The assessment of environment effect of foreign trade based on BP neural network and multipe linear regression

A Fuzzy Ensemble Method With Deep Learning for Multi-Robot System

“…The FIRA (Federation of International Robotsoccer Association) [29] 11-vs-11 simulator is used for this experiment as a multi-agent system, as shown in Fig.6. The competitors include Multiple linear regression (MLR) [12], BP neural network method [15], and a Bayesian method [14]. Scene factors are the premise for the situation assessment.…”

“…20 groups are selected as the test set. In the training period, we randomly selected 100 groups of the training samples to compare the training effects of the proposed method and the renowned Bayesian training method [14]. After the training, in the test period, we test three different methods, including the proposed method, BP-NN method, and the MLR method via the test set.…”

“…Recently, some artificial intelligence methods have been leveraged to achieve situation assessments, such as the Bayesian method [12], evidence theory [13], multiple linear regression [14], BP neural network [15]. The multiple linear regression method maps scene factors into a result of the situation assessment in a linear way.…”