Augmentation effects on least accurate performance. by John Kruper (18809386)

“…Almost none of the algorithms, across all augmentation levels, are as resilient to smaller training data as PCR Lasso (dashed line).…”

S1 Data - by Wenbing Shi (5806160)

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The structure of the data sample. by Wenbing Shi (5806160)

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Temporal trends of publications. by Christina Halmich (21637790)

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Geographical distribution of publications. by Christina Halmich (21637790)

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Number of publications found in each database with the corresponding search terms that include duplicates. by Christina Halmich (21637790)

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Flow diagram of the systematic selection. by Christina Halmich (21637790)

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Scatter plots of actual and forecasted values of different optimization algorithms for BiLSTM models in corn and wheat datasets. by Kaixuan Sun (4739976)

Illustration of the data augmentation approaches used to train the U-Net. (a) Original patch (b) Horizontally flipped (c) Vertically flipped (d) Rotation by 90 degrees (e) Gaussian... by Youssef Arafat (21009293)

Factor Augmented Matrix Regression by Elynn Chen (20947412)

“…<p>We introduce Factor-Augmented Matrix Regression (FAMAR) to address the growing applications of matrix-variate data and their associated challenges, particularly with high-dimensionality and covariate correlations. …”

Detailed characterization of the dataset. by Rodrigo Gutiérrez Benítez (19746443)

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Examples of EA selection rules (positive results). by Rodrigo Gutiérrez Benítez (19746443)

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Examples of SA selection rules (negative results). by Rodrigo Gutiérrez Benítez (19746443)

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Criteria for detailed characterization of the dataset. by Rodrigo Gutiérrez Benítez (19746443)

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Hyperparameters for each classification model. by Rodrigo Gutiérrez Benítez (19746443)

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SentiGAN configuration parameters. by Rodrigo Gutiérrez Benítez (19746443)

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Results for the baseline. by Rodrigo Gutiérrez Benítez (19746443)

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Examples of EA selection rules (negative results). by Rodrigo Gutiérrez Benítez (19746443)

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Example of back-translation based on Jacob and Shushma [8]. by Rodrigo Gutiérrez Benítez (19746443)

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Characterization of datasets. by Rodrigo Gutiérrez Benítez (19746443)

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