Big Data Analysis and Deep Learning Applications

Big Data Analysis and Deep Learning Applications: Proceedings of the First International Conference on Big Data Analysis and Deep Learning (Advances in Intelligent Systems and Computing)

This book presents a compilation of selected papers from the first International Conference on Big Data Analysis and Deep Learning Applications (ICBDL 2018), and focuses on novel techniques in the fields of big data analysis, machine learning, system monitoring, image processing, conventional neural networks, communication, industrial information, and their applications. Readers will find insights to help them realize more efficient algorithms and systems used in real-life applications and contexts, making the book an essential reference guide for academic researchers, professionals, software engineers in the industry, and regulators of aviation authorities.

Table of Contents

Chapter 1. Data-Driven Constrained Evolutionary Scheme for Predicting Price of Individual Stock in Dynamic Mark …
Chapter 2. Predictive Big Data Analytics Using Multiple Linear Regression Model
Chapter 3. Evaluation for Teacher’s Ability and Forecasting Student’s Career Based on Big Data
Chapter 4. Tweets Sentiment Analysis for Healthcare on Big Data Processing and IoT Architecture Using Maximum Entropy Classifier
Chapter 5. A Survey on Influence and Information Diffusion in Twitter Using Big Data Analytics
Chapter 6. Real Time Semantic Events Detection from Social Media Stream
Chapter 7. Community and Outliers Detection in Social Network
Chapter 8. Analyzing Sentiment Level of Social Media Data Based on SVM and Naïve Bayes Algorithms
Chapter 9. Accuracy Improvement of Accelerometer-Based Location Estimation Using Neural Network
Chapter 10. Transparent Object Detection Using Convolutional Neural Network
Chapter 11. Multi-label Land Cover Indices Classification of Satellite Images Using Deep Learning
Chapter 12. Real-Time Hand Pose Recognition Using Faster Region-Based Convolutional Neural Network
Chapter 13. School Mapping for Schools of Basic Education in Myanmar
Chapter 14. GBSO-RSS: GPU-Based BSO for Rules Space Summarization
Chapter 15. Machine Learning Based Live VM Migration for Efficient Cloud Data Center
Chapter 16. Dynamic Replication Management Scheme for Distributed File System
Chapter 17. Frequent Pattern Mining for Dynamic Database by Using Hadoop GM-Tree and GTree
Chapter 18. Investigation of the Use of Learning Management System (Moodle) in University of Computer Studies, Mandalay
Chapter 19. User Preference Information Retrieval by Using Multiplicative Adaptive Refinement Search Algorithm
Chapter 20. Proposed Framework for Stochastic Parsing of Myanmar Language
Chapter 21. FDTD Based Numerical Calculation of Electromagnetic Wave Radiation in Multi-layer Circular Cylindric …
Chapter 22. Improved Convergence in Eddy-Current Analysis by Singular Value Decomposition of Subdomain Problem
Chapter 23. Development and Validation of Parallel Acoustic Analysis Method for the Sound Field Design of a Larg …
Chapter 24. Secret Audio Messages Hiding in Images
Chapter 25. Location Based Personal Task Reminder System Using GPS Technology
Chapter 26. Front Caster Capable of Reducing Horizontal Forces on Step Climbing
Chapter 27. Mobile Location Based Indexing for Range Searching
Chapter 28. Building Travel Speed Estimation Model for Yangon City from Public Transport Trajectory Data
Chapter 29. Comparison Between Block-Encoding and Quadtree Compression Methods for Raster Maps
Chapter 30. A Study on Estrus Detection of Cattle Combining Video Image and Sensor Information
Chapter 31. Behavior Analysis for Nursing Home Monitoring System
Chapter 32. A Study on Detection of Abnormal Behavior by a Surveillance Camera Image
Chapter 33. A Study on Detection of Suspicious Persons for Intelligent Monitoring System
Chapter 34. A Study on Violence Behavior Detection System Between Two Persons
Chapter 35. Object Detection and Recognition System for Pick and Place Robot
Chapter 36. Myanmar Rice Grain Classification Using Image Processing Techniques
Chapter 37. Color Segmentation Based on Human Perception Using Fuzzy Logic
Chapter 38. Key Frame Extraction Techniques
Chapter 39. A Study on Music Retrieval System Using Image Processing
Chapter 40. Analysis of Environmental Change Detection Using Satellite Images (Case Study: Irrawaddy Delta, Myanmar)
Chapter 41. Analysis of Land Cover Change Detection Using Satellite Images in Patheingyi Township
Chapter 42. Environmental Change Detection Analysis in Magway Division, Myanmar