Przemyslaw Biecek

(Author)

Explanatory Model Analysis: Explore, Explain, and Examine Predictive ModelsHardcover, 18 March 2021

Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models
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Part of Series
Chapman & Hall/CRC Data Science
Print Length
324 pages
Language
English
Publisher
CRC Press
Date Published
18 Mar 2021
ISBN-10
0367135590
ISBN-13
9780367135591

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:
Hardcover
Country of Origin:
US
Date Published:
18 March 2021
Dimensions:
22.61 x 14.99 x 2.03 cm
ISBN-10:
0367135590
ISBN-13:
9780367135591
Language:
English
Location:
Oxford
Pages:
324
Publisher:
Weight:
317.51 gm

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