Abstract The emission of blast furnace (BF) exhaust gas has been criticized by society. It is momentous to quickly predict the comprehensive coke ratio (CCR) BF, because CCR one important indicators for evaluating emissions, energy consumption, and production stability, also affects composite economic benefits. In this article, 13 data-driven prediction techniques, including six conventional se...