Practical Experiment Designs: for Engineers and Scientists by William J. Diamond (Paperback, 2001)

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Most books cover the subject from a statistical or theoretical point of view. Ideal for working engineers, this book uses real-world examples and boils statistical theory and analysis down to its simplest form.