کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
425024 685670 2007 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Distributed data mining on Agent Grid: Issues, platform and development toolkit
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
Distributed data mining on Agent Grid: Issues, platform and development toolkit
چکیده انگلیسی

Centralized data mining techniques are widely used today for the analysis of large corporate and scientific data stored in databases. However, industry, science, and commerce fields often need to analyze very large datasets maintained over geographically distributed sites by using the computational power of distributed systems. The Grid can play a significant role in providing an effective computational infrastructure support for this kind of data mining. Similarly, the advent of multi-agent systems has brought us a new paradigm for the development of complex distributed applications. During the past decades, there have been several models and systems proposed to apply agent technology building distributed data mining (DDM). Through a combination of these two techniques, we investigated the critical issues to build DDM on Grid infrastructure and design an Agent Grid Intelligent Platform as a testbed. We also implement an integrated toolkit VAStudio for quickly developing agent-based DDM applications and compare its function with other systems.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Future Generation Computer Systems - Volume 23, Issue 1, 1 January 2007, Pages 61–68
نویسندگان
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