发明名称 |
INSTANCE WEIGHTED LEARNING MACHINE LEARNING MODEL |
摘要 |
An instance weighted learning (IWL) machine learning model. In one example embodiment, a method of employing an IWL machine learning model to train a classifier may include determining a quality value that should be associated with each machine learning training instance in a temporal sequence of reinforcement learning machine learning training instances, associating the corresponding determined quality value with each of the machine learning training instances, and training a classifier using each of the machine learning training instances. Each of the machine learning training instances includes a state-action pair and is weighted during the training based on its associated quality value using a weighting factor that weights different quality values differently such that the classifier learns more from a machine learning training instance with a higher quality value than from a machine learning training instance with a lower quality value. |
申请公布号 |
EP2936334(A4) |
申请公布日期 |
2016.05.11 |
申请号 |
EP20130864581 |
申请日期 |
2013.12.20 |
申请人 |
INSIDESALES.COM INC. |
发明人 |
MARTINEZ, TONY, RAMON;ZENG, XINCHUAN |
分类号 |
G06F15/18;G06N3/04;G06N99/00 |
主分类号 |
G06F15/18 |
代理机构 |
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代理人 |
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主权项 |
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地址 |
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