Abstract
Investigators publish new report on Ma chine Learning. According to news reporting from Suzhou, People's Republic of Ch ina, by NewsRx journalists, research stated, "Accurately forecasting financial t ime series in the dynamic shipping market is vital for stakeholders, such as shi powners, investors, brokers, and shipyards. This paper introduces an innovative hybrid machine learning model leveraging Light Gradient Boosting Machine (LightG BM) to enhance financial time series predictions within the international shippi ng sector."