Analysis of the data with multiple features in retail domain
Journal Title: International Journal of Research in Computer and Communication Technology - Year 2013, Vol 2, Issue 10
Abstract
In enterprise data mining applications it is crucial to develop effective techniques for mining rules combining necessary information from multiple relevant business areas,catering for real business settings and decision-making actions rather than just providing a single line of patterns. Here we adopt combined mining as a general approach to mining for informative rules combining components of multiple features.Association rules are one of the most impressive techniques for the analysis of attribute associations in a given dataset related to applications related to retail, bioinformatics, and sociology. but often produces large collections of association rules that are difficult to understand and put into action. Through classical association mining many redundant rules are generated which may be not useful for business analysis. The proposed framework helps in generating the combined rules which gives informative knowledge for business by combining static and transactional data mining combined patterns to extract useful and actionable knowledge from a large amount of learned rules. Experimental results on retail data set demonstrate the effectiveness and potential of the proposed approach in extracting actionable knowledge from complex data.
Authors and Affiliations
Mrs. Bhavini A. Shah, Vaishali Suryawanshi
Keywords
Related Articles
- EP ID EP27699
- DOI -
- Views 291
- Downloads 4
Optimum Loss Allocation in Radial Distribution Systems
In this paper, the proposed method has the advantage that no assumptions are made in the allocation of real power losses as opposed other algorithms available in the literature. A detailed comparison of the real loss...
An Enhanced Technique for Transferring the Image Using Wavelet SVD Mosaic Images Under Color Retrieval Mode
Insurance about advanced media content need turned into a progressively paramount issue for content managers also administration suppliers. Likewise watermark distinguished about illustration, a major engineering org...
http://www.ijrcct.org/index.php/ojs/article/download/1385/pdf
A performance efficient asynchronous parallel Self Timed Adder(PASTA) is presented in this paper. This adder achieves better performance even without any speedup circuitry/lookahed schem/carry skip unit. Skew problem...
Optical Internet Security: A new Time based threat identification and its prevention
Optical Internet (OI), which are driving the demand for increased transmission rates and bandwidth – hungry applications and its services using dedicated optical routers. To cater this huge bandwidth demand, Transmis...
Effective Keyword Search on XML data- Using FMADM
Efficient state of the art query retrieval systems are implemented over RDBMS databases but not for XML based storages. Fuzzy type-ahead search, though not a new concept for RDBMS based systems, it is a new informati...