IBM SPSS Modeler Cookbook: Over 60 Practical Recipes to Achieve Better Results Using the Experts' Methods for Data Mining - Couverture souple

McCormick, Keith; Abbott, Dean; Brown, Meta S.; Khabaza, Tom; Mutchler, Scott R.

Couverture souple

ISBN 10 : 1849685460 ISBN 13 : 9781849685467

Editeur : Packt Pub Ltd, 2013

A propos du livre

Présentation de l'éditeur

Over 60 practical recipes to achieve better results using the experts' methods for data mining

Overview

• Go beyond mere insight and build models than you can deploy in the day to day running of your business
• Save time and effort while getting more value from your data than ever before
• Loaded with detailed step-by-step examples that show you exactly how it’s done by the best in the business

In Detail

IBM SPSS Modeler is a data mining workbench that enables you to explore data, identify important relationships that you can leverage, and build predictive models quickly allowing your organization to base its decisions on hard data not hunches or guesswork.

IBM SPSS Modeler Cookbook takes you beyond the basics and shares the tips, the timesavers, and the workarounds that experts use to increase productivity and extract maximum value from data. The authors of this book are among the very best of these exponents, gurus who, in their brilliant and imaginative use of the tool, have pushed back the boundaries of applied analytics. By reading this book, you are learning from practitioners who have helped define the state of the art.

Follow the industry standard data mining process, gaining new skills at each stage, from loading data to integrating results into everyday business practices. Get a handle on the most efficient ways of extracting data from your own sources, preparing it for exploration and modeling. Master the best methods for building models that will perform well in the workplace.

Go beyond the basics and get the full power of your data mining workbench with this practical guide.

What you will learn from this book

• Use and understand the industry standard CRISP_DM process for data mining.
• Assemble data simply, quickly, and correctly using the full power of extraction, transformation, and loading (ETL) tools.
• Control the amount of time you spend organizing and formatting your data.
• Develop predictive models that stand up to the demands of real-life applications.
• Take your modeling to the next level beyond default settings and learn the tips that the experts use.
• Learn why the best model is not always the most accurate one.
• Master deployment techniques that put your discoveries to work making the most of your business’ most critical resources.
• Challenge yourself with scripting for ultimate control and automation - it’s easier than you think!

Approach

This is a practical cookbook with intermediate-advanced recipes for SPSS Modeler data analysts. It is loaded with step-by-step examples explaining the process followed by the experts.

Who this book is written for

If you have had some hands-on experience with IBM SPSS Modeler and now want to go deeper and take more control over your data mining process, this is the guide for you. It is ideal for practitioners who want to break into advanced analytics.

Biographie de l'auteur

Keith McCormick

Keith McCormick is the Vice President and General Manager of QueBIT Consulting's Advanced Analytics team. He brings a wealth of consulting/training experience in statistics, predictive modeling and analytics, and data mining. For many years, he has worked in the SPSS community, first as an External Trainer and Consultant for SPSS Inc., then in a similar role with IBM, and now in his role with an award winning IBM partner. He possesses a BS in Computer Science and Psychology from Worcester Polytechnic Institute.

He has been using Stats software tools since the early 90s, and has been training since 1997. He has been doing data mining and using IBM SPSS Modeler since its arrival in North America in the late 90s. He is an expert in IBM's SPSS software suite including IBM SPSS Statistics, IBM SPSS Modeler (formally Clementine), AMOS, Text Mining, and Classification Trees. He is active as a moderator and participant in statistics groups online including LinkedIn's Statistics and Analytics Consultants Group. He also blogs and reviews related books at KeithMcCormick.com. He enjoys hiking in out of the way places, finding unusual souvenirs while traveling overseas, exotic foods, and old books.

Détails de l'édition

• Éditeur: Packt Pub Ltd
• Date d'édition: 2013
• ISBN 10: 1849685460
• ISBN 13: 9781849685467
• Reliure: Broché
• Langue: anglais
• Nombre de pages: 359