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Data Completion Form

Data Completion Form

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welcome back um this is an additional section um in this chapter um that's based on some new material in the in the second edition of the book and it's called matrix completion and and missing values it's often the case that data matrices x have missing entries which are often represented by n a not available so this is a nuisance since many of our modeling procedures especially multivariate procedures such as linear regression and glms require complete data as do principal components however sometimes imputation is the prediction problem and we're going to see that in the next example in what's known as recommender systems so one simple approach when you've got missing data is mean imputation so you replace the missing entries for a variable by the mean of the non-missing entries so if x is a matrix that means in each column which represents say a variable you replace all the missing entries by the mean of the non-missing entries in that column however this ignores the correlations am

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