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In the semi-supervised document clustering, each cluster is represented by a language model.
Term co-occurrence probabilities are considered in the semi-supervised document clustering process to capture term-to-term dependence relationships.
This paper investigates a framework that actively selects informative document pairs for obtaining user feedback for semi-supervised document clustering.
- Supervised and semi-supervised training – We distinguish between supervised and semi-supervised training.
Participants maintained a case log, documenting both 100 supervised cases and pre-specified numbers of essential procedures, such as adult and pediatric resuscitations, thoracentesis, and splinting/casting (Table 2).
Some of the positive examples used in the supervised learning stage are also documented in Yeastract.
The consequence of poorly trained or supervised poll workers has been well documented by voting rights groups.
"The documents underscore how closely supervised the program was by officials in Washington," said Jameel Jaffer of the American Civil Liberties Union, whose Freedom of Information Act lawsuit forced disclosure of the records.
Patients with recurrent malaria either due to P. vivax or P. falciparum, will have their treatment supervised and clinical and parasitological recovery documented and continue in the study.
When Germany was still seperated, he was one of the very few and actually the first journalists from the West who was given the permission to enter and document East Germany (it was strictly supervised, of course).
Figure 2 illustrates this difference between standard QA, for which explicit answers are found in retrieved documents, and deep QA, for which implicit answers are found in the output of a supervised classifier applied a posteriori on these retrieved documents.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com