Data Mining and Big Data: Second International Conference, DMBD 2017, Fukuoka, Japan, July 27 – August 1, 2017, Proceedings

Description

This book constitutes the refereed proceedings of the Second International Conference on Data Mining and Big Data, DMBD 2017, held in Fukuoka, Japan, in July/August 2017. The 53 papers presented in this volume were carefully reviewed and selected from 96 submissions. They were organized in topical sections named: association analysis; clustering; prediction; classification; schedule and sequence analysis; big data; data analysis; data mining; text mining; deep learning; high performance computing; knowledge base and its framework; and fuzzy control. Front Matter....Pages I-XV Front Matter....Pages 1-1 A Process for Exploring Employees’ Relationships via Social Network and Sentiment Analysis....Pages 3-8 Mining Relationship Between User Purposes and Product Features Towards Purpose-Oriented Recommendation....Pages 9-21 Finding Top-k Fuzzy Frequent Itemsets from Databases....Pages 22-30 Association Rule Mining in Healthcare Analytics....Pages 31-39 Does Student’s Diligence to Study Relate to His/Her Academic Performance?....Pages 40-47 Correlation Analysis of Diesel Engine Performance Testing Data Based on Mixed-Copula Method....Pages 48-57 Front Matter....Pages 59-59 Comparative Study of Apache Spark MLlib Clustering Algorithms....Pages 61-73 L-DP: A Hybrid Density Peaks Clustering Method....Pages 74-80 Front Matter....Pages 81-81 Incremental Adaptive Time Series Prediction for Power Demand Forecasting....Pages 83-92 Food Sales Prediction with Meteorological Data — A Case Study of a Japanese Chain Supermarket....Pages 93-104 Cascade Spatial Autoregression for Air Pollution Prediction....Pages 105-112 Machine Learning Techniques for Prediction of Pre-fetched Objects in Handling Big Data Storage....Pages 113-124 Front Matter....Pages 125-125 Spectral-Spatial Mineral Classification of Lunar Surface Using Band Parameters with Active Learning....Pages 127-136 R2CEDM: A Rete-Based RFID Complex Event Detection Method....Pages 137-147 Learning Analytics for SNS-Integrated Virtual Learning Environment....Pages 148-155 LBP vs. LBP Variance for Texture Classification....Pages 156-164 A Decision Tree of Ignition Point for Simple Inflammable Chemical Compounds....Pages 165-172 Analyzing Consumption Behaviors of Pet Owners in a Veterinary Hospital....Pages 173-180 Front Matter....Pages 181-181 Modeling Inter-country Connection from Geotagged News Reports: A Time-Series Analysis....Pages 183-190 Mining Sequential Patterns of Students’ Access on Learning Management System....Pages 191-198 Front Matter....Pages 181-181 Design of a Dynamic Electricity Trade Scheduler Based on Genetic Algorithms....Pages 199-208 Increasing Coverage of Information Spreading in Social Networks with Supporting Seeding....Pages 209-218 Front Matter....Pages 219-219 B-Learning and Big Data: Use in Training an Engineering Course....Pages 221-233 Mapping Knowledge Domain Research in Big Data: From 2006 to 2016....Pages 234-246 Template Based Industrial Big Data Information Extraction and Query System....Pages 247-254 Finding the Typical Communication Black Hole in Big Data Environment....Pages 255-262 A Solution for Mining Big Data Based on Distributed Data Streams and Its Classifying Algorithms....Pages 263-271 Front Matter....Pages 273-273 Design of a Quality-Aware Data Capture System....Pages 275-282 Data Architecture for the Internet of Things and Industry 4.0....Pages 283-293 Machine Learning in Data Lake for Combining Data Silos....Pages 294-306 Development of 3D Earth Visualization for Taiwan Ocean Environment Demonstration....Pages 307-313 Exploring Potential Use of Mobile Phone Data Resource to Analyze Inter-regional Travel Patterns in Japan....Pages 314-325 REBUILD: Graph Embedding Based Method for User Social Role Identity on Mobile Communication Network....Pages 326-333 Study a Join Query Strategy Over Data Stream Based on Sliding Windows....Pages 334-342 Front Matter....Pages 343-343 L2 Learners’ Proficiency Evaluation Using Statistics Based on Relationship Among CEFR Rating Scales....Pages 345-352 Research Hotspots and Trends in Data Mining: From 1993 to 2016....Pages 353-365 Proposal for a New Reduct Method for Decision Tables and an Improved STRIM....Pages 366-378 Post-marketing Drug Safety Evaluation Using Data Mining Based on FAERS....Pages 379-389 Crowd Density Estimation from Few Radio-Frequency Tracking Devices: I. A Modelling Framework....Pages 390-398 Front Matter....Pages 399-399 Mining Textual Reviews with Hierarchical Latent Tree Analysis....Pages 401-408 Front Matter....Pages 399-399 Extraction of Temporal Events from Clinical Text Using Semi-supervised Conditional Random Fields....Pages 409-421 Characteristics of Language Usage in Inquires Asked to an Online Help Desk....Pages 422-429 Front Matter....Pages 431-431 A Novel Diagnosis Method for SZ by Deep Neural Networks....Pages 433-441 A Novel Data-Driven Fault Diagnosis Method Based on Deep Learning....Pages 442-452 Front Matter....Pages 453-453 Simulated Precipitation and Reservoir Inflow in the Chao Phraya River Basin by Multi-model Ensemble CMIP3 and CMIP5....Pages 455-463 An IDL-Based Parallel Model for Scientific Computations on Multi-core Computers....Pages 464-471 Accelerating Redis with RDMA Over InfiniBand....Pages 472-483 Front Matter....Pages 485-485 Application of Decision Trees in the Development of a Knowledge Base for a System of Support for Revitalization Processes....Pages 487-495 ABC Metaheuristic Based Optimized Adaptation Planning Logic for Decision Making Intelligent Agents in Self Adaptive Software System....Pages 496-504 A Knowledge-Based Framework for Mitigating Hydro-Meteorological Disasters....Pages 505-513 Front Matter....Pages 515-515 Improved Stability and Stabilization Criteria for T-S Fuzzy Systems with Distributed Time-Delay....Pages 517-526 Adaptive Neuro-Fuzzy Inference System: Overview, Strengths, Limitations, and Solutions....Pages 527-535 Acquisition of Knowledge in the Form of Fuzzy Rules for Cases Classification....Pages 536-544 Back Matter....Pages 545-546