Interpreting Machine Learning Models
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Published By Apress

9781484278017, 9781484278024

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Common Properties of Explanations Generated by Interpretability Methods

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_4 ◽

2022 ◽

pp. 45-53

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

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Detailing Rule-Based Methods

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_10 ◽

2022 ◽

pp. 211-247

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

Keyword(s):

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Human Factors in Model Interpretability

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_5 ◽

2022 ◽

pp. 55-67

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

Keyword(s):

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Detailing Counterfactual Methods

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_11 ◽

2022 ◽

pp. 249-269

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

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The Role of Data in Interpretability

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_14 ◽

2022 ◽

pp. 315-320

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

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Feature Importance Methods: Details and Usage Examples

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_9 ◽

2022 ◽

pp. 117-209

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

Keyword(s):

Feature Importance

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The Eight Pitfalls of Explainability Methods

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_15 ◽

2022 ◽

pp. 321-328

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

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Introduction to Model Interpretability

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_2 ◽

2022 ◽

pp. 15-34

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

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Interpretable ML and Explainable ML Differences

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_7 ◽

2022 ◽

pp. 83-95

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

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The Evolution of Machine Learning

Interpreting Machine Learning Models ◽

10.1007/978-1-4842-7802-4_1 ◽

2022 ◽

pp. 1-14

Author(s):

Anirban Nandi ◽

Aditya Kumar Pal

Keyword(s):

Machine Learning

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