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Recently, (Puniyani et al., 2010) constructed a system (called SPEX) and concluded that the local regression (LR) method taking advantage of the controlled term term interactions can get the best enhanced anatomical controlled term annotation results.
Therefore, we can do the stage classification and anatomical controlled term annotation simultaneously.
Both stage classification and anatomical controlled term annotation tasks are jointly completed.
Therefore, when the number of training data is scare, we can resort to both intrarelations and interrelations to make the decision for stage classification and anatomical controlled term annotation simultaneously.
During the 1930s, it was the most widely distributed gin and has a controlled term of origin.
The approach may perform better with controlled term or concept vocabularies, or could be further tested with Gene Ontology (GO) terms and other information in future studies.
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These are sometimes called ontologies, but true ontologies are more than just controlled terms.
Our joint classification framework will self-consistently amend the incorrect labels for stage and controlled terms.
All testing image bags are unlabeled with developmental stage and unannotated with anatomical controlled terms.
And again, our method consistently achieves best performance for most of the anatomical controlled terms.
A new PRW method was introduced to simultaneously propagate the stage labels and anatomical controlled terms via TG model.
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