The design and use of the TMiner component-based data mining framework

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摘要

This paper provides some practical guidelines for the design of data mining frameworks. It describes the rationale behind some of the key design decisions that guided the design, development, and implementation of the TMiner component-based data mining framework. TMiner is a flexible framework that can be used as a stand-alone tool or integrated into larger business intelligence (BI) solutions. TMiner is a general-purpose component-based system designed to support the whole KDD process into a single framework and thus facilitate the implementation of complex data mining scenarios.

论文关键词:Data mining,Component-based systems,Application frameworks,Software architecture,Design patterns,Design guidelines,Usage modes

论文评审过程:Available online 3 December 2008.

论文官网地址:https://doi.org/10.1016/j.eswa.2008.11.033