A NOVEL APPROACH FOR DATA ANALYSIS BASED ON SIMULTANEOUS DATA TYPES TEXT, IMAGE, AND NUMBER
Journal: International Journal of Computer Science and Mobile Computing - IJCSMC (Vol.9, No. 1)Publication Date: 2020-01-30
Authors : Udhayakumarapandian; Srinethe S;
Page : 1-11
Keywords : Data analytics; Employee attrition; Sentiment analysis; Regression; Classifier; ensemble;
Abstract
The amount of data present in the world increases by terabytes every second. The need for a proper approach to analyse them plays a vital role in the betterment of the data analytics field. With the appropriate approach, even untrained data-savvy people will be able to exploit the availability of data and gain useful information from them. The combined knowledge extracted from the one dimensional data i.e. textual and numerical data as well the two dimensional i.e. images will aid us to do valuable manipulations on the data for hidden patterns to interpret better decision making. Though there are many approaches for numerical analysis of data, there are no specific approaches to combine image/textual analysis of data with its mathematical counterpart. In this study, we address this challenge in order to get better accuracy and performance ultimately. Finally we stand on the point of application of any type and we enumerate few examples in our endeavour to explain the process.
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Last modified: 2020-01-07 23:43:26