Human-Centered Data Science: An Introduction (Record no. 47268)
[ view plain ]
000 -LEADER | |
---|---|
fixed length control field | 01253 a2200241 4500 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9780262543217 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 005.7 ARA |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Aragon, Cecilia, |
245 ## - TITLE STATEMENT | |
Title | Human-Centered Data Science: An Introduction |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Name of publisher, distributor, etc | MIT Press |
Place of publication, distribution, etc | 2022 |
Date of publication, distribution, etc | Cambridge, Massachusetts |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 185 |
520 ## - SUMMARY, ETC. | |
Summary, etc | 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. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Big data |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Moral and ethical aspect |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Data processing |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Information science |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Quantitative research |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Guha Shion |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Kogan Marina |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Muller Machael |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Neff Gina |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | Book |
Source of classification or shelving scheme | Dewey Decimal Classification |
No items available.