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MD performed CTLA-4 transcript analysis, supervised sample collection, ELISA, and cytometry analysis.
Coordinated and supervised sample and clinical data collection, obtained consent: SES, LDS.
SvS supervised sample selection and preparation, microarray analysis and critically read and commented on the manuscript.
JAR participated in the study design, supervised sample preparation and DNA extraction, and critically reviewed and revised the text.
JGC and NDL helped conceive and design the study, supervised sample collection and analysis, and reviewed and commented on the manuscript.
AN conceived of the project, obtained funding, coordinated various sites, supervised sample processing and analysis, assisted with data analysis and interpretation and reviewed the manuscript.
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Thus, the system is not able to classify with a small number of supervised samples.
Experiments show that compared to a random sampling strategy, the proposed supervised sampling method significantly reduces the number of samples needed to achieve the same level of accuracy, even when the training image is not optimally chosen.
36 In supervised algorithms, sample labels such as good- or poor-outcome are required to train the model before making decisions.
In this article, object detection results based on Active Basis [4] are developed to replace supervised learning samples in object segmentation.
For supervised clustering, samples from the two phenotypic groups (infiltrative/invasive and noninfiltrative/noninvasive according to histopathological criteria) were allocated to equivalent training and testing sets without preset criteria (Table 2).
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