OPTIMAL CONSTRAINED MULTIWAY SPLIT CLASSIFICATION TREE
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United States of America Patent
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Issued Date -
Feb 29, 2024
app pub date -
Aug 30, 2022
filing date -
Aug 30, 2022
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Abstract
A computer-implemented machine learning method includes accessing a decision tree associated with a path-based machine learning model. The decision tree is split into a plurality of multiway decision trees in a path-based formulation, each of the plurality of decision trees having an attribute not occurring more than once in each of the plurality of decision trees. A problem associated with the machine learning model is solved using one or more of the plurality of decision trees in which one or more decision rules of the decision tree are mapped using a mixed-integer program (MIPS).
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