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Neural Network Pruning Algorithm with Penalty OBS Process

Neural Network Pruning Algorithm with Penalty OBS Process
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摘要 Aimed at the great computing complexity of optimal brain surgeon (OBS) process, a pruning algorithm with penalty OBS process is presented. Compared with sensitive and regularized methods, the penalty OBS algorithm not only avoids time-consuming defect and low pruning efficiency in OBS process, but also keeps higher generalization and pruning accuracy than Levenberg-Marquardt method. Aimed at the great computing complexity of optimal brain surgeon (OBS) process, a pruning algorithm with penalty OBS process is presented. Compared with sensitive and regularized methods, the penalty OBS algorithm not only avoids time-consuming defect and low pruning efficiency in OBS process, but also keeps higher generalization and pruning accuracy than Levenberg-Marquardt method.
出处 《Journal of China University of Mining and Technology》 EI 2005年第1期52-55,共4页 中国矿业大学学报(英文版)
关键词 GENERALIZATION neural network pruning algorithm penalty method optimal brain surgeon CLC number:TP 183 神经网络 修剪算法 补偿法 脑外科 OBS
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