Explanatory model analysis : (Record no. 92110)
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000 -LEADER | |
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fixed length control field | 01322nam a22001577a 4500 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 240313b2021 |||||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9780367693923 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 519.5 BIE-P |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Biecek, Przemyslaw |
245 ## - TITLE STATEMENT | |
Title | Explanatory model analysis : |
Remainder of title | explore, explain and examine predictive models / |
Statement of responsibility, etc. | Przemyslaw Biecek and Tomasz Burzykowski |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Place of publication, distribution, etc. | Boca Raton |
Name of publisher, distributor, etc. | CRC Press |
Date of publication, distribution, etc. | 2021 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 309 p. |
500 ## - GENERAL NOTE | |
General note | 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. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Statistics |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Burzykowski, Tomasz |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
Withdrawn status |
Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Shelving location | Date acquired | Total Checkouts | Full call number | Barcode | Date last seen | Date last checked out | Price effective from | Koha item type |
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Dewey Decimal Classification | 510 | BITS Pilani Hyderabad | BITS Pilani Hyderabad | General Stack (For lending) | 13/03/2024 | 1 | 519.5 BIE-P | 48471 | 20/02/2025 | 03/02/2025 | 13/03/2024 | Books |