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Reprint of the original, first published in 1874.
Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets. Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of very large datasets. It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science problems, and present...
Multivariate methods are employed widely in the analysis of experimental data but are poorly understood by those users who are not statisticians. This is because of the wide divergence between the theory and practice of multivariate methods. This book provides concise yet thorough surveys of developments in multivariate statistical analysis and gives statistically sound coverage of the subject. The contributors are all experienced in the theory and practice of multivariate methods and their aim has been to emphasize the major features from the point of view of applicability and to indicate the limitations and conditions of the techniques. Professional statisticians wanting to improve their background in applicable methods, users of high-level statistical methods wanting to improve their background in fundamentals, and graduate students of statistics will all find this volume of value and use.
This book provides a novel in-depth study of the early pandemic response policy at the intersection of political economy and law. It explores: (1) whether the responses to COVID-19 were democratically accountable; (2) the ways in which new surveillance and enforcement techniques were adopted; (3) the new monetary and fiscal policies which were implemented; (4) the ways in which employed and unemployed persons were differently impacted by the new policies; and (5) how companies were economically sustained through the pandemic. A compelling look at what happens to societies when disaster strikes, this book will be of interest to legal scholars, political scientists and economists.
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Covers receipts and expenditures of appropriations and other funds.