DATA MINING PLATFORM FOR KNOWLEDGE DISCOVERY FROM HETEROGENEOUS DATA TYPES AND/OR HETEROGENEOUS DATA SOURCES

Patent №

US 7,921,068

Granted

2011-04-05

Filed 2007

Owner

Lab

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

None on record

Dataset

AIPD

2023_r1 edition

Application

11928606

The data mining platform comprises a plurality of system modules, each formed from a plurality of components. Each module has an input data component, a data analysis engine for processing the input data, an output data component for outputting the results of the data analysis, and a web server to access and monitor the other modules within the unit and to provide communication to other units. Each module processes a different type of data, for example, a first module processes microarray (gene expression) data while a second module processes biomedical literature on the Internet for information supporting relationships between genes and diseases and gene functionality. In the preferred embodiment, the data analysis engine is a kernel-based learning machine, and in particular, one or more support vector machines (SVMs). The data analysis engine includes a pre-processing function for feature selection, for reducing the amount of data to be processed by selecting the optimum number of attributes, or “features”, relevant to the information to be discovered.

Machine learningNatural languageVisionKnowledge representationPlanningAI hardwareG06N 20/00G06F 18/2115G06F 18/2411G06N 20/10G06V 10/764G16B 25/10G16B 40/00G16B 40/20+4 more

AI classification

Machine learning1.00
AI hardware1.00
Planning1.00
Knowledge representation0.99
Natural language0.98
Vision0.53
Evolutionary computation0.00
Speech0.00
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DATA MINING PLATFORM FOR KNOWLEDGE DISCOVERY FROM HETEROGENEOUS DATA TYPES AND/OR HETEROGENEOUS DATA SOURCES · 44B