Katsikopoulos, K: Classification in the Wild
(Sprache: Englisch)
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...
This book focuses on classification--allocating objects into categories--"in the wild," in...
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Klappentext zu „Katsikopoulos, K: Classification in the Wild “
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.
Inhaltsverzeichnis zu „Katsikopoulos, K: Classification in the Wild “
Acknowledgments ix Introduction: Why Classification in the Wild? 1
1 Four Cases of Classification in the Wild 5
2 Fast-and-Frugal Classification 29
3 Building Fast-and-Frugal Classifiers 51
4 Classification in Machine Learning 79
5 Classification in Cognitive Psychology 109
6 Building a Safer World 129
7 Conclusions 149
Notes 151
Bibliography 171
Author Index 185
Subject Index 191
Autoren-Porträt von Konstantinos V. Katsikopoulos, Ozgur Simsek, Marcus Buckmann, Gerd Gigerenzer
Konstantinos V. Katsikopoulos, Özgür Simsek, Marcus Buckmann, and Gerd Gigerenzer
Bibliographische Angaben
- Autoren: Konstantinos V. Katsikopoulos , Ozgur Simsek , Marcus Buckmann , Gerd Gigerenzer
- 200 Seiten, Masse: 19,6 x 23,6 cm, Gebunden, Englisch
- Verlag: The MIT Press
- ISBN-10: 026204515X
- ISBN-13: 9780262045155
- Erscheinungsdatum: 02.02.2021
Sprache:
Englisch
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