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Data Mining and Big Data : Second International Conference, DMBD 2017, Fukuoka, Japan, July 27 - August 1, 2017, Proceedings / edited by Ying Tan, Hideyuki Takagi, Yuhui Shi.
- Format:
- Book
- Series:
- Computer Science (SpringerNature-11645)
- LNCS sublibrary. Information systems and applications, incl. Internet/Web, and HCI ; SL 3, 10387
- Information Systems and Applications, incl. Internet/Web, and HCI ; 10387
- Language:
- English
- Subjects (All):
- Application software.
- Artificial intelligence.
- Data mining.
- Electronic digital computers-Evaluation.
- Algorithms.
- Computer and Information Systems Applications.
- Artificial Intelligence.
- Data Mining and Knowledge Discovery.
- System Performance and Evaluation.
- Local Subjects:
- Computer and Information Systems Applications.
- Artificial Intelligence.
- Data Mining and Knowledge Discovery.
- System Performance and Evaluation.
- Algorithms.
- Physical Description:
- 1 online resource (XV, 546 pages) : 210 illustrations
- Edition:
- 1st ed. 2017.
- Contained In:
- Springer Nature eBook
- Place of Publication:
- Cham : Springer International Publishing : Imprint: Springer, 2017.
- System Details:
- text file PDF
- Summary:
- 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. .
- Contents:
- Association Analysis
- A Process for Exploring Employees' Relationships via Social Network and Sentiment Analysis
- Mining Relationship between User Purposes and Product Features towards Purpose-Oriented Recommendation
- Finding Top-k Fuzzy Frequent Itemsets from Databases
- Association Rule Mining in Healthcare Analytics
- Does Student's Diligence to Study Relate to His/Her Academic Performance
- Correlation anaylsis of diesel engine performance testing data based on mixed-copula method
- Clustering
- Comparative Study of Apache Spark MLlib Clustering Algorithms
- l-DP algorithm: a hybrid density peaks clustering
- Prediction
- Incremental Adaptive Time Series Prediction for Power Demand Forecasting
- Food Sales Prediction with Meteorological Data { A Case Study of a Japanese Chain Supermarket
- Cascade Spatial Autoregression for Air Pollution Prediction
- Machine Learning Techniques for Prediction of Pre-fetched Objects in Handling Big Data Storage
- Classification
- Spectral-Spatial Mineral Classification Of Lunar Surface Using Band Parameters With Active Learning
- R2CEDM: A Rete-based RFID Complex Event Detection Method
- Learning Analytics for SNS-Integrated Virtual Learning Environment
- LBP vs. LBP Variance for Texture Classification
- A Decision Tree Of Ignition Point For Simple Inflammable Chemical Compounds
- Analyzing Consumption Behaviors of Pet Owners in a Veterinary Hospital
- Schedule and Sequence Analysis
- Modeling Inter-Country Connection from Geotagged News Reports: A Time-Series Analysis
- Mining Sequential Patterns of Students' Access on Learning Management System
- Design of a dynamic electricity trade scheduler based on genetic algorithms
- Increasing Coverage of Information Spreading in Social Networks with Supporting Seeding
- Big Data
- B-Learning and Big Data: Use in Training an Engineering Course
- Mapping Knowledge Domain Research in Big Data: From 2006 to 2016
- Template based Industrial Big Data Information Extraction and Query System
- Finding the Typical Communication Black Hole in Big Data Environment
- A Solution for Mining Big Data Based on Distributed Data Streams and Its Classifying Algorithms
- Data Analysis
- Design of a Quality-Aware Data Capture System
- Data Architecture for the Internet of Things and Industry 4.0
- Machine Learning in Data Lake for Combining Data Silos
- Development of 3D Earth Visualization for Taiwan Ocean Environment Demonstration
- Exploring Potential Use of Mobile Phone Data Resource to Analyze Inter-Regional Travel Patterns in Japan
- REBUILD:Graph Embedding Based Method for User Social Role Identity on Mobile Communication Network
- Study A Join Query Strategy over Data Stream Based on Sliding Windows
- Data Mining
- L2 Learners' Proficiency Evaluation Using Statistics Based on Relationship among CEFR Rating Scales
- Research Hotspots and Trends in Data Mining: From 1993 to 2016
- Proposal for a New Reduct Method for Decision Tables and an Improved STRIM
- Post-marketing Drug Safety Evaluation using Data Mining Based on FAERS
- Crowd density estimation from few RF tracking devices: I. Modelling Framework
- Text Mining
- Mining Textual Reviews with Hierarchical Latent Tree Analysis
- Extraction of Temporal Events from Clinical Text using Semi-Supervised Conditional Random Fields
- Characteristics of language usage in inquires asked to an online help desk
- Deep Learning
- A Novel Diagnosis Method for SZ by Deep Neural Networks
- A Novel Data-driven Fault Diagnosis Method Based on Deep Learning
- High Performance Computing
- Simulated Precipitation and Reservoir Inflow in the Chao Phraya River Basin by Multi-Model Ensemble CMIP3 and CMIP5
- An IDL-Based Parallel Model for Scientific Computations on Multi-Core Computers
- Accelerating Redis with RDMA over InfiniBand
- Knowledge Base and its Framework
- Application of Decision Trees in the Development of a Knowledge Base for a System of Support for Revitalization Processes
- ABC Metaheuristic Based Optimized Adaptation Planning Logic for Decision Making Intelligent Agents in Self Adaptive Software System
- A Knowledge-based Framework for Mitigating Hydro-Meteorological Disasters
- Fuzzy Control
- Improved Stability and Stabilization Criteria for T-S Fuzzy Systems with Distributed Time-Delay
- Adaptive Neuro-Fuzzy Inference System: Overview, Strengths, Limitations, and Solutions
- Acquisition of Knowledge in the Form of Fuzzy Rules for Cases Classification.
- Other Format:
- Printed edition:
- ISBN:
- 978-3-319-61845-6
- 9783319618456
- Access Restriction:
- Restricted for use by site license.
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