基本信息:
- 专利标题： UNDERSTANDING DEEP LEARNING MODELS
- 申请号：US17618678 申请日：2019-06-14
- 公开(公告)号：US20220101140A1 公开(公告)日：2022-03-31
- 发明人： Perepu SATHEESH KUMAR , SARAVANAN M
- 申请人： Telefonaktiebolaget LM Ericsson (publ)
- 申请人地址： SE Stockholm
- 专利权人： Telefonaktiebolaget LM Ericsson (publ)
- 当前专利权人： Telefonaktiebolaget LM Ericsson (publ)
- 当前专利权人地址： SE Stockholm
- 国际申请： PCT/IN2019/050455 WO 20190614
- 主分类号： G06N3/08
- IPC分类号： G06N3/08
摘要：
A method for explaining deep-learning models is provided. The method includes extracting a set of features from a first deep-learning model for a first set of training data; clustering the set of features into N groups, wherein N represents a number of unique labels in the first set of training data; forming a clustering matrix from the N groups; and determining dominant columns in the clustering matrix to form a subset of the set of features.