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Advances in Data Science and Information Engineering

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Table of Contents

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    Book Overview
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    Chapter 1 Phoenix: A Scalable Streaming Hypergraph Analysis Framework
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    Chapter 2 Revealing the Relation Between Students’ Reading Notes and Scores Examination with NLP Features
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    Chapter 3 Deep Metric Similarity Clustering
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    Chapter 4 Estimating the Effective Topics of Articles and Journals Abstract Using LDA and K-Means Clustering Algorithm
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    Chapter 5 Modelling and Analysis of Network Information Data for Product Purchasing Decisions
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    Chapter 6 Novel Community Detection and Ranking Approaches for Social Network Analysis
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    Chapter 7 How Is Twitter Talking About COVID-19?
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    Chapter 8 Detecting Asian Values in Asian News via Machine Learning Text Classification
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    Chapter 9 The Evaluation of Rating Systems in Online Free-for-All Games
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    Chapter 10 A Holistic Analytics Approach for Determining Effective Promotional Product Groupings
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    Chapter 11 Hierarchical POI Attention Model for Successive POI Recommendation
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    Chapter 12 A Comparison of Important Features for Predicting Polish and Chinese Corporate Bankruptcies
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    Chapter 13 Using Matrix Factorization and Evolutionary Strategy to Develop a Latent Factor Recommendation System for an Offline Retailer
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    Chapter 14 Dynamic Pricing for Sports Tickets
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    Chapter 15 Virtual Machine Performance Prediction Based on Transfer Learning of Bayesian Network
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    Chapter 16 A Personalized Recommender System Using Real-Time Search Data Integrated with Historical Data
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    Chapter 17 Automated Prediction of Voter’s Party Affiliation Using AI
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    Chapter 18 Deep Ensemble Learning for Early-Stage Churn Management in Subscription-Based Business
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    Chapter 19 Extending Micromobility Deployments: A Concept and Local Case Study
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    Chapter 20 Real-Time Spatiotemporal Air Pollution Prediction with Deep Convolutional LSTM Through Satellite Image Analysis
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    Chapter 21 Performance Analysis of Deep Neural Maps
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    Chapter 22 Implicit Dedupe Learning Method on Contextual Data Quality Problems
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    Chapter 23 Deep Learning Approach to Extract Geometric Features of Bacterial Cells in Biofilms
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    Chapter 24 GFDLECG: PAC Classification for ECG Signals Using Gradient Features and Deep Learning
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    Chapter 25 Tornado Storm Data Synthesization Using Deep Convolutional Generative Adversarial Network
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    Chapter 26 Integrated Plant Growth and Disease Monitoring with IoT and Deep Learning Technology
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    Chapter 27 Meta-Learning for Industrial System Monitoring via Multi-Objective Optimization
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    Chapter 28 Leveraging Insights from “Buy-Online Pickup-in-Store” Data to Improve On-Shelf Availability
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    Chapter 29 Analyzing the Impact of Foursquare and Streetlight Data with Human Demographics on Future Crime Prediction
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    Chapter 30 Nested Named Sets in Information Retrieval
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    Chapter 31 Obstacle Detection via Air Disturbance in Autonomous Quadcopters
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    Chapter 32 Comprehensive Performance Comparison Between Flink and Spark Streaming for Real-Time Health Score Service in Manufacturing
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    Chapter 33 Discovery of Urban Mobility Patterns
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    Chapter 34 Improving Model Accuracy with Probability Scoring Machine Learning Models
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    Chapter 35 Ensemble Learning for Early Identification of Students at Risk from Online Learning Platforms
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    Chapter 36 An Improved Oversampling Method Based on Neighborhood Kernel Density Estimation for Imbalanced Emotion Dataset
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    Chapter 37 Time Series Modelling Strategies for Road Traffic Accident and Injury Data: A Case Study
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    Chapter 38 Toward a Reference Model for Artificial Intelligence Supporting Big Data Analysis
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    Chapter 39 Improving Physician Decision-Making and Patient Outcomes Using Analytics: ACase Study with the World’s Leading Knee Replacement Surgeon
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    Chapter 40 Optimizing Network Intrusion Detection Using Machine Learning
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    Chapter 41 Hyperparameter Optimization Algorithms for Gaussian Process Regression of Brain Tissue Compressive Stress
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    Chapter 42 Competitive Pokémon Usage Tier Classification
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    Chapter 43 Mining Modern Music: The Classification of Popular Songs
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    Chapter 44 The Effectiveness of Pre-trained Code Embeddings
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    Chapter 45 An Analysis of Flight Delays at Taoyuan Airport
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    Chapter 46 Data Analysis for Supporting Cleaning Schedule of Photovoltaic Power Plants
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    Chapter 47 Concept into Architecture: A Pragmatic Modeling Method for the Acquisition and Representation of Information
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    Chapter 48 Improving Knowledge Engineering Through Inter-Organisational Architecture, Culture, Agility and Change in E-Learning Project Teams
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    Chapter 49 Do Sarcastic News and Online Comments Make Readers Happier?
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    Chapter 50 GeoDataLinks: A Suggestion for a Replacement for the ESRI Shapefile
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    Chapter 51 Nutrition Intake and Emotions Logging System
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    Chapter 52 Geographical Labeling of Web Objects Through Maximum Marginal Classification
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    Chapter 53 Automatic Brand Name Translation Based on Hexagonal Pyramid Model
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    Chapter 54 A Human Resources Competence Actualization Approach for Expert Networks
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    Chapter 55 Smart Health Emotions Tracking System
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    Chapter 56 Content-Based Image Retrieval Using Deep Learning
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    Chapter 57 Human–Computer Interaction Interface for Driver Suspicious Action Analysis in Vehicle Cabin
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    Chapter 58 Image Resizing in DCT Domain
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    Chapter 59 Comparative Analysis of Sampling Methods for Data Quality Assessment
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    Chapter 60 A Resampling Based Semi-supervised Learning Analysis for Identifying School Needs of Backpack Programs
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    Chapter 61 Data-Driven Environmental Management: A Digital Prototype Dashboard to Analyze and Monitor the Precipitation on Susquehanna River Basin
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    Chapter 62 Viability of Water Making from Air in Jazan, Saudi Arabia
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    Chapter 63 A Dynamic Data and Information Processing Model for Unmanned Aircraft Systems
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    Chapter 64 Utilizing Economic Activity and Data Science to Predict and Mediate Global Conflict
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    Chapter 65 A Brief Review of Domain Adaptation
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    Chapter 66 Fake News Detection Through Topic Modeling and Optimized Deep Learning with Multi-Domain Knowledge Sources
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    Chapter 67 Accuracy Evaluation: Applying Different Classification Methods for COVID-19 Data
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    Chapter 68 Clearview, an Improved Temporal GIS Viewer and Its Use in Discovering Spatiotemporal Patterns
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    Chapter 69 Using Entropy Measures for Evaluating the Quality of Entity Resolution
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    Chapter 70 Improving Performance of Machine Learning on Prediction of Breast Cancer Over a Small Sample Dataset
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    Chapter 71 Development and Evaluation of a Machine Learning-Based Value Investing Methodology
Overall attention for this book and its chapters
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Title
Advances in Data Science and Information Engineering
Published by
Springer International Publishing, June 2021
DOI 10.1007/978-3-030-71704-9
ISBNs
978-3-03-071703-2, 978-3-03-071704-9
Editors

Stahlbock, Robert, Weiss, Gary M., Abou-Nasr, Mahmoud, Yang, Cheng-Ying, Arabnia, Hamid R., Deligiannidis, Leonidas