Functional Applications of Text Analytics Systems.

• Superior document: River Publishers Series in Document Engineering Series
• Author: Simske, Steven.
• TeilnehmendeR: Vans, Marie.
• Place / Publishing House: Aalborg : : River Publishers,, 2021.; Ã2021.
• Year of Publication: 2021
• Edition: 1st ed.
• Language: English
• Series: River Publishers Series in Document Engineering Series
• Physical Description: 1 online resource (290 pages)

This clearly written text explains the functional applications of search, translation, optimization, and learning with regard to text analytics.

Table of Contents

• Cover
• Half Title
• Series Page
• Title Page
• Copyright Page
• Table of Contents
• Preface
• Acknowledgement
• List of Figures
• List of Tables
• List of Abbreviations
• 1: Linguistics and NLP
• 1.1 Introduction
• 1.2 General Considerations
• 1.3 Machine Learning Aspects
• 1.3.1 Machine Learning Features
• 1.3.2 Other Machine Learning Approaches
• 1.4 Design/System Considerations
• 1.4.1 Sensitivity Analysis
• 1.4.2 Iterative Tradeoff in Approach
• 1.4.3 Competition - Cooperation Algorithms
• 1.4.4 Top-Down and Bottom-Up Designs
• 1.4.5 Agent-Based Models and Other Simulations
• 1.5 Applications/Examples
• 1.6 Test and Configuration
• 1.7 Summary
• 2: Summarization
• 2.1 Introduction
• 2.2 General Considerations
• 2.2.1 Summarization Approaches - An Overview
• 2.2.2 Weighting Factors in Extractive Summarization
• 2.2.3 Other Considerations in Extractive Summarization
• 2.2.4 Meta-Algorithmics and Extractive Summarization
• 2.3 Machine Learning Aspects
• 2.4 Design/System Considerations
• 2.5 Applications/Examples
• 2.6 Test and Configuration
• 2.7 Summary
• 3: Clustering, Classification, and Categorization
• 3.1 Introduction
• 3.1.1 Clustering
• 3.1.2 Regularization - An Introduction
• 3.1.3 Regularization and Clustering
• 3.2 General Considerations
• 3.3 Machine Learning Aspects
• 3.3.1 Machine Learning and Clustering
• 3.3.2 Machine Learning and Classification
• 3.3.3 Machine Learning and Categorization
• 3.4 Design/System Considerations
• 3.5 Applications/Examples
• 3.5.1 Query-Synonym Expansion
• 3.5.2 ANOVA, Cross-Correlation, and Image Classification
• 3.6 Test and Configuration
• 3.7 Summary
• 4: Translation
• 4.1 Introduction
• 4.2 General Considerations
• 4.2.1 Review of Relevant Prior Research
• 4.2.2 Summarization as a Means to Functionally Grade the Accuracy of Translation.
• 4.3 Machine Learning Aspects
• 4.3.1 Summarization and Translation
• 4.3.2 Document Reading Order
• 4.3.3 Other Machine Learning Considerations
• 4.4 Design/System Considerations
• 4.5 Applications/Examples
• 4.6 Test and Configuration
• 4.7 Summary
• 5: Optimization
• 5.1 Introduction
• 5.2 General Considerations
• 5.3 Machine Learning Aspects
• 5.4 Design/System Considerations
• 5.5 Applications/Examples
• 5.5.1 Document Clustering
• 5.5.2 Document Classification
• 5.5.3 Web Mining
• 5.5.4 Information and Content Extraction
• 5.5.5 Natural Language Processing
• 5.5.6 Sentiment Analysis
• 5.5.7 Native vs. Non-Native Speakers
• 5.5.8 Virtual Reality and Augmented Reality
• 5.6 Test and Configuration
• 5.7 Summary
• 6: Learning
• 6.1 Introduction
• 6.1.1 Reading Order
• 6.1.2 Repurposing of Text
• 6.1.3 Philosophies of Learning
• 6.2 General Considerations
• 6.2.1 Metadata
• 6.2.2 Pathways of Learning
• 6.3 Machine Learning Aspects
• 6.3.1 Learning About Machine Learning
• 6.3.2 Machine Learning Constraints
• 6.4 Design/System Considerations
• 6.4.1 Do Not Use Machine Learning for the Sake of Using Machine Learning
• 6.4.2 Learning to Learn
• 6.4.3 Prediction Time
• 6.5 Applications/Examples
• 6.5.1 Curriculum Development
• 6.5.2 Customized Education Planning
• 6.5.3 Personalized Rehearsing
• 6.6 Test and Configuration
• 6.7 Summary
• 7: Testing and Configuration
• 7.1 Introduction
• 7.2 General Considerations
• 7.2.1 Data-Ops
• 7.2.2 Text Analytics and Immunological Data
• 7.2.3 Text Analytics and Cybersecurity
• 7.2.4 Data-Ops and Testing
• 7.3 Machine Learning Aspects
• 7.4 Design/System Considerations
• 7.5 Applications/Examples
• 7.6 Test and Configuration
• 7.7 Summary
• Index
• About the Author.