Data Mining and Big Data: Second International Conference, DMBD 2017, Fukuoka, Japan, July 27 – August 1, 2017, Proceedings (Lecture Notes in Computer Science Book 10387)

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 The LNCS volume LNCS 10387 constitutes the proceedings of the Second International Conference on Data Mining and Big Data (DMBD 2017), which was held in conjunction with the 8th International Conference on Swarm Intelligence (ICSI 2017), from July 27 to August 1, 2017, in Fukuoka, Japan. DMBD 2017 received 96 submissions from about 231 authors in 34 countries and regions (Algeria, Australia, Bangladesh, Brazil, Brunei Darussalam, Bulgaria, China, Colombia, Ecuador, France, Germany, Hong Kong SAR China, India, Indonesia, Iran, Japan, Malaysia, The Netherlands, Pakistan, Poland, Portugal, Romania, Russia, Serbia, Slovakia, South Africa, South Korea, Spain, Chinese Taiwan, Thailand, Turkey, USA, UK, and Vietnam) across six continents (Asia, Europe, North America, South America, Africa, and Oceania). Each submission was reviewed by at least two reviewers, and on average 2.6 reviewers. Based on rigorous reviews by the Program Committee members and reviewers, 53 high-quality papers were selected for publication in this proceedings volume with an acceptance rate of 55.21%. The papers are organized in 13 cohesive sections covering major topics of data mining and big data