Method and apparatus for managing recommendation models
US-9218605-B2 · Dec 22, 2015 · US
US8977580B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-8977580-B2 |
| Application number | US-201113703536-A |
| Country | US |
| Kind code | B2 |
| Filing date | Jun 8, 2011 |
| Priority date | Jun 14, 2010 |
| Publication date | Mar 10, 2015 |
| Grant date | Mar 10, 2015 |
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The present invention has its objective to provide a defect classification apparatus which suppresses over-fitting and accurately classify the defect type of a defect. A defect classification apparatus is provided in which a data point indicating feature information of a defect to be classified having an unknown defect type is mapped to a point in a mapping space having a dimensional number higher than the number of features constituting the feature information, and the defect type of the defect to be classified is classified based on in which of two regions of defect type, which are formed by separating the mapping space by a decision boundary, the mapped point is located, wherein a discriminant function indicating the decision boundary is determined by adopting a weight which minimizes the sum of the classification error, which corresponds to the accuracy in classifying a training defect dataset, and a regularization term, which has a positive correlation with the dimensional number of the decision boundary, as the weight for each feature constituting the discriminant function.
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The invention claimed is: 1. A defect classification apparatus in which a data point indicating feature information whose components include a plurality of features indicating attributes of a defect to be classified having an unknown defect type is mapped to a point in a mapping space which has a dimensional number higher than the number of the features constituting the feature information, and determination is made as to which of two regions of defect type, which are formed by sep…
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