- Cover image
- Title page
- Table of Contents
- Copyright
- Dedication
- Acknowledgments
- Chapter 1: Introduction, overview, and applications
- Abstract
- 1.1 Introduction
- 1.2 Why is this book important?
- 1.3 Organization of the book
- 1.4 Informatics
- 1.5 Statistics for analytics
- 1.6 Algorithms for analytics
- 1.7 Machine learning
- 1.8 Artificial intelligence
- 1.9 A platform for building a classifier from the ground up (binary case)
- 1.10 A platform for building a classifier from the ground up (general case)
- 1.11 Summary
- Chapter 2: Ground truthing
- Chapter 3: Experimental design
- Chapter 4: Meta-analytic design patterns
- Abstract
- 4.1 Introduction
- 4.2 Cumulative response patterns
- 4.3 Optimization of analytics
- 4.4 Model agreement patterns
- 4.5 Co-occurrence and similarity patterns
- 4.6 Sensitivity analysis patterns
- 4.7 Confusion matrix patterns
- 4.8 Entropy patterns
- 4.9 Independence pattern
- 4.10 Functional NLP patterns (macro-feedback)
- 4.11 Summary
- Chapter 5: Sensitivity analysis and big system engineering
- Chapter 6: Multipatch predictive selection
- Chapter 7: Modeling and model fitting
- Abstract
- 7.1 Introduction
- 7.2 Chemistry analogues for analytics
- 7.3 Organic chemistry analogues for analytics
- 7.4 Immunological and biological analogues for analytics
- 7.5 Anonymization analogues for model design and fitting
- 7.6 LSE, error variance, and entropy: Goodness of fit
- 7.7 Make mine multiple models!
- 7.8 Summary
- Chapter 8: Synonym-antonym and reinforce-void patterns
- Chapter 9: Analytics around analytics
- Chapter 10: System design optimization
- Chapter 11: Aleatory and expert system techniques
- Chapter 12: Application I: Topics and challenges in machine translation, robotics, and biological sciences
- Chapter 13: Application II: Medical and health-care informatics, economics, business, and finance
- Chapter 14: Discussion, conclusions, and the future of data
- Index
Meta-Analytics
Consensus Approaches and System Patterns for Data Analysis
First Edition
Steven Simske
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