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Meta-analytics : consensus approaches and system patterns for data analysis

Author: Steven J Simske
Publisher: Cambridge, MA : Morgan Kaufmann, an imprint of Elsevier, 2019.
Edition/Format:   eBook : Document : EnglishView all editions and formats

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Genre/Form: Electronic books
Additional Physical Format: (OCoLC)1077575519
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Steven J Simske
ISBN: 9780128146248 0128146249
OCLC Number: 1089804692
Notes: Includes index.
Description: 1 online resource.
Contents: 1. Ground truthing2. Experiment design3. Meta-Analytic design patterns4. Sensitivity analysis and big system engineering5. Multi-path predictive selection6. Modeling and model fitting: including Antibody model, stem-differentiated cell model, and chemical, physical and environmental models for greater diversity in form7. Synonym-antonym and Reinforce-Void patterns and their value in data consensus, data anonymization, and data normalization8. Meta-analytics as analytics around analytics (functional metrics, entropy, EM). Ingesting statistical approaches for specific domains and generalizing them for data hybrid systems9. System design optimization (entropy, error variance, coupling minimization F-score)10. Aleatory techniques/expert system techniques...tie to ground truthing and error testing11. Applications: machine translation, robotics, biological and social sciences, medical and healthcare informatics, economics, business and finance12. Discussion and Conclusions, and the Future of Data
Responsibility: Steven Simske.


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