Refining the Concept of Scientific Inference When Working with Big Data Proceedings of a Workshop 1st Edition by And Medicine Engineering National Academies Of Sciences

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ASIN ‏ : ‎ B06XSN6DMB
Author: And Medicine National Academies of Sciences, Engineering, Division on Engineering and Physical Sciences, Board on Mathematical Sciences and Their Applications, Committee on Applied and Theoretical Statistics

Big Data – broadly considered as datasets whose size, complexity, and heterogeneity preclude conventional approaches to storage and analysis – continues to generate interest across many scientific domains in both the public and private sectors. However, analyses of large heterogeneous datasets can suffer from unidentified bias, misleading correlations, and increased risk of false positives. In order for the proliferation of data to produce new scientific discoveries, it is essential that the statistical models used for analysis support reliable, reproducible inference. The National Academies of Sciences, Engineering, and Medicine convened a workshop to discuss how scientific inference should be applied when working with large, complex datasets.

Refining the Concept of Scientific Inference When Working with Big Data Proceedings of a Workshop 1st Table of contents:

1. Introduction
2. Framing the Workshop
3. Inference About Discoveries Based on Integration of Diverse Data Sets
4. Inference About Causal Discoveries Driven by Large Observational Data
5. Inference When Regularization Is Used to Simplify Fitting of High-Dimensional Models
6. Panel Discussion

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