DescriptionThis two-volume set LNCS 11446 and LNCS 11447 constitutes the refereed proceedings of the 24th International Conference on Database Systems for Advanced Applications, DASFAA 2019, held in Chiang Mai, Thailand, in April 2019.The 92 full papers and 64 short papers were carefully selected from a total of 501 submissions. In addition, 13 demo papers and 6 tutorial papers are included. The full papers are organized in the following topics: big data; clustering and classification; crowdsourcing; data integration; embedding; graphs; knowledge graph; machine learning; privacy and graph; recommendation; social network; spatial; and spatio-temporal. The short papers, demo papers, and tutorial papers can be found in the volume LNCS 11448, which also includes the workshops of DASFAA 2019.Table of ContentsBig DataAccelerating Real-Time Tracking Applications over Big Data Stream with Constrained Space – Guangjun Wu, Xiaochun Yun, Shupeng Wang, Ge Fu, Chao Li, Yong Liu et al.A Frequency Scaling Based Performance Indicator Framework for Big Data Systems – Chen Yang, Zhihui Du, Xiaofeng Meng, Yongjie Du, Zhiqiang DuanA Time-Series Sockpuppet Detection Method for Dynamic Social Relationships – Wei Zhou, Jingli Wang, Junyu Lin, Jiacheng Li, Jizhong Han, Songlin HuAccelerating Hybrid Transactional/Analytical Processing Using Consistent Dual-Snapshot – Liang Li, Gang Wu, Guoren Wang, Ye YuanHSDS: An Abstractive Model for Automatic Survey Generation – Xiao-Jian Jiang, Xian-Ling Mao, Bo-Si Feng, Xiaochi Wei, Bin-Bin Bian, Heyan HuangPU-Shapelets: Towards Pattern-Based Positive Unlabeled Classification of Time Series – Shen Liang, Yanchun Zhang, Jiangang MaClustering and ClassificationDiscovering Relationship Patterns Among Associated Temporal Event Sequences – Chao Han, Lei Duan, Zhangxi Lin, Ruiqi Qin, Peng Zhang, Jyrki NummenmaaEfficient Mining of Event Periodicity in Data Series – Hua Yuan, Yu Qian, Mengna BaiEPPADS: An Enhanced Phase-Based Performance-Aware Dynamic Scheduler for High Job Execution Performance in Large Scale Clusters – Prince Hamandawana, Ronnie Mativenga, Se Jin Kwon, Tae-Sun ChungIncremental Discovery of Order Dependencies on Tuple Insertions – Lin Zhu, Xu Sun, Zijing Tan, Kejia Yang, Weidong Yang, Xiangdong Zhou et al.Multi-view Spectral Clustering via Multi-view Weighted Consensus and Matrix-Decomposition Based Discretization – Man-Sheng Chen, Ling Huang, Chang-Dong Wang, Dong HuangSIRCS: Slope-intercept-residual Compression by Correlation Sequencing for Multi-stream High Variation Data – Zixin Ye, Wen Hua, Liwei Wang, Xiaofang ZhouCrowdsourcingFast Quorum-Based Log Replication and Replay for Fast Databases – Donghui Wang, Peng Cai, Weining Qian, Aoying ZhouPDCS: A Privacy-Preserving Distinct Counting Scheme for Mobile Sensing – Xiaochen Yang, Ming Xu, Shaojing Fu, Yuchuan LuoReinforced Reliable Worker Selection for Spatial Crowdsensing Networks – Yang Wang, Junwei Lu, Jingxiao Chen, Xiaofeng Gao, Guihai ChenSeqST-ResNet: A Sequential Spatial Temporal ResNet for Task Prediction in Spatial Crowdsourcing – Dongjun Zhai, An Liu, Shicheng Chen, Zhixu Li, Xiangliang ZhangTowards Robust Arbitrarily Oriented Subspace Clustering – Zhong Zhang, Chongming Gao, Chongzhi Liu, Qinli Yang, Junming ShaoTruthful Crowdsensed Data Trading Based on Reverse Auction and Blockchain – Baoyi An, Mingjun Xiao, An Liu, Guoju Gao, Hui ZhaoData IntegrationSelective Matrix Factorization for Multi-relational Data Fusion – Yuehui Wang, Guoxian Yu, Carlotta Domeniconi, Jun Wang, Xiangliang Zhang, Maozu GuoSelectivity Estimation on Set Containment Search – Yang Yang, Wenjie Zhang, Ying Zhang, Xuemin Lin, Liping WangTypicality-Based Across-Time Mapping of Entity Sets in Document Archives – Yijun Duan, Adam Jatowt, Sourav S. Bhowmick, Masatoshi YoshikawaUnsupervised Entity Alignment Using Attribute Triples and Relation Triples – Fuzhen He, Zhixu Li, Yang Qiang, An Liu, Guanfeng Liu, Pengpeng Zhao et al.Combining Meta-Graph and Attention for Recommendation over Heterogenous Information Network – Chenfei Zhao, Hengliang Wang, Yuan Li, Kedian MuEfficient Search of the Most Cohesive Co-located Community in Attributed Networks – Jiehuan Luo, Xin Cao, Qiang Qu, Yaqiong LiuEmbeddingA Weighted Word Embedding Model for Text Classification – Haopeng Ren, ZeQuan Zeng, Yi Cai, Qing Du, Qing Li, Haoran XieBipartite Network Embedding via Effective Integration of Explicit and Implicit Relations – Yaping Wang, Pengfei Jiao, Wenjun Wang, Chunyu Lu, Hongtao Liu, Bo WangEnhancing Network Embedding with Implicit Clustering – Qi Li, Jiang Zhong, Qing Li, Zehong Cao, Chen WangMDAL: Multi-task Dual Attention LSTM Model for Semi-supervised Network Embedding – Longcan Wu, Daling Wang, Shi Feng, Yifei Zhang, Ge YuNet2Text: An Edge Labelling Language Model for Personalized Review Generation – Shaofeng Xu, Yun Xiong, Xiangnan Kong, Yangyong ZhuUnderstanding Information Diffusion via Heterogeneous Information Network Embeddings – Yuan Su, Xi Zhang, Senzhang Wang, Binxing Fang, Tianle Zhang, Philip S. YuGraphsDistributed Parallel Structural Hole Detection on Big Graphs – Faming Li, Zhaonian Zou, Jianzhong Li, Yingshu Li, Yubiao ChenDynGraphGAN: Dynamic Graph Embedding via Generative Adversarial Networks – Yun Xiong, Yao Zhang, Hanjie Fu, Wei Wang, Yangyong Zhu, Philip S. YuEvaluating Mixed Patterns on Large Data Graphs Using Bitmap Views – Xiaoying Wu, Dimitri Theodoratos, Dimitrios Skoutas, Michael LanHeterogeneous Information Network Hashing for Fast Nearest Neighbor Search – Zhen Peng, Minnan Luo, Jundong Li, Chen Chen, Qinghua ZhengLearning Fine-Grained Patient Similarity with Dynamic Bayesian Network Embedded RNNs – Yanda Wang, Weitong Chen, Bohan Li, Robert BootsTowards Efficient k-TriPeak Decomposition on Large Graphs – Xudong Wu, Long Yuan, Xuemin Lin, Shiyu Yang, Wenjie ZhangKnowledge GraphEvaluating the Choice of Tags in CQA Sites – Rohan Banerjee, Sailaja Rajanala, Manish SinghFast Maximal Clique Enumeration for Real-World Graphs – Yinuo Li, Zhiyuan Shao, Dongxiao Yu, Xiaofei Liao, Hai JinLeveraging Knowledge Graph Embeddings for Natural Language Question Answering – Ruijie Wang, Meng Wang, Jun Liu, Weitong Chen, Michael Cochez, Stefan DeckerMeasuring Semantic Relatedness with Knowledge Association Network – Jiapeng Li, Wei Chen, Binbin Gu, Junhua Fang, Zhixu Li, Lei ZhaoSINE: Side Information Network Embedding – Zitai Chen, Tongzhao Cai, Chuan Chen, Zibin Zheng, Guohui LingA Knowledge Graph Enhanced Topic Modeling Approach for Herb Recommendation – Xinyu Wang, Ying Zhang, Xiaoling Wang, Jin ChenKnowledge Base Error Detection with Relation Sensitive Embedding – San Kim, Xiuxing Li, Kaiyu Li, Jianhua Feng, Yan Huang, Songfan YangLeon: A Distributed RDF Engine for Multi-query Processing – Xintong Guo, Hong Gao, Zhaonian ZouMathGraph: A Knowledge Graph for Automatically Solving Mathematical Exercises – Tianyu Zhao, Yan Huang, Songfan Yang, Yuyu Luo, Jianhua Feng, Yong Wang et al.Multi-hop Path Queries over Knowledge Graphs with Neural Memory Networks – Qinyong Wang, Hongzhi Yin, Weiqing Wang, Zi Huang, Guibing Guo, Quoc Viet Hung NguyenSentiment Classification by Leveraging the Shared Knowledge from a Sequence of Domains – Guangyi Lv, Shuai Wang, Bing Liu, Enhong Chen, Kun ZhangEditors BiographyGuoliang Li Tsinghua University, Beijing, ChinaJun Yang Duke University, Durham, USAJoao Gama University of Porto, Porto, PortugalJuggapong Natwichai Chiang Mai University, Chiang Mai, ThailandYongxin Tong Beihang University, Beijing, China