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

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