Conceptual

Association Rules LHS RHS Frequency Interpretation

The Association Rules LHS RHS Frequency Interpretation defines a formal framework for quantifying co-occurrence patterns within transactional datasets by distinguishing antecedent (Left Hand Side) and consequent (Right Hand Side) itemsets. This theory relies on probabilistic metrics to evaluate the frequency distribution of rules, establishing conditions where specific combinations of items appear together with statistical significance rather than mere correlation. It functions as a fundamental mechanism in data mining for extracting high-confidence associations without inferring causality between independent variables.