Advanced Data Mining and Applications: 15th International Conference, ADMA 2019, Dalian, China, November 21–23, 2019, ProceedingsJianxin Li, Sen Wang, Shaowen Qin, Xue Li, Shuliang Wang This book constitutes the proceedings of the 15th International Conference on Advanced Data Mining and Applications, ADMA 2019, held in Dalian, China in November 2019. The 39 full papers presented together with 26 short papers and 2 demo papers were carefully reviewed and selected from 170 submissions. The papers were organized in topical sections named: Data Mining Foundations; Classification and Clustering Methods; Recommender Systems; Social Network and Social Media; Behavior Modeling and User Profiling; Text and Multimedia Mining; Spatial-Temporal Data; Medical and Healthcare Data/Decision Analytics; and Other Applications. |
Contents
| 3 | |
| 17 | |
| 34 | |
Accelerating Minimum Temporal Paths Query Based on Dynamic Programming | 48 |
Multiple Query Point Based Collective Spatial Keyword Querying | 63 |
Unsupervised Feature Selection for Noisy Data | 79 |
TriLevel CrossDomain Sign Prediction for Complex Network | 95 |
An Efficient Mining Algorithm of Closed Frequent Itemsets on Multicore Processor | 107 |
Single Image Dehazing Algorithm Based on Sky Region Segmentation | 489 |
Online AggregatedEvent Representation for Multiple Event Detection in Videos | 501 |
Standard Deviation Clustering Combined with Visual Psychological Test Algorithm for Image Segmentation | 516 |
Fast Video Clip Retrieval Method via Language Query | 526 |
Research on Speech Emotional Feature Extraction Based on Multidimensional Feature Fusion | 535 |
Improved Algorithms for Zero Shot Image SuperResolution with Parametric Rectifiers | 548 |
SpatialTemporal Data | 562 |
SpatialTemporal Recurrent Neural Network for Anomalous Trajectories Detection | 565 |
Mining PartiallyOrdered Prediction Rules From a Time Series of Discrete Elements Application to a Context of Ambient Intelligence | 119 |
An Improved Index Supporting Similarity Query of Uncertain Moving Objects for Frequent Updates | 135 |
Robust Feature Selection Based on Fuzzy Rough Sets with Representative Sample | 151 |
Classification and Clustering Methods | 166 |
Fast High Utility Episode Mining | 167 |
Clustering Noisy Temporal Data | 185 |
A Novel Approach for Noisy Signal Classification Through the Use of Multiple Wavelets and Ensembles of Classifiers | 195 |
Recommender Systems | 204 |
An ActivityAware CrossDevice Recommendation System | 205 |
Similar Group Finding Algorithm Based on Temporal Subgraph Matching | 221 |
Traditional PageRank Versus Network Capacity Bound | 236 |
Integrating Recommendation with Knowledge Graph Completion | 250 |
A New Successive POI Recommendation Model with Temporal and Social Influences | 266 |
Social Network and Social Media | 275 |
Precomputing Hybrid Index Architecture for Flexible Community Search over LocationBased Social Networks | 277 |
Distributed Expert Representation Learning in Question Answering Community | 288 |
Improving the Link Prediction by Exploiting the Collaborative and ContextAware Social Influence | 302 |
A Causality Driven Approach to Adverse Drug Reactions Detection in Tweets | 316 |
Correlate Influential News Article Events to Stock Quote Movement | 331 |
TopN Hashtag Prediction via Coupling Social Influence and Homophily | 343 |
A Multilevel View of Topic Evolution on Twitter | 359 |
Behavior Modeling and User Profiling | 370 |
A Delta AttentionBased Multitask RNN for Intention Recognition | 373 |
A Deep LearningBased Lightweight Approach for User Identity Recognition | 389 |
DomainAware Unsupervised Crossdataset Person Reidentification | 406 |
Person Reidentification by Local Color Transfer | 421 |
Research on Interactive Intent Recognition Based on Facial Expression and Line of Sight Direction | 431 |
Text and Multimedia Mining | 444 |
Mining Summary of Short Text with Centroid Similarity Distance | 447 |
Childrens Speaker Recognition Method Based on Multidimensional Features | 462 |
Constructing Dictionary to Analyze Features Sentiment of a Movie Based on Danmakus | 474 |
Spatiotemporal Crime Hotspots Analysis and Crime Occurrence Prediction | 579 |
Medical and Healthcare DataDecision Analytics | 589 |
Fast Bat Algorithm for Predicting Diabetes Mellitus Using Association Rule Mining | 590 |
Using a Virtual Hospital for Piloting Patient Flow Decongestion Interventions | 605 |
Deep Interpretable Mortality Model for Intensive Care Unit Risk Prediction | 617 |
Causality Discovery with Domain Knowledge for DrugDrug Interactions Discovery | 632 |
Personalised Medicine in Critical Care Using Bayesian Reinforcement Learning | 648 |
HFMD Outpatients Prediction Based on Time Series Decomposition and Heterogenous Data Fusion in Xiamen China | 658 |
Other Applications | 668 |
Efficient Gaussian Distance Transforms for Image Processing | 669 |
Tourists Tour Prediction by Sequential Data Mining Approach | 681 |
A Threat Operating Model for Early Warning of Cyber Security Threats | 696 |
Prediction for Student Academic Performance Using SMNaive Bayes Model | 712 |
Chinese Sign Language Identification via Wavelet Entropy and Support Vector Machine | 726 |
An Efficient Multirequest Route Planning Framework Based on Grid Index and Heuristic Function | 737 |
Nodes Deployment Optimization Algorithm Based on Fuzzy Data Fusion Model in Wireless Sensor Networks | 750 |
Community Enhanced Record Linkage Method for Vehicle Insurance System | 761 |
An Efficient Method for Entity Alignment in Online Encyclopedias | 777 |
Efficient Deployment and Mission Timing of Autonomous Underwater Vehicles in LargeScale Operations | 792 |
A Multilabel Competency Analysis Method Based on Deep Neural Network | 805 |
A SDN Based Collaborative Classification Algorithm for QoS Guaranteed Transmission on IoT | 815 |
A Data Mining and Knowledge Discovery Tool for Android Smartphones and Tablets | 828 |
Prediction of Customer Purchasing Power of Google Merchandise Store | 839 |
Research on ShortTerm Traffic Flow Forecasting Based on KNN and Discrete Event Simulation | 853 |
Application of Weighted KMeans Decision Cluster Classifier in the Recognition of Infectious Expressions of Primary School Students Reading | 863 |
An Antifraud Framework for Medical Insurance Based on Deep Learning | 871 |
Demos | 879 |
A System for Predicting and Analyzing Accident Risk | 881 |
An Interactive 3D Visualization Tool for Knowledge Graphs | 886 |
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Common terms and phrases
accuracy ADMA algorithm analysis applied approach arXiv calculated causal China classification clustering collaborative filtering complex Computer Vision convolutional correlation danmaku dark channel data mining database dataset denote detection domain drug edge effect efficient embedding entity alignment evaluation event experiments extract feature selection filter framework function fuzzy hashtag HGTPU-tree homophily IEEE improve input interaction International Conference label layer link prediction LNAI LSTM machine learning malware matching matrix module moving objects multiple neural network node noise optimal output PageRank paper parameters path patients patterns performance problem query Random Forest recognition recommendation rough set rules samples sensor sequence signal similarity smartphone social networks speaker recognition Springer Nature Switzerland subgraph Switzerland AG 2019 Table target TF-IDF timestamp topic trajectory tweets update user’s variables vector Wang wavelet window wireless sensor network word Zhang