- 专利标题: Artificial intelligence system for training a classifier
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申请号: US15161452申请日: 2016-05-23
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公开(公告)号: US09971973B1公开(公告)日: 2018-05-15
- 发明人: Justin N. Smith , David Alan Clark
- 申请人: Applied Underwriters, Inc.
- 申请人地址: US NE Omaha
- 专利权人: Applied Underwriters, Inc.
- 当前专利权人: Applied Underwriters, Inc.
- 当前专利权人地址: US NE Omaha
- 代理商 Mark Nowotarski
- 主分类号: G06F17/00
- IPC分类号: G06F17/00 ; G06N99/00 ; G06F17/30 ; G06N7/00
摘要:
An artificial intelligence system for training a classifier has a database of training data and a modeling system for building a classification model based on the training data. The database has a binary classification for each entity and binary tokens indicating whether or not one or more indicators about the entity are true. The classification model is based on a tempered indication of the tokens. The tempered indication is a ratio of a weighted sum of the tokens for each entity divided by a tempering factor for each of the entities. The tempering factor is a function of the unweighted sum of the tokens for each entity. Thus the tempering factor will reduce the tempered indication when large numbers of low weight tokens are present so that the model does not over predict the probability of an entity being in the classification.
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