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The Mahalanobis-Taguchi Strategy: A Pattern Technology System [Hardcover]

Genichi Taguchi (Author), Rajesh Jugulum (Author)
4.5 out of 5 stars  See all reviews (2 customer reviews)

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Book Description

0471023337 978-0471023333 May 23, 2002 1
Cutting-edge measurement technology for multidimensional systems
The Mahalanobis-Taguchi Strategy presents methods for developing multidimensional measurement scales that are up to date with the most current trends in multivariate diagnosis/pattern recognition-namely, using measures and procedures that are data analytic and not dependent upon the distribution of the characteristics defining the system. Applications for these measurement scales are also explored across a wide range of disciplines from manufacturing to medicine.
This book presents methods that integrate mathematical and statistical concepts such as Mahalanobis distance and Gram-Schmidt's orthogonalization method with the principles of Taguchi methods. These completely new systems of measurement and analysis move beyond anything Dr. Taguchi has done in the past. Coverage includes the refined Mahalanobis-Taguchi system, the Mahalanobis-Taguchi-Gram-Schmidt method, the Adjoint Matrix method, and other advanced topics, along with a detailed examination of each method. In addition to examining how real-world problems are solved using these methods, critical comparisons are made between the methods covered here and existing multivariate diagnosis/pattern recognition techniques.
The Mahalanobis-Taguchi Strategy: A Pattern Technology System is an essential book for engineers, designers, and statistical quality experts and programmers in the fields of engineering and computer science, as well as researchers in finance, medicine, statistics, and general science.

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From the Back Cover

Cutting-edge measurement technology for multidimensional systems

The Mahalanobis-Taguchi Strategy presents methods for developing multidimensional measurement scales that are up to date with the most current trends in multivariate diagnosis/pattern recognition-namely, using measures and procedures that are data analytic and not dependent upon the distribution of the characteristics defining the system. Applications for these measurement scales are also explored across a wide range of disciplines from manufacturing to medicine.

This book presents methods that integrate mathematical and statistical concepts such as Mahalanobis distance and Gram-Schmidt's orthogonalization method with the principles of Taguchi methods. These completely new systems of measurement and analysis move beyond anything Dr. Taguchi has done in the past. Coverage includes the refined Mahalanobis-Taguchi system, the Mahalanobis-Taguchi-Gram-Schmidt method, the Adjoint Matrix method, and other advanced topics, along with a detailed examination of each method. In addition to examining how real-world problems are solved using these methods, critical comparisons are made between the methods covered here and existing multivariate diagnosis/pattern recognition techniques.

The Mahalanobis-Taguchi Strategy: A Pattern Technology System is an essential book for engineers, designers, and statistical quality experts and programmers in the fields of engineering and computer science, as well as researchers in finance, medicine, statistics, and general science.

About the Author

GENICHI TAGUCHI, DSc, is Executive Director of the American Supplier Institute and President of Ohken Associates in Japan. Dr. Taguchi, an international authority in quality engineering and robust design, has been awarded the prestigious Deming Prize in 1960 and Willard F. Rockwell Medal in 1986. He was the recipient of the 1995 ASQ's Shewhart medal. In 1998, Dr. Taguchi was elected as an Honorary Member of the ASQ, the ASME, and the Honorary Chairman of the Japanese Quality Engineering Society. He was inducted into the World Level of the Hall of Fame for Engineering, Science, and Technology, USA, in 1998, and the Automotive Hall of Fame, USA, in 1997. In 2000, he was recognized as the Quality Champion of the twentieth century. He authored or coauthored more than 400 technical articles in leading journals and forty books.

RAJESH JUGULUM, Ph.D. is a researcher in the Department of Mechanical Engineering of Massachusetts Institute of Technology. In 2000, he completed his Ph.D. under the guidance of Dr. Genichi Taguchi in Wayne State University. In 1999, he shared ASQ research fellowship grant and in 2000 he received ASQ's Richard A. Freund international scholarship. He was featured as "Face of Quality" in September 2001 issue of Quality Progress. He is the recipient of 2002 ASQ's Feigenbaum medal. He has authored or co-authored several articles in leading technical journals. He is a member of the ASQ and the Japanese Quality Engineering Society and a Fellow of the Royal Statistical Society.

Product Details

  • Hardcover: 256 pages
  • Publisher: Wiley; 1 edition (May 23, 2002)
  • Language: English
  • ISBN-10: 0471023337
  • ISBN-13: 978-0471023333
  • Product Dimensions: 9.5 x 6.3 x 0.7 inches
  • Shipping Weight: 1 pounds (View shipping rates and policies)
  • Average Customer Review: 4.5 out of 5 stars  See all reviews (2 customer reviews)
  • Amazon Best Sellers Rank: #2,068,678 in Books (See Top 100 in Books)

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2 of 2 people found the following review helpful:
5.0 out of 5 stars Finally A Book To Understand MTS & MTGS, November 23, 2005
By 
Joerg Krause (Stuttgart / Germany) - See all my reviews
This review is from: The Mahalanobis-Taguchi Strategy: A Pattern Technology System (Hardcover)
If you want to learn how to use Mahalanobis Taguchi System (MTS) to solve real case problems and design robust maltivariate systems using orthogonal arrays, buy this book. It is easy to understand to read and to follow the content. The case studies gives a clear idea how to use MTS and Robust Engineering and the potential of both extracting the required information from many variables efficiently. You learn how to use MTS for inspection, diagnosis systems. But you can develop your own ideas e.g. for software testing and screening purposes etc.
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4.0 out of 5 stars A Book for Advanced Practitioners, October 12, 2010
By 
James Kowalick (California, USA 95962 USA) - See all my reviews
(REAL NAME)   
This review is from: The Mahalanobis-Taguchi Strategy: A Pattern Technology System (Hardcover)
This book (The Mahalanobis-Taguchi Strategy) describes the best multi-dimensional database system that exists today. This system takes a database consisting of many variables used to describe a certain `reference population', and converts it into just one variable called MD (the Mahalanobis Distance). The value of MD tells us whether a particular member of a population either belongs to the reference population, or whether that particular member is a member of some other population. Both `populations' are defined by the user.

[A Note: I used this strategy on a large group of buyers who were `loyal' to my client's international product - and also on a large group of buyers of the same type of product who were `disloyal' to my client's international product (meaning that they regularly purchased a competitor's brand). The Mahalanobis-Taguchi Strategy reliably and effectively sorted members of the two groups. Furthermore, MTS (as I refer to it) was capable of identifying several dozen variables which were the keys to separating the two groups. As a matter of fact, the MD values for the disloyal group members generally disclosed the `degree' of disloyalty. Another benefit: the results of the MTS experiment were used to re-vamp and develop an entirely new (and far more effective) marketing strategy for this multi-national corporation.]

A reader of this book will soon learn that it is really an `advanced' treatment of the subject - not necessarily meant for an MTS novice. For example, besides MTS, the authors introduce an alternative method which they call MTGS (for "Mahalanobis-Taguchi Gram-Schmidt"), which they say `sometimes' is advantageous to employ, instead of MTS alone. Another value of this book is that it contains arguments primarily against using the older methods of multivariate analysis (or pattern recognition) - including methods like Principal Component Analysis, Discrimination and Classification Method, Multiple Regression Analysis, Stepwise Regression, Test of Additional Information (Rao's Test), Multivariate Control Charts and Artificial Neural Networks.

Alas! A beginner or novice can receive some benefits from reading this book - like hearing the overall description of MTS, and like moving through several international case studies. However, the book "really" does not tell the reader the secrets of `how' to apply MTS to a particular multi-variable database problem, or how to design an MTS experiment. Even the MTS experiments have trouble, for example, in designing appropriate questionnaires for an MTS marketing experiment - questions in such questionnaires demand that the developers have not only an excellent understanding of the product or service involved, but also a fairly deep understanding of human psychology, coupled with the ability to translated psychological characteristics into meaningful questions (I only know of one advertising agency in the world who can do this).

Based upon the contents of this book (and a companion book), I have very effectively applied MTS to several diverse areas, where pattern-recognition was the objective. These included the following:

* Marketing - Here we examined the market for a huge product used by mothers for young children. MTS was able to decisively discriminate between mothers who regularly purchased one brand, from mothers who purchased another brand. Furthermore, we identified several dozen chief characteristics of both groups of mothers. The results were invaluable for future marketing and advertising campaigns.

* Loyalty Programs - Here we were able to determine the key variables responsible for keeping current customers loyal, as well as the variables which were important to competitors' loyalty programs. MTS did this by considering not only the numerical values of the variables, but by considering their correlation structures as well.

* The Golf Swing - We applied MTS to the golf swing of excellent golfers and to beginning golfers, determining which biomechanical variables contributed to a golfer's ability to A) hit the ball straight towards the intended target, every time, B) maximize the range of each ball, without compromising down-range, side-to-side dispersion. This experiment took only two hours to conduct. We employed a system which measured biomechanics variables at every point in the swing, and we measured over 40 ball characteristics from impact all the way to the ball-landing point. The result was a vastly improved swing (more consistent, significantly reduced down-range side-to-side dispersion, and longer range).

* Equities Trading - We applied MTS to develop highly reliable buy and sell indicators. Five dozen variables were initially considered, but we were able to reduce the number of variables to a much smaller number. The system works well.

Overall, this system not only helped me to better-apply MTS to various pattern-recognition systems - it also served as an `idea kernel' for applying MTS to a host of other application areas. The book is definitely not for everyone, but it is a real gem.

PS: I would disagree with some of the comments on the back cover of this book: "The Mahalanobis--Taguchi Strategy: A Pattern Technology System is an essential book for engineers, designers, and statistical quality experts and programmers in the fields of engineering and computer science, as well as researchers in finance, medicine, statistics, and general science." Why? Because it is missing an all-important ingredient: the `How To', written in a simple way which engineers, designers and statistical quality experts and programmers can readily grasp. Perhaps another book will come along that does this.
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Inside This Book (learn more)
First Sentence:
This introductory chapter defines the goal of the book. Read the first page
Key Phrases - Statistically Improbable Phrases (SIPs): (learn more)
multivariate diagnosis, student admission system, medical diagnosis data, multidimensional measurement scale, treating noise factors, equation for the loss function, medical diagnosis case, confirmation run, inverse matrix method, engineered quality, medical diagnosis system, robust engineering, koji molds, useful variables, using orthogonal arrays, multidimensional applications, validate the scale, quality loss function, healthy group, multivariate systems, multidimensional systems, future diagnosis, abnormal group, dimensionality reduction, working averages
Key Phrases - Capitalized Phrases (CAPs): (learn more)
Taguchi Methods, American Supplier Institute, Array Run, Method Level
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