Explanatory model analysis: (Record no. 7771)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01917nam a22002297a 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20241129111927.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 241129b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780367693923 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 511.8 |
| Item number | BIE |
| 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 |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher, distributor, etc. | CRC Press |
| Place of publication, distribution, etc. | Boca Raton |
| Date of publication, distribution, etc. | 2021 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xiii, 309 p. |
| 365 ## - TRADE PRICE | |
| Price type code | GBP |
| Price amount | 45.99 |
| 490 ## - SERIES STATEMENT | |
| Series statement | Chapman & Hall/CRC Data Science Series |
| 500 ## - GENERAL NOTE | |
| General note | Table of content:<br/>1. Introduction.<br/><br/>2. Prediction Understanding.<br/><br/>3. Model Understanding.<br/><br/>4. Model Fidelity.<br/><br/>5. Other Topics.<br/>[https://www.routledge.com/Explanatory-Model-Analysis-Explore-Explain-and-Examine-Predictive-Models/Biecek-Burzykowski/p/book/9780367693923] |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | 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.<br/>(https://www.routledge.com/Explanatory-Model-Analysis-Explore-Explain-and-Examine-Predictive-Models/Biecek-Burzykowski/p/book/9780367693923] |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Model analysis |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Predictive models |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Burzykowski, Tomasz |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Book |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Bill No | Bill Date | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Accession Number | Date last seen | Copy number | Cost, replacement price | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Operations Management & Quantitative Techniques | TB2632 | 19-11-2024 | Indian Institute of Management LRC | Indian Institute of Management LRC | General Stacks | 11/29/2024 | Technical Bureau India Pvt. Ltd. | 3455.69 | 511.8 BIE | 006658 | 11/29/2024 | 1 | 5316.44 | 11/29/2024 | Book |