The generation of forecasts is without a doubt one of the most significant areas in any
sector's operations. The ability of forecasting algorithms to deliver an accurate result is …

This data analysis project delves into the vast dataset of one of the world's largest retail
giants, Walmart, to uncover valuable insights and trends within its operations. By harnessing …

Business owners and managers need strategic information to plan and execute their
decisions regarding business operations. They work in a cyclic plan of execution and …

Sales forecasting is an important aspect of modern market intelligence. A reliable revenue
forecast will help a company preserve capital on unnecessary product, prepare better for the …

Various forecasting algorithms have been investigated in various cases. Forecasting is an
important activity, especially in the sales area. Accurate sales forecasting is a support …

Enhancement of the profitability of any business organization is driven by proper forecasting.
However, this is challenging as many factors affect the forecasting and the degree of …

Every business organization depends on the intelligent decision analytical system to
analyze consumer behavior. This analysis and prediction can impact mainly the demand …

In this study, three new regression models are created for magnitude-type conversion with
different machine learning algorithms (linear regression, regression trees, support vector …

New product sales prediction is crucial for the digital economy as it enables businesses to
make informed decisions about product development, inventory management, marketing …

针对多维时间序列分析传统方法多数需要依靠手动建立时间依赖关系探索历史数据中隐含规律
的问题, 提出一种自回归神经网络方法. 首先, 通过卷积神经网络(CNN) 和双向长短期记忆网络 …