A study on safety accidents of children's products based on stacking framework

摘要

Relevant factors that concern to the safety accidents of children's products are studied. By the combination classification approach under the stacking framework, the model obtains the quantitative relationship among people, environment and damage in the Children's Products safety accidents by such machine learning methods and then gives the classification and prediction of damages according to people, environment and other factors. This study shall help the manufacturers in supplier management, production management, product safety design, the improvement of user manuals, effective safety education to users and other fields. This study shall also contribute to the government regulators' predictions of safety accidents of children's products.