ECG-classification

所属分类:matlab编程
开发工具:matlab
文件大小:5KB
下载次数:147
上传日期:2013-12-23 12:46:16
上 传 者Cesc_LJ
说明:  心电图是一种经胸腔的以时间为单位记录心脏的电生理活动,并通过皮肤上的电极捕捉并记录下来的诊疗技术,能警示人体心脏健康状况。我们对十种不同心脏状况的心电图(ECG)数据进行实验,在对原始数据进行了一系列预处理后,利用PCA和ICA进行特征提取降维得到新的特征空间,并利用支持向量机进行训练,最后对未分类心电数据进行分类标记并评价其性能。
(Electrocardiography (ECG) is a transthoracic interpretation of the electrical activity of the heart over a period of time, which can reflect the physical condition of a heart. We carry a series of experiments based on ten sets of different ECG data. First, we pre-process the raw data with data processing technology, and then we use the feature extraction technology of PCA and ICA to get a new feature space. At last we use support vector machine to train a model which can and finally predict and classify the unlabeled ECG data. We validate and optimize the model by evaluating its performance when training it.)

文件列表:
get_test_data.m (1027, 2013-01-21)
ica_classification.m (2338, 2013-02-25)
ica_predict_on_test.m (969, 2013-01-19)
pca_classification.m (2276, 2013-01-21)
predict_on_test.m (1109, 2013-01-21)
train_test_data.m (2589, 2013-02-25)

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