, Pengpeng Zhao1, Lei Zhao1, Zhigang Chen2
1Soochow University, China, 2IFLYTEK, China, 3King Abdullah University of Science and Technology, SA
Pseudo Topic Analysis for Boosting Pseudo Relevance Feedback
Rong Yan, Guanglai Gao
Inner Mongolia University, China
Research Session 12: Storage and Indexing
Time: 16:00-18:00, August 3, 2019
Location: 2F Jingui Hall
Chair: Hyuk-Yoon Kwon
FreshJoin: an Efficient and Adaptive Algorithm for Set Containment Join
Jizhou Luo, Wei Zhang, Shengfei Shi, Hong Gao, Jianzhong Li, Tao Zhang, Zening Zhou
Harbin Institute of Technology, China
Apara: Workload-aware Data Partition and Replication for Parallel Databases
Xiaolei Zhang, Chunxi Zhang, Yuming Li, Rong Zhang, Aoying Zhou
East China Normal University, China
An Efficient Top-k Spatial Join Query Processing Algorithm on Big Spatial Data
Baiyou Qiao, Bing Hu, Xiyu Qiao, Laigang Yao, Junhai Zhu, Gang Wu
Northeastern University, China
Which Category Is Better: Benchmarking the RDBMSs and GDBMSs
Pengjie Ding1, Yijian Cheng1, Wei Lu1, Hao Huang2, Xiaoyong Du1
1Renmin University of China, China, 2Wuhan University, China
Research Session 13: Spatial-Temporal Databases
Time: 16:00-18:00, August 3, 2019
Location: 2F Yuegui Hall
Chair: Jianqiu Xu
A Meta-Path-Based Recurrent Model for Next POI Prediction with Spatial and Temporal Contexts
Hengpeng Xu1, Peizhi Wu1, Jinmao Wei1, Zhenglu Yang1, Jun Wang2
1Nankai University, China, 2Ludong University, China
Spatial Temporal Trajectory Similarity Join
Tangpeng Dan1, Changyin Luo1, Yanhong Li2, Bolong Zheng3, Guohui Li3
1Central China Normal University, China, 2South-Central University for Nationalities, China, 3Huazhong University of Science and Technology, China
Multi-View based Spatial-Keyword Query Processing for Real Estate
Xi Duan, Liping Wang, Shiyu Yang
East China Normal University, China
ST-DCN: A Spatial-Temporal Densely Connected Networks for Crowd Flow Prediction
Longlong Xu, Xiansheng Chen, Yue Xu, Wei Chen, Tengjiao Wang
Peking University, China
Research Session 14: Multimedia Databases
Time: 16:00-18:00, August 3, 2019
Location: 2F Yingui Hall
Chair: Xing Xu
A Framework for Image Dark Data Assessment
Yu Liu1, Yangtao Wang1, Ke Zhou1, Yujuan Yang1, Yifei Liu1, Jingkuan Song2, Zhili Xiao3
1Huazhong University of Science and Technology, China, 2University of Electronic Science and Technology of China, China, 3Tencent Inc., China
Supervised Hashing with Recurrent Scaling
Xiyao Fu1,2, Yi Bin2, Zheng Wang2, Qin Wei1, Si Chen3
1GuiZhou University, China, 2University of Electronic Science and Technology of China, China, 3China Electronics Technology Group Corporation, China
Analysis and Management to Hash-Based Graph and Rank
Yangtao Wang1, Yu Liu1, Yifei Liu1, Ke Zhou1, Yujuan Yang1, Jiangfeng Zeng1, Xiaodong Xu1, Zhili Xiao2
1Huazhong University of Science and Technology, China, 2Tencent Inc., China
Discovering Attractive Segments in the User Generated Video Streams
Jie Zhou1, Jiangbo Ai2, Zheng Wang2, Si Chen3, Qin Wei1
1GuiZhou University, China, 2University of Electronic Science and Technology of China, China, 3China Electronics Technology Group Corporation, China
Research Session 15: Machine Learning
Time: 16:00-18:00, August 3, 2019
Location: 2F Yinxing Hall
Chair: Jie Shao
FeatureBand: A Feature Selection Method by Combining Early Stopping and Genetic Local Search
Huanran Xue1, Jiawei Jiang1,2, Yingxia Shao3, Bin Cui1
1Peking University, China, 2Tencent Inc, China, 3BUPT, China
I-mRMR: Incremental Max-Relevance, and Min-Redundancy Feature Selection
Yeliang Xiu1, Suyun Zhao1,2, Hong Chen1,2, Cuiping Li1,2
1Renmin University, China, 2Key Laboratory of Data Engineering and Knowledge Engineering, Ministry of Education, Ministry of Education, China
TRPN: Matrix Factorization Meets Recurrent Neural Network for Temporal Rating Prediction
Haozhe Zhu, Yanyan Shen, Xian Zhou
Shanghai Jiao Tong University, China
Using Sentiment Representation Learning to Enhance Gender Classification for User Profiling
Yunpei Zheng1, Lin Li1, Jianwei Zhang2, Qing Xie1, Luo Zhong1
1Wuhan University of Technology, China, 2Iwate University, Japan
KGMA 2019: The 2nd International Workshop on Knowledge Graph Management and Applications
Time: 9:30-12:00, August 1, 2019
Location: 2F Jingui Hall
Chair: Xin Wang
Invited Talk: Processing SPARQL Queries Over Distributed RDF Graphs - A Partial Evaluation-based Approach
Peng Peng
Hunan University, China
Classification-based Emoji Recommendation for User Social Networks
Yuan Wang, Yukun Li, Fenglian Liu
Tianjin University of Technology, China
Joint Entity and Relation Linking Based on Context Information
Yao Zhao1, Zhuoming Xu1, Wei Hu2
1Hohai University, China, 2Nanjing University, China
Community Detection in Knowledge Graph Network with Matrix Factorization Learning
Xiaohua Shi, Yin Qian, Hongtao Lu
Shanghai Jiao Tong University, China
Research Review on Relationship Extraction of Knowledge Graph
Aoran Li, Xinmeng Wang, Bohan Li
Nanjing University of Aeronautics and Astronautics, China
DSEA 2019: The First International Workshop on Data Science for Emerging Applications
Time: 15:20-17:00, August 1, 2019
Location: 2F Jingui Hall
Chair: Zhixu Li
PEVR: Pose Estimation for Vehicle Re-identification
Saifullah Tumrani, Zhiyi Deng, Abdullah Aman Khan, Waqar Ali
University of Electronic Science and Technology China, China
The Research of Chinese Ethnical Face Recognition Based on Deep Learning
Qike Zhao1, Tangming Chen2, Xiaosu Zhu2, Jingkuan Song2
1GuiZhou University, China, 2University of Electronic Science and Technology of China, China
Model of Charging Stations Construction and Electric Vehicles Development Prediction
Qilong Zhang1, Zheyong Qiu2, Jingkuan Song1
1GuiZhou University, China, 2Hangzhou Dianzi University, China
Boundary Detector Encoder and Decoder with Soft Attention for Video Captioning
Tangming Chen1, Qike Zhao2, Jingkuan Song1
1GuiZhou University, China, 2University of Electronic Science and Technology of China, China