Title :
Financial Performance Evaluation of Post-Acquisition Based on SOM and Hopfield Neural Network
Author :
Hongjiu Liu ; Yanrong Hu ; Weimin Ma
Author_Institution :
Sch. of Manage., Changshu Inst. of Technol., CIT, Changshu, China
Abstract :
In this paper, we apply Self-Organized Mapping and Hopfield neural network to cluster characteristics of financial performance and predict the performance of post-acquisition. Financial characteristics of samples of targets are divided into three sorts very evidently by clustering of SOM. According to the financial variables of every sort, we build Hopfield network model to predict the sort of performance of test samples. Demonstration indicates the accuracy is 92.11%.
Keywords :
Hopfield neural nets; financial management; Hopfield neural network; SOM; financial performance evaluation; postacquisition; self-organized mapping; target sampling; Algorithm design and analysis; Artificial neural networks; Asset management; Clustering algorithms; Companies; Hopfield neural networks; Neurons;
Conference_Titel :
Management and Service Science (MASS), 2010 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-5325-2
Electronic_ISBN :
978-1-4244-5326-9
DOI :
10.1109/ICMSS.2010.5576514
