Proposition of causal association rule thresholds

Association Rule Mining with Levelwise Automatic Support Thresholds

Missing Values: Proposition of a Typology and Characterization with an Association Rule-Based Model

Causal Falling Rule Lists

A causal falling rule list (CFRL) is a sequence of ifthen rules that specifies heterogeneous treatment effects, where (i) the order of rules determines the treatment effect subgroup a subject belongs to, and (ii) the treatment effect decreases monotonically down the list. A given CFRL parameterizes a hierarchical bayesian regression model in which the treatment effects are incorporated as param...

Assocaition Rule Mining with Itemwise Support Thresholds

Most of the association rule mining algorithm works based on the assumption that the items present in the dataset are of same kind with similar frequencies. Hence, the algorithms use levelwise support thresholds for mining. When the itemsets are of different frequency and of varied importance, the levelwise support thresholds are not suitable to discover frequent associations. Each item in a le...

Tight Thresholds for The Pure Literal Rule

We consider the threshold for the solvability of random k-SAT formulas (for k ≥ 3) using the pure literal rule. We demonstrate how this threshold can be found by using differential equations to determine the appropriate limiting behavior of the pure literal rule.