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Data Warehouse Based Generic Multi-Strategy Data Mining Tool-MSMiner

Posted on:2001-08-11Degree:MasterType:Thesis
Country:ChinaCandidate:X T YouFull Text:PDF
GTID:2178360185995601Subject:Computer software and theory
Abstract/Summary:PDF Full Text Request
With the rapid development and application of computer technologies, huge amount of data has accumulated. But much useful information is buried under the data. So the tools and technologies for discovering valuable information from the data intelligently and automatically is developed with great importance.This thesis studied how to integrate Data Warehouse with Data Mining technologies to provide fast, effective and multi-strategy data mining solutions. And based on this idea, we implemented a Generic Multi-Strategy Data Mining Tool -MSMiner.In order to effectively utilize metadata to control both data warehouse and data mining tasks, we designed an object-oriented metadata structure, in which the metadata is encapsulated into many objects and the objects are organized into a hierarchical model. The metadata is accessed through the object model. This design ensures the system good coherence and maintainabilityIn the thesis, we discussed the design of a simple but effective data warehouse platform. Through this platform we can effectively extract and integrate data from all kinds of data sources, and organize the integrated data into several subjects. The modeling of a subject is based on star-schema. The platform also provides strong...
Keywords/Search Tags:Data Warehouse, Data Mining, Object-Orienting, Metadata, Decision Tree
PDF Full Text Request
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