An Inference Mechanism Framework for Association Rule Mining
نویسندگان
چکیده
منابع مشابه
An Inference Mechanism Framework for Association Rule Mining
Available approaches for Association Rule Mining (ARM) generates a large number of association rules, these rules may be trivial and redundant and also such rules are difficult to manage and understand for the users. If we consider their complexity, then it consumes lots of time and memory. Sometimes decision making is impossible for such kinds of association rules. An inference approach is req...
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Association rule mining has wide variety of research in the field of data mining, many of association rule mining approaches are well investigated in literature, but the major issue with ARM is, huge number of frequent patterns cannot produce direct knowledge or factual knowledge, hence to find factual knowledge and to discover inference, we propose a novel approach AFIRM in this paper followed...
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A great research work has been done in last decade in association rules mining (ARM) algorithms . Therefore, various algorithms were proposed to discover frequent item sets and then mine association rules. Apriori algorithm is the most frequently used algorithm for generating association rules. Apriori algorithm has some abuses, such as too many scans of the database, large load of system’s I/O...
متن کاملA Framework for Efficient Association Rule Mining in XML Data
In this paper, we propose a framework, called XAR-Miner, for mining ARs from XML documents efficiently. In XAR-Miner, raw data in the XML document are first preprocessed to transform to either an Indexed XML Tree (IX-tree) or Multi-relational Databases (Multi-DB), depending on the size of XML document and memory constraint of the system, for efficient data selection and AR mining. Concepts that...
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The performance of a database is greatly affected by the performance of its indexes. An industrial quality database typically has several indexes associated with it. Therefore, the design of a good quality index is essential to the success of any nontrivial database. Parallel to their significance, indexed data structures are inherently complex applications that require a lot of effort and cons...
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ژورنال
عنوان ژورنال: International Journal of Advanced Research in Artificial Intelligence
سال: 2014
ISSN: 2165-4069,2165-4050
DOI: 10.14569/ijarai.2014.030901