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Make sure the 'Label data with smart tags' box is checked, then check 'Financial Symbol (Smart tag lists)' box, and select 'Ok' on both windows to get back to the worksheet.
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It can be assumed that an unlabeled data x u and a labeled data with the highest similarity to x u may share the same label.
Using machine learning based approaches to label data sources with ontological concepts automatically, and thus relieving users of the burden of manual data source tagging, is one of our future research goals.
In our gazetteer, the names gleaned from specimen label data are associated with current place names.
We accessed the portal (February 2010) for each species in our study, which primarily comprises herbarium collections with label data, and used only those collections with geolocations.
During remote image classification, accurately classifying ships with insufficient label data is a well-known challenge.
Be accompanied by ready-to-mount labels (permanent ink on acid free paper) with complete label data (see Specimen Data and Label Templates).
In this model, both labeled data samples (with values for both two types of variables) and unlabeled data samples (with values only for routinely recorded variables) can be effectively used.
Our results show that an excellent performance is obtained using very few labelled data complemented with unlabelled data (semi-supervised approach), which motivates the use of weed maps to design site-specific weed control strategies just when farmers implement the early post-emergence weed control.
We were therefore delighted when BioMed Central not only enthusiastically adopted the idea but took positive steps to implement this as part of their publication process, for example by labelling data items with the OKF's "OPEN DATA" logo.
Naturally, real music recordings would be preferable, but the chosen concept provides a labeled data base with onset times, pitches, and the instruments being played which is sufficiently large to apply our experimental design.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com