Advanced Data Mining and Applications: 12th International Conference, ADMA 2016, Gold Coast, QLD, Australia, December 12-15, 2016, Proceedings (Lecture Notes in Computer Science Book 10086)

This book constitutes the proceedings of the 12th International Conference on Advanced Data Mining and Applications, ADMA 2016, held in Gold Coast, Australia, in December 2016. The 70 papers presented in this volume were carefully reviewed and selected from 105 submissions. The selected papers covered a wide variety of important topics in the area of data mining, including parallel and distributed data mining algorithms, mining on data streams, graph mining, spatial data mining, multimedia data mining, Web mining, the Internet of Things, health informatics, and biomedical data mining. Front Matter....Pages I-XVI Front Matter....Pages 1-1 Effective Monotone Knowledge Integration in Kernel Support Vector Machines....Pages 3-18 Textual Cues for Online Depression in Community and Personal Settings....Pages 19-34 Confidence-Weighted Bipartite Ranking....Pages 35-49 Mining Distinguishing Customer Focus Sets for Online Shopping Decision Support....Pages 50-64 Community Detection in Networks with Less Significant Community Structure....Pages 65-80 Prediction-Based, Prioritized Market-Share Insight Extraction....Pages 81-94 Interrelationships of Service Orchestrations....Pages 95-110 Outlier Detection on Mixed-Type Data: An Energy-Based Approach....Pages 111-125 Low-Rank Feature Reduction and Sample Selection for Multi-output Regression....Pages 126-141 Biologically Inspired Pattern Recognition for E-nose Sensors....Pages 142-155 Addressing Class Imbalance and Cost Sensitivity in Software Defect Prediction by Combining Domain Costs and Balancing Costs....Pages 156-171 Unsupervised Hypergraph Feature Selection with Low-Rank and Self-Representation Constraints....Pages 172-187 Improving Cytogenetic Search with GPUs Using Different String Matching Schemes....Pages 188-202 CEIoT: A Framework for Interlinking Smart Things in the Internet of Things....Pages 203-218 Adopting Hybrid Descriptors to Recognise Leaf Images for Automatic Plant Specie Identification....Pages 219-233 Efficient Mining of Pan-Correlation Patterns from Time Course Data....Pages 234-249 Recognizing Daily Living Activity Using Embedded Sensors in Smartphones: A Data-Driven Approach....Pages 250-265 Dynamic Reverse Furthest Neighbor Querying Algorithm of Moving Objects....Pages 266-279 Front Matter....Pages 281-281 Relative Neighborhood Graphs Uncover the Dynamics of Social Media Engagement....Pages 283-297 An Ensemble Approach for Better Truth Discovery....Pages 298-311 Front Matter....Pages 281-281 Single Classifier Selection for Ensemble Learning....Pages 312-328 Community Detection in Dynamic Attributed Graphs....Pages 329-344 Recommending Features of Mobile Applications for Developer....Pages 345-360 Adaptive Multi-objective Swarm Crossover Optimization for Imbalanced Data Classification....Pages 361-373 Causality-Guided Feature Selection....Pages 374-390 Temporal Interaction Biased Community Detection in Social Networks....Pages 391-405 Extracting Key Challenges in Achieving Sobriety Through Shared Subspace Learning....Pages 406-419 Unified Weighted Label Propagation Algorithm Using Connection Factor....Pages 420-433 MetricRec: Metric Learning for Cold-Start Recommendations....Pages 434-444 Time Series Forecasting on Engineering Systems Using Recurrent Neural Networks....Pages 445-458 EDAHT: An Expertise Degree Analysis Model for Mass Comments in the E-Commerce System....Pages 459-471 A Scalable Document-Based Architecture for Text Analysis....Pages 472-480 DAPPFC: Density-Based Affinity Propagation for Parameter Free Clustering....Pages 481-494 Effective Traffic Flow Forecasting Using Taxi and Weather Data....Pages 495-506 Understanding Behavioral Differences Between Short and Long-Term Drinking Abstainers from Social Media....Pages 507-519 Discovering Trip Hot Routes Using Large Scale Taxi Trajectory Data....Pages 520-533 Discovering Spatially Contiguous Clusters in Multivariate Geostatistical Data Through Spectral Clustering....Pages 534-546 On Improving Random Forest for Hard-to-Classify Records....Pages 547-557 Scholarly Output Graph: A Graphical Article-Level Metric Indicating the Impact of a Scholar’s Publications....Pages 558-566 Front Matter....Pages 567-579 Distributed Lazy Association Classification Algorithm Based on Spark....Pages 281-281 Event Evolution Model Based on Random Walk Model with Hot Topic Extraction....Pages 580-590 Knowledge-Guided Maximal Clique Enumeration....Pages 591-603 Got a Complaint?- Keep Calm and Tweet It!....Pages 604-618 Query Classification by Leveraging Explicit Concept Information....Pages 619-635 Stabilizing Linear Prediction Models Using Autoencoder....Pages 636-650 Mining Source Code Topics Through Topic Model and Words Embedding....Pages 651-663 IPC Multi-label Classification Based on the Field Functionality of Patent Documents....Pages 664-676 Unsupervised Component-Wise EM Learning for Finite Mixtures of Skew t-distributions....Pages 677-691 Supervised Feature Selection by Robust Sparse Reduced-Rank Regression....Pages 692-699 PUEPro: A Computational Pipeline for Prediction of Urine Excretory Proteins....Pages 700-713 Partitioning Clustering Based on Support Vector Ranking....Pages 714-725 Global Recursive Based Node Importance Evaluation....Pages 726-737 Extreme User and Political Rumor Detection on Twitter....Pages 738-750 Deriving Public Sector Workforce Insights: A Case Study Using Australian Public Sector Employment Profiles....Pages 751-763 Real-Time Stream Mining Electric Power Consumption Data Using Hoeffding Tree with Shadow Features....Pages 764-774 Real-Time Investigation of Flight Delays Based on the Internet of Things Data....Pages 775-787 Front Matter....Pages 788-800 IRS-HD: An Intelligent Personalized Recommender System for Heart Disease Patients in a Tele-Health Environment....Pages 801-801 Sentiment Analysis for Depression Detection on Social Networks....Pages 803-806 Traffic Flow Visualization Using Taxi GPS Data....Pages 807-810 Back Matter....Pages 811-814 ....Pages 815-817