بهینه سازی بیزی

دسته: آمار، ریاضی، علوم کامپیوتر، مهندسی صنایع، هوش مصنوعی
بهینه سازی بیزی

سال انتشار: 2023  |  375 صفحه  |  حجم فایل: 21 مگابایت  |  زبان: انگلیسی

Bayesian Optimization
نویسنده
Roman Garnett
ناشر
Cambridge University Press
ISBN10:
110842578X
ISBN13:
9781108425780

 

قیمت: 18000 تومان

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برچسب‌ها:  بهینه سازی  

عناوین مرتبط:


Bayesian optimization is a methodology for optimizing expensive objective functions that has proven success in the sciences, engineering, and beyond. This timely text provides a self-contained and comprehensive introduction to the subject, starting from scratch and carefully developing all the key ideas along the way. This bottom-up approach illuminates unifying themes in the design of Bayesian optimization algorithms and builds a solid theoretical foundation for approaching novel situations. The core of the book is divided into three main parts, covering theoretical and practical aspects of Gaussian process modeling, the Bayesian approach to sequential decision making, and the realization and computation of practical and effective optimization policies. Following this foundational material, the book provides an overview of theoretical convergence results, a survey of notable extensions, a comprehensive history of Bayesian optimization, and an extensive annotated bibliography of applications.


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