An Integrated Data Analytics Framework with Enhanced Security
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newlineABSTRACT
newlineData analytics (DA) is the science of extracting patterns, trends and actionable
newlineinformation from large sets of data. The growing nature of data from different sources
newlinewith inconsistent data formats like structured, semi-structured and unstructured data.
newlineTraditional IT infrastructure is simply not able to meet the demands of this new Data
newlineAnalytics landscape. Because of this primary problem, many enterprises are turning to
newlinethe open source approach as a potential solution to this unmet commercial need. As the
newlineamount of data, especially unstructured data, collected by organizations and enterprises
newlineexplodes, open source tools are emerging rapidly as one of the primary options for
newlinestoring and performing operations on that data. The secondary but a major problem for
newlinedata analytics is security. The rapid increase in usage of Internet and impact of various
newlinesocial networks amplify the already huge web volume resulting in high level security
newlineissues. The need of secured data analytics tool is mandatory in the business world. This
newlineneed is addressed in the proposed model, which is focusing on developing an unique
newlinetwo pass security enabled data analytics tool. This work concentrates on two different
newlineends of current business world needs, namely attribute based analytical report
newlinegeneration and better security model for clients. Hence the data to be analyzed is
newlineencrypted and decrypted by a novel technique. The software and hardware keys are
newlineprogrammed and embedded in a kit. When the user inserts that kit, an unique key will be
newlinegenerated using the combination of hardware and software. This will provide high level
newlineof authentication for the data to be analyzed. The data analytics part is performed with
newlineattribute based constraints enabled data extraction. This model is giving better
newlineperformance than the existing data analytical tools in both security and sensitive report
newlinegeneration.
newline