Classification in the Wild: The Science and Art of Transparent Decision Making

Simsek, Ozgur

ISBN 10: 026204515X / ISBN 13: 9780262045155

Published by The MIT Press, 2021

About this Item

New Copy. Customer Service Guaranteed.

Seller Inventory # 59S75_54_026204515X

Bibliographic Details

• Title: Classification in the Wild: The Science and Art of Transparent Decision Making
• Publisher: The MIT Press
• Publication Date: 2021
• Language: English
• ISBN 10: 026204515X
• ISBN 13: 9780262045155
• Binding: Hardcover
• Condition: new

About this title

Synopsis

Rules for building formal models that use fast-and-frugal heuristics, extending the psychological study of classification to the real world of uncertainty.

This book focuses on classification--allocating objects into categories--"in the wild," in real-world situations and far from the certainty of the lab. In the wild, unlike in typical psychological experiments, the future is not knowable and uncertainty cannot be meaningfully reduced to probability. Connecting the science of heuristics with machine learning, the book shows how to create formal models using classification rules that are simple, fast, and transparent and that can be as accurate as mathematically sophisticated algorithms developed for machine learning.

About the Author

Konstantinos Katsikopoulos is Associate Professor (Reader) of Behavioural Operations at the Southampton Business School, where he is also Head of Research in the Department of Decision Analytics and Risk. Ozgur Simsek is Senior Lecturer in Machine Learning in the Department of Computer Science at the University of Bath, where he is also Deputy Director of the Institute for Mathematical Innovation. Marcus Buckmann is Senior Data Research Analyst at the Advanced Analytics Division of the Bank of England. Gerd Gigerenzer is Director of the Harding Center for Risk Literacy at the Max Planck Institute for Human Development in Berlin and Partner in Simply Rational--The Institute for Decisions.