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This method uses the cross-entropy function to optimize probabilities around the label y, concentrating the network distribution near the label values. The final overall loss is derived by combining these 2 components with appropriate weighting.
We implement a method for calculating the skew IOU, incorporating triangulation. Figure 2 illustrates the geometric principles. Our objective is to calculate the IOU for each pair of skew rectangles.
J Med Internet Res 2025;27:e74402
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Periodic waves corresponding to the top five power values were identified, with their summed ranks on the y-axis used to indicate intensity (see Figure 3 D). Lower ranks reflected stronger intensity, highlighting shared periodic waves (x-axis) among participants.
The period indicates the reciprocal of the frequency. The ranking score indicates the power spectrum in descending order from the maximum value.
Figure 4 shows differences in periodic waves between groups for LV and entropy.
J Med Internet Res 2025;27:e71658
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Solid blue lines show the line of best fit from mixed-effects linear regression models, and dashed black lines show the identity line (y=x). The plotted values are the normalized scratch durations and normalized scratch frequencies. Each point represents observed scratching from 1 participant night. The x-axis and y-axis use a log-transformed scale with tick labels shown on the original scale. Each point is colored according to the study cohort.
J Med Internet Res 2025;27:e72216
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