Przemyslaw Biecek

(Author)

Explanatory Model Analysis: Explore, Explain, and Examine Predictive ModelsPaperback, 26 September 2022

Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models
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Part of Series
Chapman & Hall/CRC Data Science
Print Length
310 pages
Language
English
Publisher
CRC Press
Date Published
26 Sep 2022
ISBN-10
0367693925
ISBN-13
9780367693923

Description

Explanatory Model Analysis Explore, Explain and Examine Predictive Models is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for model exploration (extraction of relationships learned by the model), model explanation (understanding the key factors influencing model decisions) and model examination (identification of model weaknesses and evaluation of model's performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.

Product Details

Authors:
Przemyslaw BiecekTomasz Burzykowski
Book Format:
Paperback
Country of Origin:
US
Date Published:
26 September 2022
Dimensions:
23.34 x 15.57 x 1.73 cm
ISBN-10:
0367693925
ISBN-13:
9780367693923
Language:
English
Location:
Oxford
Pages:
310
Publisher:
Weight:
458.13 gm

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