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Our gold standard was based on the classifications of three experienced observers, and they all agreed in 87% of the cases.
Figure 9 The sample of candidate classifications of three podcast sites: (a) MIT, (b) SA, and (c) SP. Table 2 shows the advertisement classification rate and the candidate segmentation percentage of the three podcast websites.
Collecting a set of more than 4,200 candidate mitotic figures, we evaluate pathologists' agreement on individual figures, and train a computerized system for mitosis detection, comparing its performance to the classifications of three pathologists.
Here we reached very good results applying a very simple ensemble technique by intersecting the classifications of three methods, K- Nearest Neighbors [ 24], Random Forest [ 25] and Support Vector Machine [ 26], that are widely used and are among those with the best average performance when applied to biological data [ 21, 22].
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The last six rows of Table 5 represent expression data for binary classifications of six different subtypes of acute lymphoblastic leukemia (ALL).
The classification of three general groups of Pacific islanders -- Polynesians ("many islands"), Melanesians ("dark islands") and Micronesians ("little islands") -- was itself a European invention.
Firstly, a probabilistic neural network was trained to predict the classification of three possibilities: no fibres (electrospraying); beaded fibres; and smooth fibres with >80% correct predictions.
Observation of the predicted fields led to a classification of three distinct types of sample loss mechanisms, which, in turn inspired sample designs that minimize each loss type.
The architecture consisted of 61 inputs neurons, 3 hidden layers and 3 output neurons was found optimum in sense of learning time for classification of three pollutants.
a The SVM classification of three polarimetric parameters.
The main part of Porphyry's text offered medieval logicians the basis for a classification of three types of singular term.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com