System and method of generating associations
AssigneeInternational Business Machines Corporation
InventorsRamesh C. Agarwal, Charu C. Aggarwal, V. V. V. Prasad
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AssigneeInternational Business Machines Corporation
InventorsRamesh C. Agarwal, Charu C. Aggarwal, V. V. V. Prasad
Estimating the term…
A method for automatically generating associations of items included in a database. A user first specifies a support criteria indicating a strength of desired associations of items contained in the said database. Then, a recursive program is executed for generating a hierarchical tree structure comprising one or more levels of database itemsets, with each itemset representing item associations determined to have satisfied the specified support criteria. The recursive program includes steps of: characterizing nodes of the tree structure as being either active and enabling generation of new nodes at a new level of the tree, or inactive, at any given time; enabling traversal of the tree structure in a predetermined manner and projecting each of the transactions included in the database onto currently active nodes of the tree structure to generate projected transaction results; and, counting the projected transaction results of the projected transactions at the active nodes to determine whether the further itemsets satisfy the specified support criteria. All itemsets meeting the specified support criteria are added to the tree structure at a new level.
A system for automatically generating associations of items comprising a plurality of transactions with each transaction including one or more items capable of forming said associations, said system comprising:
A method for automatically generating associations of items in a system including a plurality of transactions with each transaction including one or more items capable of forming said associations, said method comprising:
A program storage device readable by a machine, tangibly embodying a program of instructions executable by the machine to perform method steps for automatically generating associations of items in a system of transactions wherein each transaction includes one or more items capable of forming said associations, said method steps comprising:
Dependencies are inferred from the claim text.