Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  aim to classify surface electromyography (sEMG) by using Attribute Bagging-Radial Basis Function (AB-RBF) hybrid classifier. Eight normally-limbed individuals re recruited to participate in the experiments. Each subject was instructed to perform six kinds of finger movements and each movement was repeated 50 times. Features re extracted using wavelet transform and used to train the RBF classifier and the AB-RBF hybrid classifier. The experiment results shod that AB-RBF hybrid classifier achieved higher discrimination accuracy and stability than single RBF classifier. It proves that integrating classifiers using random feature subsets is an effective method to improve the performance of the pattern recognition system.
['Rencheng Wang', 'Yiyong Yang', 'Xiao Hu', 'Fangfang Wu', 'Dewen Jin', 'Xiaohong Jia', 'Fang Li', 'Jichuan Zhang']
I am writing a research paper on a idea A hybrid AB-RBF classifier for surface electromyography classification
[{"from": "human", "value": "I am writing a research paper on a idea A hybrid AB-RBF classifier for surface electromyography classification"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  aim to classify surface electromyography (sEMG) by using Attribute Bagging-Radial Basis Function (AB-RBF) hybrid classifier. Eight normally-limbed individuals re recruited to participate in the experiments. Each subject was instructed to perform six kinds of finger movements and each movement was repeated 50 times. Features re extracted using wavelet transform and used to train the RBF classifier and the AB-RBF hybrid classifier. The experiment results shod that AB-RBF hybrid classifier achieved higher discrimination accuracy and stability than single RBF classifier. It proves that integrating classifiers using random feature subsets is an effective method to improve the performance of the pattern recognition system."}]