Predictive modeling knowledge is one of the most sought-after skill today. It is in demand these days. It is being used in almost every do...
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Showing posts with label Predictive Modeling. Show all posts
Showing posts with label Predictive Modeling. Show all posts
Detecting Interaction in Regression Model
This tutorial talks about the easy and effective method to detect interaction in a regression model. What is Interaction Interacti...
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Observation and Performance Window
The first step of building a predictive model is to choose period for predictors (independent variables) and target variable (dependent var...
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Oversampling for Rare Event with R
Oversampling Oversampling occurs when you have less than 10 events per independent variable in your logistic regression model. Suppose,...
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Ways to correct class imbalances
There are several ways by which you can overcome class imbalances problem in a predictive model. 1. Adjusting Prior Probabilities P...
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Random Forest on Imbalance Data
In random forest, you can perform oversampling of events without data loss. There are 2 functions in randomForest package for sampling ...
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Oversampling for rare event
This tutorial describes the effects of oversampling on a rare event model. Suppose you are building a logistic regression model in which %...
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How to Check Performance of a Predictive Model
There are two main measures for assessing performance of a predictive model : Discrimination Calibration These measures are not restric...
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Model Validation Techniques
This articles discusses about various model validation techniques of a classification or logistic regression model. The below validatio...
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