Human-Centered Data Science: An Introduction
Aragon, Cecilia,
Human-Centered Data Science: An Introduction - 2022 MIT Press Cambridge, Massachusetts - 185
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 presents practical guidelines and real-world case studies to help readers apply these methods.
9780262543217
Big data
Moral and ethical aspect
Data processing
Information science
Quantitative research
005.7 ARA
Human-Centered Data Science: An Introduction - 2022 MIT Press Cambridge, Massachusetts - 185
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 presents practical guidelines and real-world case studies to help readers apply these methods.
9780262543217
Big data
Moral and ethical aspect
Data processing
Information science
Quantitative research
005.7 ARA