Response Surfaces, Mixtures, and Ridge Analyses

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出版者:Wiley-Interscience
作者:George E. P. Box
出品人:
页数:857
译者:
出版时间:2007-3-23
价格:USD 182.00
装帧:Hardcover
isbn号码:9780470053577
丛书系列:
图书标签:
  • Response Surface Methodology
  • Mixture Designs
  • Ridge Regression
  • Statistical Modeling
  • Experimental Design
  • Optimization
  • Data Analysis
  • Applied Statistics
  • Engineering Statistics
  • Chemical Engineering
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具体描述

The authority on building empirical models and the fitting of such surfaces to data-completely updated and revised Revising and updating a volume that represents the essential source on building empirical models, George Box and Norman Draper-renowned authorities in this field-continue to set the standard with the Second Edition of Response Surfaces, Mixtures, and Ridge Analyses, providing timely new techniques, new exercises, and expanded material. A comprehensive introduction to building empirical models, this book presents the general philosophy and computational details of a number of important topics, including factorial designs at two levels; fitting first and second-order models; adequacy of estimation and the use of transformation; and occurrence and elucidation of ridge systems. Substantially rewritten, the Second Edition reflects the emergence of ridge analysis of second-order response surfaces as a very practical tool that can be easily applied in a variety of circumstances. This unique, fully developed coverage of ridge analysis-a technique for exploring quadratic response surfaces including surfaces in the space of mixture ingredients and/or subject to linear restrictions-includes MINITAB(r) routines for performing the calculations for any number of dimensions. Many additional figures are included in the new edition, and new exercises (many based on data from published papers) offer insight into the methods used. The exercises and their solutions provide a variety of supplementary examples of response surface use, forming an extremely important component of the text. Response Surfaces, Mixtures, and Ridge Analyses, Second Edition presents material in a logical and understandable arrangement and includes six new chapters covering an up-to-date presentation of standard ridge analysis (without restrictions); design and analysis of mixtures experiments; ridge analysis methods when there are linear restrictions in the experimental space including the mixtures experiments case, with or without further linear restrictions; and canonical reduction of second-order response surfaces in the foregoing general case. Additional features in the new edition include:* New exercises with worked answers added throughout* An extensive revision of Chapter 5: Blocking and Fractionating 2k Designs* Additional discussion on the projection of two-level designs into lower dimensional spaces This is an ideal reference for researchers as well as a primary text for Response Surface Methodology graduate-level courses and a supplementary text for Design of Experiments courses at the upper-undergraduate and beginning-graduate levels.

《Response Surfaces, Mixtures, and Ridge Analyses》是一本旨在为研究者和工程师提供全面指导的权威参考书籍。这本书深入探讨了不同领域中数据建模与分析的重要概念,尤其聚焦于复杂系统中的实验设计、响应曲面方法以及混合材料或成分的优化分析。内容系统性地介绍了从基础原理到高级技术的全面框架,使读者能够深入理解各类研究的核心思想和实际应用场景。 书中以清晰逻辑的结构呈现数据处理、实验设计及其在工业制造、材料科学和过程优化中的重要作用。作者详细阐述了如何利用统计工具对实验结果进行有效分析,强调科学方法在研究中的关键地位。这部分内容不仅帮助读者掌握理论知识,还通过大量实例说明这些知识在实际工程问题中的应用价值。 此外,书中涵盖了混合材料的力学性能评估和分析技术,特别针对多成分体系中的相互作用与优化策略展开深入探讨。这些内容对材料研发、产品设计以及相关领域研究具有重要意义。对于希望提升自身专业能力的读者而言,这一书不仅是一本学习参考,更是一种系统化的知识传递载体。 作者通过详细的章节安排和丰富的案例分析,确保每个主题都得到充分的重视与阐述。这种结构设计有助于读者逐步建立对复杂研究方法的理解,同时提升他们在数据分析、实验设计及优化过程中应用这些技巧的能力。书中强调科学严谨性和实际操作性的平衡,使内容既理论扎实又易于理解,特别适合那些希望深入探索高级分析技术的学术研究者和工程技术人员。 整个读书体验旨在为用户提供一套完整、系统且实用的知识体系,帮助他们在不同研究背景下灵活运用科学方法,解决实际中的复杂问题。这本书以严谨的逻辑与丰富的内容著称,不仅体现了作者的高超专业水平,也体现了对读者需求的深刻理解。通过细致入微的讲解,这本书将成为探索和应用先进分析方法的重要参考资料,适合广泛覆盖从初学者到高级研究人员的不同层次用户。 总的来说,这是一本内容丰富、结构严谨且语言精准的权威教材,深受专业读者喜爱,特别适用于需要深入理解复杂数据分析与实验设计原理的研究者和从业者。

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