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Encyclopedia of Data Science and Machine Learning

Encyclopedia of Data Science and Machine Learning

Copyright: © 2023 |Pages: 3143
ISBN13: 9781799892205|ISBN10: 1799892204|EISBN13: 9781799892212
DOI: 10.4018/978-1-7998-9220-5
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MLA

Wang, John, editor. Encyclopedia of Data Science and Machine Learning. IGI Global, 2023. https://doi.org/10.4018/978-1-7998-9220-5

APA

Wang, J. (Ed.). (2023). Encyclopedia of Data Science and Machine Learning. IGI Global. https://doi.org/10.4018/978-1-7998-9220-5

Chicago

Wang, John, ed. Encyclopedia of Data Science and Machine Learning. Hershey, PA: IGI Global, 2023. https://doi.org/10.4018/978-1-7998-9220-5

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Big data and machine learning are driving the Fourth Industrial Revolution. With the age of big data upon us, we risk drowning in a flood of digital data. Big data has now become a critical part of both the business world and daily life, as the synthesis and synergy of machine learning and big data has enormous potential. Big data and machine learning are projected to not only maximize citizen wealth, but also promote societal health. As big data continues to evolve and the demand for professionals in the field increases, access to the most current information about the concepts, issues, trends, and technologies in this interdisciplinary area is needed.

The Encyclopedia of Data Science and Machine Learning examines current, state-of-the-art research in the areas of data science, machine learning, data mining, and more. It provides an international forum for experts within these fields to advance the knowledge and practice in all facets of big data and machine learning, emphasizing emerging theories, principals, models, processes, and applications to inspire and circulate innovative findings into research, business, and communities. Covering topics such as benefit management, recommendation system analysis, and global software development, this expansive reference provides a dynamic resource for data scientists, data analysts, computer scientists, technical managers, corporate executives, students and educators of higher education, government officials, researchers, and academicians.

Table of Contents

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Front Materials
Title Page
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Copyright Page
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Editorial Advisory Board and List of Reviewers
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Foreword
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Preface
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Acknowledgment
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Articles
Article
Accounting Analytics  (pages 19-19)
Accounting Analytics
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Article
Approximation Methods  (pages 30-30)
Approximation Methods
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Autonomous Learning Systems
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Big Data Applications  (pages 72-72)
Big Data Applications
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Article
Big Data as a Service  (pages 322-322)
Big Data as a Service
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Big Data Systems and Tools
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Business Intelligence  (pages 566-566)
Business Intelligence
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Article
Causal Analysis  (pages 729-729)
Causal Analysis
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Chaos Control, Modeling, and Engineering
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Article
Cloud Infrastructure  (pages 780-780)
Cloud Infrastructure
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Article
Cognitive Science  (pages 803-803)
Cognitive Science
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Computational Intelligence
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Article
Computational Statistics  (pages 1023-1023)
Computational Statistics
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Article
Computer Vision  (pages 1056-1056)
Computer Vision
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Article
Customer Analytics  (pages 1075-1075)
Customer Analytics
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Data Processing, Data Pipeline, and Data Engineering
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Article
Data Visualization and Visual Mining
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Article
Decision, Support System  (pages 1329-1329)
Decision, Support System
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Deep Neural Network (DNN) of Deep Learning
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Article
E-Learning Technologies and Tools
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Emerging Technologies, Applications, and Related Issues
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Article
Ensemble Learning  (pages 1794-1794)
Ensemble Learning
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Article
Feature Engineering  (pages 1857-1857)
Feature Engineering
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Article
Financial Services Analytics  (pages 1890-1890)
Financial Services Analytics
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Fuzzy Logic and Soft Computing
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Gradient-Boosting Decision Trees
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Article
Graph Learning  (pages 2022-2022)
Graph Learning
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Article
High-Throughput Data Analysis
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Article
Industry 4.0  (pages 2085-2085)
Industry 4.0
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Article
Information Extraction  (pages 2271-2271)
Information Extraction
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Article
Internet of Things  (pages 2285-2285)
Internet of Things
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Article
Malware Analysis  (pages 2313-2313)
Malware Analysis
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Article
Management Analytics  (pages 2332-2332)
Management Analytics
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Article
Marketing Analytics  (pages 2367-2367)
Marketing Analytics
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Article
Mathematical Optimization  (pages 2384-2384)
Mathematical Optimization
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Meta-Analysis and Metamodeling
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Multivariate Analysis  (pages 2437-2437)
Multivariate Analysis
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Natural Language Processing (NLP)
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Nature-Inspired Algorithms  (pages 2478-2478)
Nature-Inspired Algorithms
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Article
Network Modeling and Theory  (pages 2499-2499)
Network Modeling and Theory
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Article
Object Detection  (pages 2539-2539)
Object Detection
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Article
Performance Metrics  (pages 2553-2553)
Performance Metrics
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Article
Predictive Analytics  (pages 2572-2572)
Predictive Analytics
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Article
Pricing Analytics  (pages 2727-2727)
Pricing Analytics
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Article
Qualitative Research  (pages 2740-2740)
Qualitative Research
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Article
Recommender Systems  (pages 2762-2762)
Recommender Systems
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Article
Reinforcement Learning  (pages 2856-2856)
Reinforcement Learning
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Article
Simulation and Modeling  (pages 2872-2872)
Simulation and Modeling
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Article
Smart City  (pages 2905-2905)
Smart City
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Article
Social Media Analytics  (pages 2917-2917)
Social Media Analytics
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Supply Chain Analytics and Management
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Article
Symbolic Learning  (pages 3028-3028)
Symbolic Learning
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Article
Time Series Analysis  (pages 3042-3042)
Time Series Analysis
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Article
Transfer Learning  (pages 3057-3057)
Transfer Learning
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Article
Transport Analytics  (pages 3075-3075)
Transport Analytics
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Unsupervised and Supervised Learning
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Back Materials
About the Contributors
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Index
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