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The following are the top three predictive analytics formulas:
1) Linear Regression: Utilized to predict a continuous value. It models the relationship between two variables by fitting a linear equation to observed data.
Formula:
Example: Predicting sales based on advertising spend.
2) Logistic Regression: Utilized for classification tasks to predict the probability of a binary outcome (0 or 1).
Formula:
Example: Predicting whether a customer will churn or not.
3) k-Nearest Neighbors (k-NN): A simple, instance-based learning algorithm utilized for both classification and regression.
Formula: No explicit formula; it classifies based on the majority vote of the k-nearest neighbors.
Example: Classifying a new data point based on the labels of its nearest neighbors.
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