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Statistical Design (Springer Texts in Statistics)
 
 
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Statistical Design (Springer Texts in Statistics) [Hardcover]

George Casella (Author)
5.0 out of 5 stars  See all reviews (1 customer review)

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Book Description

0387759646 978-0387759647 April 3, 2008 1
Statistical design is one of the fundamentals of our subject, being at the core of the growth of statistics during the previous century. In this book the basic theoretical underpinnings are covered. It describes the principles that drive good designs and good statistics. Design played a key role in agricultural statistics and set down principles of good practice, principles that still apply today. Statistical design is all about understanding where the variance comes from, and making sure that is where the replication is. Indeed, it is probably correct to say that these principles are even more important today.

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Editorial Reviews

Review

From the reviews: "In an era where many design texts present a wide collection of tools and practical considerations for creating designs, this book is a marked contrast with a primary focus on developing a thorough understanding of the core of design theory.… The book is an excellent reference for those already familiar with design of experiments, because of its careful and detailed presentation of core designs and how to verify that an appropriate analysis is chosen to match the structure of how the data were collected. In addition it contains numerous nuggets of wisdom about potential pitfalls from inattention to detail.… Overall, the style of the book gives a clear, understandable presentation of the formal details of statistical design for many core design types for balanced data involving categorical factors. The mathematical detail and rigor of the text allows students the opportunity to form a firm foundation on which to build their understanding and intuition about this important area. (Christine ANDERSON-COOK, JASA, June 2009, Vol. 104, No. 486) "The goal is to describe the principles that drive good design, which are also the principles that drive good statistics’. … Casella succeeds exceptionally well to reach his goals. I greatly enjoyed browsing through this book. The author’s experience and writing skills together make this an excellent course book. Concepts are presented in a very reader-friendly and instructive way. … The layout of the book, huge amount of examples, and very clear writing make this a book highly recommended for anyone interested in statistical design." (Simo Puntanen, International Statistical Review, Vol. 76 (3), 2008) "Overall, I found reading this book to be worthwhile. I particularly think the author’s discussion of blocking is quite interesting as well as the discussion of loop designs versus balanced incomplete block designs. In fact, I intend to use this book as supplementary reading material for my own design course." (Biometrics, December 2008) “The level of this text is for the first or second year graduate students and, the material is about right for a one-semester course. The chapters cover, for the most part, the standard material of a book on designs, with mostly real examples, and applications of designs in real situations. … This is an important book permitting to understand statistical designs.” (T. Postelnicu, Zentralblatt MATH, Vol. 1181, 2010)

From the Back Cover

Although statistical design is one of the oldest branches of statistics, its importance is ever increasing, especially in the face of the data flood that often faces statisticians. It is important to recognize the appropriate design, and to understand how to effectively implement it, being aware that the default settings from a computer package can easily provide an incorrect analysis. The goal of this book is to describe the principles that drive good design, paying attention to both the theoretical background and the problems arising from real experimental situations. Designs are motivated through actual experiments, ranging from the timeless agricultural randomized complete block, to microarray experiments, which naturally lead to split plot designs and balanced incomplete blocks. George Casella is Distinguished Professor in the Department of Statistics at the University of Florida. He is active in many aspects of statistics, having contributed to theoretical statistics in the areas of decision theory and statistical confidence, to environmental statistics, and has more recently concentrated efforts in statistical genomics. He also maintains active research interests in the theory and application of Monte Carlo and other computationally intensive methods. He is listed as an ISI "Highly Cited Researcher." In other capacities, Professor Casella has served as Theory and Methods Editor of the Journal of the American Statistical Association, 1996-1999, Executive Editor of Statistical Science, 2001-2004, and Co-Editor of the Journal of the Royal Statistical Society, Series B, 2009-2012. He has served on the Board of Mathematical Sciences of the National Research Council, 1999-2003, and many committees of both the American Statistical Association and the Institute of Mathematical Statistics. Professor Casella has co-authored five textbooks: Variance Components, 1992; Theory of Point Estimation, Second Edition, 1998; Monte Carlo Statistical Methods, Second Edition, 2004; Statistical Inference, Second Edition, 2001, and Statistical Genomics of Complex Traits, 2007.

Product Details

  • Hardcover: 330 pages
  • Publisher: Springer; 1 edition (April 3, 2008)
  • Language: English
  • ISBN-10: 0387759646
  • ISBN-13: 978-0387759647
  • Product Dimensions: 9.3 x 6.4 x 0.8 inches
  • Shipping Weight: 1.2 pounds (View shipping rates and policies)
  • Average Customer Review: 5.0 out of 5 stars  See all reviews (1 customer review)
  • Amazon Best Sellers Rank: #1,054,856 in Books (See Top 100 in Books)

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6 of 6 people found the following review helpful:
5.0 out of 5 stars very intuitive, March 30, 2009
By 
Chaehyung Ahn "scipio" (Chapel Hill, NC United States) - See all my reviews
(REAL NAME)   
This review is from: Statistical Design (Springer Texts in Statistics) (Hardcover)
I got my PhD in biostatistics and thought I knew pretty well about experimental design until I read this book.

If you are looking for a cookbook style information, this is not for you and you will find that the coverage of this book is far from being extensive. However, if you want to UNDERSTAND the principles of statistical design and apply it without rummaging the exactly same design whenever you meet one, you would not find any better book.
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Inside This Book (learn more)
Key Phrases - Statistically Improbable Phrases (SIPs): (learn more)
complete block designs, fractional factorial designs, estimating contrasts, oven temp, split plot level, split plot error, split plot treatment, fixed blocks model, strip plot design, whole plot treatment, whole plot level, whole plot error, split plot model, technical replication, log expression level, split split plot design, complete anova table, confounding structure, expected mean squares, split plot analysis, plot treatments, following anova table, alias sets, true replication, dye bias
Key Phrases - Capitalized Phrases (CAPs): (learn more)
Technical Note, Cochran's Theorem, Split Plot Trt, Assessing the Effects of Blocking, Splitting Twice, Block Rep, Interaction Mean Comparisons, Tissue Mass, Whole Plot Trt, Modeling the Interaction, Recall Example, Sum Sq Mean Sq F-value Diet, Variety of Strawberry, White Blue Green Blue, Chamber Temperature, Exercises Essent, Effect Trt, Feynman Surely You're Joking, Diet Morning Evening, Split Plot Designs, Data Layout, Completely Randomized Designs
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Front Cover | Table of Contents | First Pages | Index | Surprise Me!
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