Selective Storing of Mining Models for Enabling Interactive Data Mining

Patent №

US 8,380,740

Granted

2013-02-19

Filed 2010

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

3

ml · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12951542

Computerized methods, data processing systems, and computer program products for storing of data mining models (DMMs) are provided. A new DMM is created having at least one of the following characteristics: quality and complexity. The new DMM is handled as a candidate for storing in a storage device if a predefined criterion for the characteristics is met. The sum of the sizes of the new DMM and already stored DMMs is determined. In response to the sum falling below a storage limit, the new DMM is stored in the storage device. In response to the sum exceeding the storage limit, a decision is taken based on priorities of the DMMs which DMMs to store in the storage device. The priorities depend at least on access frequencies of the DMMs. Upon a data mining request, a corresponding DMM is determined and a user is requested to confirm that data mining is to proceed if quality of the determined DMM does not fulfill a further predefined criterion.

AI classification

Machine learning0.99
AI hardware0.96
Planning0.64
Vision0.17
Knowledge representation0.16
Natural language0.00
Speech0.00
Evolutionary computation0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 253960133

Assignors

LANG, ALEXANDER, MITSCHANG, BERNHARD, DE LOS REYES, RUBEN PULIDO, SIEB, CHRISTOPH, WURST, MICHAEL

On an employer assignment, the assignors are typically the inventors.

From the same owner

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