Chapter: Model Development

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Home > Explanatory Model Analysis: Explore, Explain and Examine Predictive Models > Model Development

Explanatory Model Analysis: Explore, Explain and Examine Predictive Models |

Przemyslaw Biecek; Tomasz Burzykowski

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Explanatory Model Analysis: Explore, Explain and Examine Predictive Models

Model Development

Chapter Info

Authors

Przemyslaw Biecek; Tomasz Burzykowski

ARI Id

1665789556716_13748486

Access

Not Available Free

Pages

17-28

DOI

10.1201/9780429027192-3

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Chapters/Headings	Author(s)	Pages	Info
Introduction		1-62
Introduction	Przemyslaw Biecek; Tomasz Burzykowski	3-16
Model Development	Przemyslaw Biecek; Tomasz Burzykowski	17-28
Do-it-yourself	Przemyslaw Biecek; Tomasz Burzykowski	29-34
Datasets and Models	Przemyslaw Biecek; Tomasz Burzykowski	35-62
Instance Level		63-167
Introduction to Instance-level Exploration	Przemyslaw Biecek; Tomasz Burzykowski	63-66
Break-down Plots for Additive Attributions	Przemyslaw Biecek; Tomasz Burzykowski	67-84
Break-down Plots for Interactions	Przemyslaw Biecek; Tomasz Burzykowski	85-94
Shapley Additive Explanations (SHAP) for Average Attributions	Przemyslaw Biecek; Tomasz Burzykowski	95-106
Local Interpretable Model-agnostic Explanations (LIME)	Przemyslaw Biecek; Tomasz Burzykowski	107-123
Ceteris-paribus Profiles	Przemyslaw Biecek; Tomasz Burzykowski	125-140
Ceteris-paribus Oscillations	Przemyslaw Biecek; Tomasz Burzykowski	141-148
Local-diagnostics Plots	Przemyslaw Biecek; Tomasz Burzykowski	149-158
Summary of Instance-level Exploration	Przemyslaw Biecek; Tomasz Burzykowski	159-167
Dataset Level		169-266
Introduction to Dataset-level Exploration	Przemyslaw Biecek; Tomasz Burzykowski	171-172
Model-performance Measures	Przemyslaw Biecek; Tomasz Burzykowski	173-193
Variable-importance Measures	Przemyslaw Biecek; Tomasz Burzykowski	195-208
Partial-dependence Profiles	Przemyslaw Biecek; Tomasz Burzykowski	209-228
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