Classification in the Wild : The Art and Science of Transparent Decision Making
Book Details
Format
Hardback or Cased Book
ISBN-10
026204515X
ISBN-13
9780262045155
Publisher
MIT Press Ltd
Imprint
MIT Press
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Feb 2nd, 2021
Print length
200 Pages
Weight
498 grams
Dimensions
22.20 x 24.00 x 2.20 cms
Product Classification:
Language teaching & learning (other than ELT)
Ksh 5,950.00
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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.
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.
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