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Biodegradation and bioremediation

• Published on: 2014-07-06
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Master predictive analytics, from start to finish

 

Start with strategy and management

Master methods and build models

Transform your models into highly-effective code—in both Python and R

 

This one-of-a-kind book will help you use predictive analytics, Python, and R to solve real business problems and drive real competitive advantage. You’ll master predictive analytics through realistic case studies, intuitive data visualizations, and up-to-date code for both Python and R—not complex math.

 

Step by step, you’ll walk through defining problems, identifying data, crafting and optimizing models, writing effective Python and R code, interpreting results, and more. Each chapter focuses on one of today’s key applications for predictive analytics, delivering skills and knowledge to put models to work—and maximize their value.

 

Thomas W. Miller, leader of Northwestern University’s pioneering program in predictive analytics, addresses everything you need to succeed: strategy and management, methods and models, and technology and code.

 

If you’re new to predictive analytics, you’ll gain a strong foundation for achieving accurate, actionable results. If you’re already working in the field, you’ll master powerful new skills. If you’re familiar with either Python or R, you’ll discover how these languages complement each other, enabling you to do even more.

 

All data sets, extensive Python and R code, and additional examples available for download at http://www.ftpress.com/miller/

 

Python and R offer immense power in predictive analytics, data science, and big data. This book will help you leverage that power to solve real business problems, and drive real competitive advantage.

 

Thomas W. Miller’s unique balanced approach combines business context and quantitative tools, illuminating each technique with carefully explained code for the latest versions of Python and R. If you’re new to predictive analytics, Miller gives you a strong foundation for achieving accurate, actionable results. If you’re already a modeler, programmer, or manager, you’ll learn crucial skills you don’t already have.

 

Using Python and R, Miller addresses multiple business challenges, including segmentation, brand positioning, product choice modeling, pricing research, finance, sports, text analytics, sentiment analysis, and social network analysis. He illuminates the use of cross-sectional data, time series, spatial, and spatio-temporal data.

 

You’ll learn why each problem matters, what data are relevant, and how to explore the data you’ve identified. Miller guides you through conceptually modeling each data set with words and figures; and then modeling it again with realistic code that delivers actionable insights.

 

You’ll walk through model construction, explanatory variable subset selection, and validation, mastering best practices for improving out-of-sample predictive performance. Miller employs data visualization and statistical graphics to help you explore data, present models, and evaluate performance. Appendices include five complete case studies, and a detailed primer on modern data science methods.

 

Use Python and R to gain powerful, actionable, profitable insights about:

• Advertising and promotion
• Consumer preference and choice
• Market baskets and related purchases
• Economic forecasting
• Operations management
• Unstructured text and language
• Customer sentiment
• Brand and price
• Sports team performance
• And much more

 

• Sales Rank: #169861 in Books
• Published on: 2014-10-11
• Original language: English
• Number of items: 1
• Dimensions: 9.30" h x 1.40" w x 7.40" l, .0 pounds
• Binding: Hardcover
• 448 pages

From the Back Cover

This uniquely accessible book will help you use predictive analytics to solve real business problems and drive real competitive advantage. If you're new to the discipline, it will give you the strong foundation you need to get accurate, actionable results. If you're already a modeler, programmer, or manager, it will help you master crucial skills you don't yet have.

 

Unlike most books on predictive analytics, this guide illuminates the discipline through practical case studies, realistic vignettes, and intuitive data visualizations–not complex mathematics. Thomas W. Miller, leader of Northwestern University’s pioneering program in predictive analytics, guides you through every step: defining problems, identifying data, crafting and optimizing models, writing effective R code, interpreting results, and more.

 

Each chapter focuses on one of today’s most important applications for predictive analytics, giving you the skills and knowledge to put models to work–and gain maximum value from them.

About the Author

THOMAS W. MILLER is faculty director of the Predictive Analytics program at Northwestern University. He has designed courses for the program, including Marketing Analytics, Advanced Modeling Techniques, Data Visualization, Web and Network Data Science, and the capstone course. He has taught extensively in the program and works with more than forty other faculty members in delivering training in predictive analytics and data science.

 

Miller is co-founder and director of product development at ToutBay, a publisher and distributor of data science applications. He has consulted widely in the areas of retail site selection, product positioning, segmentation, and pricing in competitive markets, and has worked with predictive models for over 30 years. Miller’s books include Data and Text Mining: A Business Applications Approach, Research and Information Services: An Integrated Approach for Business, and a book about predictive modeling in sports, Without a Tout: How to Pick a Winning Team.

 

Before entering academia, Miller spent nearly 15 years in business IT in the computer and transportation industries. He also directed the A. C. Nielsen Center for Marketing Research and taught market research and business strategy at the University of Wisconsin–Madison.

 

He holds a Ph.D. in psychology (psychometrics) and a master’s degree in statistics from the University of Minnesota, and an MBA and master’s degree in economics from the University of Oregon.

 

 

Most helpful customer reviews

56 of 59 people found the following review helpful.
More like a collection of magazine/newspaper articles than a book
By Prof Ed U. Cate
I purchased this book before I had a chance to read any sample chapter and was disappointed after I went through the book.

Every chapter is dedicated to an application of a particular model of predictive analytics, where a (more or less) real problem is described and discussed, name of a model to use is mentioned, chart outputs are shown and used for a conclusion. In very much the same format and content of an article that you would see in for example Bloomberg business magazine. There is no substantial discussion of any of the models, and without a good understanding of such models you cannot conduct predictive Analytics.

The content of this book could be used in the first 2-3 weeks of an introductory course in Analytics discussing what is Analytics and what are some example applications. I ended up keeping the book mostly due to hassle of a return, and partly for using it as a list of major models to read elsewhere and learn.

19 of 19 people found the following review helpful.
Good book for end-users
By JoeT
This is a good book on using R for predictive modeling.
The books website contains all the code that is used in the book.
I tried all of the downloadable R files and they all worked as advertised.
I admit not trying the text processing though (Chapter 7) only because I don't like R for text processing.
Rather use perl or Rapidminer.

Pros:
1. All the code works
2. A good sample space of topics, so you get a feel of predictive modeling in different situations.
3. You really don't need an extensive math background, since there is virtually no math described at all.

Cons:
1. If there was one thing I wish was better done is the analysis of the results. Some of the results, unless you are already familiar with the statistical technique used, might seem foreign and will require you to do some additional research.

Summary:
Overall a good book, minus the 1-Con above.
Hint: If you do download the R programs, go through each one a piece at a time, to see what's going on. I found it's better than just "running the code". You'll have a better understanding of what's going on.

10 of 11 people found the following review helpful.
Data/Code is available
By Shawn Mehan
Why people are whinging that they can't find the downloadable programs and data sets is beyond me. http://www.ftpress.com/promotions/modeling-techniques-in-predictive-analytics-139480

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A Preview:

• The Psychology Behind Texting
• How To Influence Someone Through Text
• The Art of Electronic Seduction
• Differences between Men & Women
• For Men: How To Seduce Women & For Women: How To Seduce Men
FREE BONUS & MORE!

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Thank you! I’ll see you on the other side.





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• Sales Rank: #622634 in eBooks
• Published on: 2015-06-07
• Released on: 2015-06-07
• Format: Kindle eBook

Most helpful customer reviews

1 of 1 people found the following review helpful.
Electronic Seduction..Everyone needs to check this out.
By A.C.
Texting has become such a large part of my life that it's even crossed over to all areas of my work. I was in need of texting tips before reading this book but now I have a better idea of how men and women perceive and respond internally to certain text messages. As a therapist, I was pleased that there was a ton of evidence-based (well-researched) information to back up the author's content. My favorite section of the book was "electronic seduction". Everyone needs to check this out.

0 of 0 people found the following review helpful.
Good Info
By Arturo Dominguez
Good information. I text all the time, but apparently there is an art to doing it better. I will use the info from this book from now on.

0 of 0 people found the following review helpful.
liked the meditaton bonus
By M. Castillo
The bonus meditation info was the best part.
I was expecting sexting examples to use. I mean more ideas sometimes I get bored.

See all 9 customer reviews...

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Highly Commended, Dermatology, BMA Awards 2009

This title in the Requisites in Dermatology series is the perfect resource for quick reference and rapid review in dermatopathology. It succinctly presents all of the most essential clinical and foundational knowledge you need for certification, recertification, or practice. An extremely user-friendly full-color format, replete with full-color clinical photographs and other pertinent illustrations, makes it easy to locate and read up on any topic. Plus, full-text online access lets you consult the book from any computer, download all of the images, watch online lectures, and more.

• Expert discussions and abundant full-color photomicrographs guide you through the diagnosis of the most important and common dermatologic pathology findings seen in practice.
• A highly user-friendly full-color format and a consistent chapter template guide you effortlessly through all the information you need to know about each topic.
• Key Points call attention to the most important “takeaways” in each chapter.
• Abundant algorithms streamline diagnostic decision making.
• The book’s compact size makes it equally convenient for reference in the office, clinic, laboratory, or break room.
• Full-text online access lets you consult the book from any computer, perform quick searches, download all of the illustrations, and clip content for download onto your handheld device. You’ll also find online lectures from the chapter authors, self tests, additional downloadable figures, and other exciting materials.

Your purchase entitles you to access the web site until the next edition is published, or until the current edition is no longer offered for sale by Elsevier, whichever occurs first. If the next edition is published less than one year after your purchase, you will be entitled to online access for one year from your date of purchase. Elsevier reserves the right to offer a suitable replacement product (such as a downloadable or CD-ROM-based electronic version) should online access to the web site be discontinued.

• Sales Rank: #1224193 in Books
• Brand: Brand: Saunders Ltd.
• Published on: 2008-11-17
• Original language: English
• Number of items: 1
• Dimensions: 1.20" h x 7.00" w x 10.10" l, 2.80 pounds
• Binding: Hardcover
• 372 pages

Features

• Used Book in Good Condition

Review

"The latest addition to the Requisites In Dermatology Series is a concise, user-friendly guide, accompanied by full-text on-line access. This comprehensive quick-reference tool will be welcomed by dermatology and pathology registrars, both as an introductory text and for examination review. It is also a useful, convenient desk-top resource for practicing dermatologists and general pathologists. This book is a laser-sharp resource for students and for seasoned practitioners wanting a pictorial refresher course. If, heaven forbid, I were sitting for a dermatopathology exam in the near future, I’d be taking this book everywhere." Melbourne Pathology, July 2009

"Requisites in Dermatology - Dermatopathology is a comprehensive, free-standing work that rivals the content and complexity of any other standard textbook of dermatopathology. Its compact dimensions and on-line interface are sure to make it a first choice for many clinicians both within the office and on-the-go. I highly recommend it to the reading audience." Dermatopathology: Practical and Conceptual (derm101.com), 2009

"This is an easy to use and essentially good guide to anyone wishing to obtain basic information on the histological appearances of most of the common dermatological conditions. It is directed at the trainee dermatopathologist but does have appeal to anyone in the medical field with an interest in dermatopathology. It is excellent value for money and should be regarded as a valuable assist to most histopathological libraries." BMA Book Awards 2009 - judges comments

"The authors are to be applauded for this succinct yet comprehensive, highly usable text…It will be well-received by a broad audience at all training levels and will be of particular interest to dermatology and pathology residents seeking to establish a solid foundation in dermatopathology." Dermatopathology: Practical and Conceptual (derm101.com), 2009

"This is one of the best concise texts for medical students and residents. For a long time, only long, all-inclusive books were available, which could be discouraging for neophytes. This book would be perfect for visual learners... The excellent photomicrographs are the best features of the book." - Doody's 5 Stars! *****

"Dirk Elston et al successfully capture the essence of hundreds of entities and topics within dermatopathology in a well-designed, "cut-to-the-chase" style... delightful and refreshingly versatile text... a comprehensive, free-standing work that rivals the content and complexity of any other standard textbook of dermatopathology. Its compact dimensions and on-line interface are sure to make it a first choice for many clinicians both within the office and on-the-go. I highly recommend it to the reading audience." - Reviewed by: Steve Alder, M.D., Director of Dermatopathology, Clin-Path Associates, PLC, Tempe, Arizona

Most helpful customer reviews

2 of 2 people found the following review helpful.
A little gem
By Ben
This slim volume is one of the most entertaining and informative basic dermatopathology texts available. It is lavishly (and generally well) illustrated and covers the essential points of most dermatopathological entities in the form of bullet points and a short (typically a small paragraph) discussion. There are numerous little mnemonics, tips and "pearls" scattered through the text. For anyone who has enjoyed Dirk Elston's lectures, much of the same engaging spirit which enables important messages to be retained is recapitulated in this book. The purchaser is also given access to a series of online lectures, from my limited viewing apparently directed at resident level. My only "criticism" of this book is that Dr Elston's enthusiasm for "creepy crawlies" has resulted in somewhat larger sections on topics such as identification of parasites than one might expect for a book of this size.

While this book will not be the only dermatopathology text a trainee in pathology or dermatology will need, it certainly is a valuable book for preview or overview of subjects. I have already used some of the mnemonics in teaching sessions and even in recalling some differential diagnostic possibilities in signout. For the relatively small cost (both in dollars and time, since with the abundant illustrations a cover to cover reading can be accomplished over a few evenings) I think this is one of the better value educational experiences available.

0 of 0 people found the following review helpful.
As succinct and high yield as it gets in dermpath
By Dermpathie
This book has an excellent layout with numerous histologic images and easy to read, fact filled tables for differential diagnoses. It is also written in a very easy to understand fashion with fun mnemonics so that the pathologists or dermatologists in training can quickly master the sometimes befuddling field of dermatopathology. The authors are all well known and respected in their field and did an amazing job by being very succinct yet still very thorough in their presentation. If you have one book with you during dermpath sign-out, I would recommend this text.

0 of 0 people found the following review helpful.
Dermatopathology :requisites in Dermatology ,1e
By Lubna
It is a simple ,easy to understand book.It has got every thing one needs to interpret skin biopsies!suffice it to say "Great things come in small packages" !!!!

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Word Workout is a practical book for building vocabulary―a graduated program featuring thousands of words that begins with those known by most college graduates and ascends to words known only by the most educated, intelligent, and well-read adults. This workout is a comprehensive program, chock-full of information about synonyms, antonyms, and word origins, and replete with advice on proper usage and pronunciation. There are also creative review quizzes at each step of the way to measure your progress and reinforce learning. Unlike other vocabulary books, Word Workout provides a complete learning experience with clear explanations and surefire methods to retain new knowledge. Far more than a cram session for a standardized test, this book is designed as a lifetime vocabulary builder, featuring words used by the top tier of literate Americans, laid out in ten accessible chapters designed for anyone who is looking for some serious verbal exercise.

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• Sales Rank: #479182 in Books
• Published on: 2014-12-02
• Released on: 2014-12-02
• Original language: English
• Number of items: 1
• Dimensions: 8.25" h x 1.51" w x 5.44" l, .0 pounds
• Binding: Paperback
• 512 pages

Review
“Engaging narrative…fun mental flexing for those seeking alternatives to Sudoku and crossword puzzles.” ―Library Journal

About the Author
Charles Harrington Elster is a nationally recognized authority on the English language and the author of The Accidents of Style, Verbal Advantage, and many other books. He has written for The New York Times Magazine, the Boston Globe, and The Wall Street Journal, and been a guest commentator on hundreds of radio shows. He lives in San Diego, California.

Most helpful customer reviews

9 of 9 people found the following review helpful.
Elster Strikes Gold Once Again.
By Gary Rozier
Elster has done it again with his latest vocabulary building program. I must admit that I was expecting the format to be similar to Verbal Advantage in that after every level, there was a quiz that wasn't just about the words in the level you just completed, but it would also include questions about some of things he would share about the words that were related to other words as well as their origins. There was no pretest or posttest, either (which didn't bother me because this edition was more of a straight read through aside from the familiar quizzes after every ten words). A good number of the words in Word Workout came from Verbal Advantage- he just used them as synonyms for the words in Verbal Advantage, but he expounded on those words in Word Workout. You'd only know that if you perused Verbal Advantage over and over... and then over and over, again (as I have for the past several years). Nevertheless, Elster did an outstanding job with his latest work; it was well worth the wait. I recommend it for the casual word lover, to the serious logophile.

8 of 8 people found the following review helpful.
Another great book.
By T. Dreiling
Another great book from Elster. The format is the same as Verbal Advantage.

5 of 6 people found the following review helpful.
One of the best books on vocabulary building.
By SGI1754
I thoroughly enjoyed reading this book on vocabulary building by Mr. Elster. I hope the book is made available in audible format sometime in the near future.

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• Sales Rank: #65324 in Books
• Published on: 2016-07-27
• Original language: English
• Number of items: 1
• Dimensions: 7.90" h x .50" w x 5.00" l, .0 pounds
• Binding: Paperback
• 232 pages

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This work constitutes a rare and valuable contribution to a radically different way of approaching physical illness and suffering. Only archetypal medicine, it seems, recognizes that there can be health only when there is also illness. Illness represents one of the primary ways in which the forgotten, sleeping soul awakens itself by falling into body.

• Sales Rank: #333549 in eBooks
• Published on: 2015-05-17
• Released on: 2015-05-17
• Format: Kindle eBook

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