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In Figure 11, we show qualitative results of some examples of classified frames.
Figure 11 Some examples of classified frames in the real-conditions evaluation of the 3D-FE method.
Examples of classified ads websites are Craigslist and eBay Classifieds.
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Hybrid learning methods use theoretical knowledge of a domain and a set of classified examples to develop a method for accurately classifying examples not seen during training.
In order to train any supervised machine-learning classifier it is required to have a gold standard training set of classified examples.
On the other hand, a hybrid learning system provides an explanation capability to trained Neural Networks through acquiring symbolic knowledge of a domain, refining it using a set of classified examples along with Connectionist learning techniques and, finally, extracting comprehensible symbolic information.
In classification learning, the learning system is presented with a set of classified examples.
The procedure is stopped when the number of correctly classified examples of the validation set no longer increases significantly.
The correlation coefficient C is defined as: (2) where p and n are the number of correctly classified examples of the positive and negative class, respectively; o is the number of examples of the negative class predicted as belonging to the positive one, and u is the number of examples of the positive class predicted as belonging to the negative one.
On the part, the group put forward examples of past cases around the misuse of classified documents, such as National Security Advisor Sandy Berger and CIA Directors David Petraeus and John Deutch.
One example: The continuing investigation of alleged leaks of classified security information from the Obama White House.
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