OPTIMAL CONSTRAINED MULTIWAY SPLIT CLASSIFICATION TREE

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United States of America Patent

APP PUB NO 20240070476A1
SERIAL NO

17899534

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Abstract

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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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Patent Owner(s)

Patent OwnerAddress
INTERNATIONAL BUSINESS MACHINES CORPORATIONNEW ORCHARD ROAD ARMONK NY 10504

International Classification(s)

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  • 2022 Application Filing Year
  • G06N Class
  • 11536 Applications Filed
  • 3514 Patents Issued To-Date
  • 30.47 % Issued To-Date
Click to zoom InYear of Issuance% of Matters IssuedCumulative IssuancesYearly Issuances20222023202420250255075100

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Ettl, Markus Yorktown Heights, US 53 601
Subramanian, Shivaram Frisco, US 41 203
Sun, Wei Scarsdale, US 828 5397

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Citation count rangeNumber of patents cited in rangeNumber of patents cited in various citation count ranges11654401 - 10050100150200250300350400450500550600650700750800850900950100010501100115012001250

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