03131cam a2200589Ii 4500 9780429027192 FlBoTFG 20260210180844.0 m d cr ||||||||||| 201116t20212021flua ob 001 0 eng d OCoLC-P eng rda pn OCoLC-P 9780429648731 electronic publication 0429648731 electronic publication 9780429651373 electronic book 0429651376 electronic book 9780429027192 electronic book 0429027192 electronic book 9780429646096 (electronic bk. : Mobipocket) 0429646097 (electronic bk. : Mobipocket) 9780367135591 hardcover 10.1201/9780429027192 doi (OCoLC)1233304562 (OCoLC-P)1233304562 QA401 .B54 2021 BUS 061000 bisacsh COM 004000 bisacsh COM 016000 bisacsh PBT bicssc 511/.8 23 Biecek, Przemyslaw, author. Explanatory model analysis : explore, explain, and examine predictive models / Przemyslaw Biecek, Tomasz Burzykowski. First edition. Boca Raton : CRC Press, 2021. ©2021 1 online resource (xiii, 311 pages). text rdacontent computer rdamedia online resource rdacarrier Chapman & Hall/CRC data science series "A Chapman & Hall Book" -- title page. 1. Introduction. -- 2. Prediction Understanding. -- 3. Model Understanding. -- 4. Model Fidelity. -- 5. Other Topics. 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. OCLC-licensed vendor bibliographic record. Mathematical models. 785 BUSINESS & ECONOMICS / Statistics bisacsh COMPUTERS / Artificial Intelligence bisacsh COMPUTERS / Computer Vision & Pattern Recognition bisacsh Burzykowski, Tomasz, author. Taylor & Francis https://www.taylorfrancis.com/books/9780429027192 OCLC metadata license agreement http://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf 92787 92786