发明名称 |
METHOD, ELECTRONIC APPARATUS, AND COMPUTER READABLE MEDIUM OF CONSTRUCTING CLASSIFIER FOR DISEASE DETECTION |
摘要 |
The disclosure provides a method, an electronic apparatus, and a computer readable medium of constructing a classifier for disease detection. The method includes the following steps. A codebook of representative features is constructed based on a plurality of disease-irrelevant data. Transfer-learned disease features are extracted from disease-relevant bio-signals according to the codebook without any medical domain knowledge, where both the disease-irrelevant data and the disease-relevant bio-signals are time-series data. Supervised learning is performed based on the transfer-learned disease features to train the classifier for disease detection. |
申请公布号 |
US2017032221(A1) |
申请公布日期 |
2017.02.02 |
申请号 |
US201615220398 |
申请日期 |
2016.07.27 |
申请人 |
HTC Corporation |
发明人 |
Wu Meng-Hsi;Chang Edward |
分类号 |
G06K9/62;A61B7/04;A61B5/0402;A61B5/00;G06K9/46;G06T7/00 |
主分类号 |
G06K9/62 |
代理机构 |
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代理人 |
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主权项 |
1. A method of constructing a classifier for disease detection, adapted to an electronic apparatus, comprising:
constructing a codebook of representative features based on a plurality of disease-irrelevant data; extracting a plurality of transfer-learned disease features from a plurality of disease-relevant bio-signals according to the codebook, wherein both the disease-irrelevant data and the disease-relevant bio-signals are time-series data; and performing supervised learning based on the transfer-learned disease features to train the classifier for disease detection. |
地址 |
Taoyuan City TW |