Explanatory model analysis : explore, explain and examine predictive models / Przemyslaw Biecek and Tomasz Burzykowski
Material type:
TextPublication details: Boca Raton CRC Press 2021Description: 309 pISBN: - 9780367693923
- 519.5 BIE-P
| Item type | Current library | Collection | Shelving location | Call number | Copy number | Status | Date due | Barcode | Item holds | |
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BITS Pilani Hyderabad | 510 | General Stack (For lending) | 519.5 BIE-P (Browse shelf(Opens below)) | GBP 44.99 | On hold | 48471 | 1 |
Explanatory model analysis explore, explain and examine predictive model is a set of methods and tools designed to build better predictive models and to monitor their behavior in a changing environment. Today the true bottleneck in predictive modeling 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 relationship 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 agnostics methods that may be used for any black box model together with real world applications to classification and regression problems.
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