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Two methods of evaluating the performance of a PLSA model, log likelihood on the training data and perplexity on the held out, were used.
The annealing parameter β was initialized to value of 1.0 and decremented in increments of 0.25 to see if performance improves on the held out dataset.
Finally, the CRF model was trained on a set of clinical notes with gold-standard annotations before executing entity detection on the held out test set (see "Experiments" section for the detailed setup of the experiments).
The latter is usually assessed by cross-validation experiments, where part of the dataset is used to learn the regression function, which is used to predict the output y on the held out part.
"While they certainly can be inflicted by an assailant in a homicidal scenario, they also fit in with someone repeatedly impaling themselves on the held knife so that the wounds are all in that same area," Dr. Wecht said.
Similar(55)
In total there were about 90 animals on the holding.
When animals are no longer kept on the holding this should be reported.
The holding database contains information on postal address, species kept and approximate number of animals kept on the holding.
The manipulator on the right held the intracellular recording microelectrode.
Tighten the bolt on the clamp holding the fuel filter.
Flick the Hold Switch on and off.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com