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This presentation focuses on the importance of the data-preparation phase for data mining, its major pros and cons in relation to several widely available data mining algorithms and techniques. Mikhail Golovnya elaborates on a few obscure yet powerful ways to use Salford Systems data mining products as an aid in the data preparation. Topics include missing values, high-level categorical predictors, and predictor interdependency analysis.

Mikhail Golovnya: Our joint talk focuses on the importance of the data preparation phase for data mining, its major pros and cons in relation to several widely available data mining algorithms and techniques. First, John Trimble provides an example of basic data preparation steps used at Wells Fargo Auto Finance Group. Second, Paul Chu gives another example of effective data preparation, prior to a CART based churn modeling, to attain maximum productivity and efficiency. Finally, Mikhail Golovnya elaborates on a few obscure yet powerful ways to use Salford Systems data mining products as an aid in the data preparation. Topics include missing values, high-level categorical predictors, and predictor interdependency analysis.

John Trimble: This part of the presentation describes some of the steps and basic techniques used at Wells Fargo Auto Finance Group in preparing raw data for modeling. Included are a description of data sources, basic methodological choices and a short case study of how one measure, prepayment, was more usefully classified into two groups, those arising from road hazards and those not. Paul Chu: The purpose of this part of the presentation is to demonstrate our methodology on how to automatically prepare CRM data in an efficient manner prior to a CART-based churn modeling so that high performance CART models can be easily attained with greater productivity and efficiency. A case study, related to churn prediction and drawn from a Telco Customer Relationship Management Environment, will be used for illustration.

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Repairing Outlook PST files is a pain in the neck to do manually, especially if you’re not that keen on doing computer related things.  Some people just don’t have that comfort level with their computers.  So, in that case, take a look at our Stellar Outlook PST Repair review for more info on our top choice computer program for fixing PST files.  This program is designed to look just like Outlook, so that should make your life easier when it comes to fixing your stuff.  I strongly suggest trying out the free download to see if it can fix your file.

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