关键词: 平衡积分卡, 启发式属性约简, BP神经网络, 供应链协同管理, 绩效评估

Abstract: Supply chain collaborative management is coordinated through the planning，organization and control of human，material，financial and information of supply chain system to achieve their goals.How about their collaborative management effectiveness? It can be verified through the performance evaluation which is one of important links of collaborative management. This article sets up a supply chain collaborative management performance evaluation model based on balanced scorecard，heuristic attribute reduction and BP neural network，and gives a practical example，firstly reduces its index based on the balanced scorecard system，then inputs the reduction index to BP neural network for intelligent training，Finally，inputs the evaluated sample to the trained network BP and gets evaluation value.The evaluating result is matched with the actual result.

Key words: balanced scorecard, heuristic attribute reduction, BP neural network, supply chain collaborative management, performance evaluation