Day 40 of #100dayswithmachinelearning Topic -- Multivariate Imputation by Chained Equations [ MICE ] A Thread 🧵
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MICE stands for Multivariate Imputation By Chained Equations algorithm, a technique by which we can effortlessly impute missing values in a dataset by looking at data from other columns and trying to estimate the best prediction for each missing value.
Missing Completely at Random (MCAR) - Implies the missingness of a field is completely random, and that we probably cannot predict that value from any other value in the data.