Computerized method, system and program product for generating a data mining model
AssigneeInternational Business Machines Corporation
InventorsFeng-wei Chen Russell, Ameet M. Kini, John A. Medicke, Jr., Betsy M. Plunket, Ashish Sureka
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Abstract
A computerized method, system and program product for generating a data mining model. A user can provide objectives for the model and sample data to train, validate, and test the model. A rules system can automatically select a set of algorithms based on the objectives and/or sample data. A plurality of datasets can also be created from the sample data. Using the datasets, the set of algorithms can be optimized for the particular data on which it is intended to be used. The data mining model can then be generated from the optimized set of algorithms.
Claims3
A program product stored on a recordable medium for generating a data mining model, which when executed comprises:
- program code for automatically generating a plurality of datasets from sample data, each dataset including a unique subset of the sample data, wherein the program code for generating the plurality of datasets includes program code for shuffling the sample data, placing the shuffled sample data into a plurality of partitions, and including each partition in one of the plurality of datasets;
- program code for automatically selecting a set of algorithms based on objectives for the data mining model, wherein the program code for automatically selecting selects a rule from a best practices database based on an objective for the data mining model, and determines at least one of:
- an algorithm or a tuning parameter for an algorithm using the rule;
- program code for optimizing the set of algorithms using the plurality of datasets;
- and
- program code for generating the data mining model based on the optimized set of algorithms, wherein the data mining model mines data when executed.
Dependencies are inferred from the claim text.