NNBI: A Neural Network Based Business Intelligence Dashboard For A Clothing Store

U. Afzal, Areeba Fatima, Bushra Nadeem, Faiza Shermeen, S. Usmani
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引用次数: 0

Abstract

Business Intelligence (BI) plays an important role in decision support systems by analyzing business data. Demand forecasting is a primary part of a sales decision system. In this research work, a Neural Network based Business Intelligence (NNBI) dashboard is proposed for a sales decision system. Data is collected from a leading clothing brand, then NNBI executes data and uses Recurrent Neural Network (RNN) to predict daily, monthly and weekly sales. The accuracy of the prediction model (0.95) validates the performance of NNBI. Tableau, a well-known BI tool is used to design NNBI dashboard. A combination of graphs, charts and text is used to interactively present the sales information. Results of NNBI show that a BI dashboard with the analysis and prediction power of NN is a good fit for a business organization.
基于神经网络的服装商店商业智能仪表板
商业智能(BI)通过分析业务数据,在决策支持系统中发挥着重要作用。需求预测是销售决策系统的主要部分。在本研究中,提出了一种基于神经网络的商业智能(NNBI)仪表板的销售决策系统。数据从一个领先的服装品牌收集,然后NNBI执行数据并使用递归神经网络(RNN)预测每日,每月和每周的销售额。预测模型的准确率为0.95,验证了NNBI的性能。使用知名BI工具Tableau设计NNBI仪表板。使用图形、图表和文本的组合来交互式地呈现销售信息。结果表明,具有神经网络分析和预测能力的BI仪表板非常适合商业组织。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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