explore, explain, and examine predictive models Biecek, Przemyslaw creator author. Burzykowski, Tomasz author. text bibliography flu 2021 2021 First edition. monographic eng 1 online resource (xiii, 311 pages). 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. Przemyslaw Biecek, Tomasz Burzykowski. "A Chapman & Hall Book" -- title page. 1. Introduction. -- 2. Prediction Understanding. -- 3. Model Understanding. -- 4. Model Fidelity. -- 5. Other Topics. Mathematical models BUSINESS & ECONOMICS / Statistics COMPUTERS / Artificial Intelligence COMPUTERS / Computer Vision & Pattern Recognition QA401 .B54 2021 511/.8 9780429648731 0429648731 9780429651373 0429651376 9780429027192 0429027192 9780429646096 0429646097 https://www.taylorfrancis.com/books/9780429027192 http://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf https://www.taylorfrancis.com/books/9780429027192 http://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf OCoLC-P 201116 20260210180844.0 9780429027192 eng