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Research Of Data Analysis And Data Visualization Based On Business Intelligence (BI) Dataset Using Linear Regression Algorithm

Posted on:2023-10-14Degree:MasterType:Thesis
Country:ChinaCandidate:L T S H E L A M U T O M B Full Text:PDF
GTID:2568306914478984Subject:Computer technology
Abstract/Summary:
Nowadays,we’re living in the world full of huge amount of data that has been generated quickly;day to day the information increases.Dataset get accumulated from several structures which is a barrier to get access to,then first being optimized,analyzed,and visualized and exploit.This paper is going to be focused on the problems that I am going to solve through business intelligence(BI)such as access to the data is limited,performance management is far from perfection,creating multiple systems takes too much time etc.,all these challenges will be solved by using linear regression algorithm(LR)which is an algorithm which identifies the relationship(correlation,difference)between dependent variables and independent variables.Therefore,there are many kinds of linear regression and in this case I will be using simple linear regression(SLR)helps me make advanced regression analysis then creating linear regression algorithm for making the correlation between dependent and independent variables.It is then I will predict the data not just for getting good insight and also foretell what will happen in the future,for example,knowing if the sales will decrease or increase in the company you are working for.For the enterprises to make good decision,growth of their income,ability to make faster,more informed business decisions,backed up by facts,deeper understanding of customer requirements which,in turn,builds better business relationships,otherwise will help your company,shop to keep your customers than for them moving to your competitors.
Keywords/Search Tags:Data Analysis, Data Visualization(ViZ), Business Intelligence(BI), Python(Google Colab), Simple Linear Regression(SLG), Tableau Desktop
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