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Salford Systems' Blog - Data Mining and Predictive Analytics Software

Dr. Dan Steinberg's Blog | Dan Steinberg, President and Founder of Salford Systems, is a well respected member of the statistics and econometrics communities.

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Salford Systems' Blog - Data Mining and Predictive Analytics Software | dansteinbergblog.com Reviews

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Dr. Dan Steinberg's Blog | Dan Steinberg, President and Founder of Salford Systems, is a well respected member of the statistics and econometrics communities.

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1

CART® vs. The Clones - Dan Steinberg's Blog

http://www.dansteinbergblog.com/dan-steinberg/cart-vs-the-clones

Subscribe to this Blog. CART vs. The Clones. At Salford Systems we are frequently asked what the difference between the trademarked decision tree CART is and the various clones that have been created by other companies, or that have been contributed as user written packages to community oriented systems. Our website contains a variety of essays and FAQs on this matter and we've link to them below. But here is a very brief summary of the details:. Mdash;Radically down sample from the training data set.

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Salford Systems' Blog - Data Mining and Predictive Analytics Software

http://www.dansteinbergblog.com/./list

Subscribe to this Blog. Subscribe to this Blog. What type of automation does a data scientist need? The Shape of the Trees in Gradient Boosting Machines. Adding Comments to Your Saved Grove Files. A Reminder About Missing Values. Finding The Automatically Stored Command Log. Controlling Node Sizes in a CART Tree. Differences Between Train and Test Performance Results. Displaying and Saving Numerical Results Precisely. Does CART allow multiple targets? CART vs. The Clones. A Simple Explanation Of TreeNet ...

3

Why Use Cross-Validation? - Dan Steinberg's Blog

http://www.dansteinbergblog.com/dan-steinberg/why-use-cross-validation

Subscribe to this Blog. Why use cross–validation? We recently found ourselves using cross–validation on a binary classification data set with over 100,000 records. The principal reason was that the event of interest was relatively rare; there were only about 6,000 "events" and this was what we were trying to study. So don't think that cross–validation is only for researchers with tiny data sets. So what to do with the results of BATTERY CVR? Subscribe to this Blog. A Reminder About Missing Values. Displa...

4

CART Tree Cloning: FORCING Identical Structure Across Different Targets - Dan Steinberg's Blog

http://www.dansteinbergblog.com/dan-steinberg/cart-tree-cloning-forcing-identical-structure-across-different-targets

Subscribe to this Blog. CART Tree Cloning: FORCING Identical Structure Across Different Targets. Second, tree cloning allows the modeler to take the structure of a regression tree and apply it to a classification problem. This is important when using a two–stage approach to creating a single tree to apply to a collection of target variables (the vector target). The methodology follows these steps for a collection of binary targets:. Use CART 7.0 to develop a regression tree to model V1. A Few Comments On...

5

Controlling Node Sizes in a CART Tree - Dan Steinberg's Blog

http://www.dansteinbergblog.com/dan-steinberg/controlling-node-sizes-in-a-cart-tree

Subscribe to this Blog. Controlling Node Sizes in a CART Tree. The theory behind the CART decision tree, as laid out in detail in the classic monograph Classification and Regression Trees by Breiman, Friedman, Olshen, and Stone, dictates that CART trees always be grown to their largest possible size before pruning. This means that the smallest allowed terminal node will have only one record in it! Let's start with an example (use your own data to generate something similar). This data set contains 2,000 ...

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Subscribe to this Blog. Subscribe to this Blog. What type of automation does a data scientist need? The last thing most data scientists want is a machine that replaces them! Adding Comments to Your Saved Grove Files. Controlling Node Sizes in a CART Tree. The theory behind the CART decision tree, as laid out in detail in the classic monograph Classification and Regression Trees by Breiman, Friedman, Olshen, and Stone, dictates that CART trees always be grown to their largest possible size before pruning&...

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