Search Results - "Barea Barea, Francisco"

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    Improving classification accuracy using data augmentation on small data sets by Moreno-Barea, Francisco J., Jerez, José M., Franco, Leonardo

    Published in Expert systems with applications (15-12-2020)
    “…•State of the art techniques for data augmentation applied to small data sets obtaining good quality synthetic data.•Prediction accuracy can be increased in…”
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    Journal Article
  2. 2

    Application of data augmentation techniques towards metabolomics by Moreno-Barea, Francisco J., Franco, Leonardo, Elizondo, David, Grootveld, Martin

    Published in Computers in biology and medicine (01-09-2022)
    “…Niemann–Pick Class 1 (NPC1) disease is a rare and debilitating neurodegenerative lysosomal storage disease (LSD). Metabolomics datasets of NPC1 patients…”
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    Journal Article
  3. 3

    Data Augmentation Meta-Classifier Scheme for imbalanced data sets by Moreno-Barea, Francisco J., Jerez, Jose M., Franco, Leonardo

    “…Categorical data obtained from real-world domains are commonly imbalanced, as they often present more number of samples belonging to one of the classes…”
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    Conference Proceeding
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    Forward Noise Adjustment Scheme for Data Augmentation by Moreno-Barea, Francisco J., Strazzera, Fiammetta, Jerez, Jose M., Urda, Daniel, Franco, Leonardo

    “…Data augmentation has been proven particularly effective for image classification tasks where a significant boost of prediction accuracy can be obtained when…”
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    Conference Proceeding
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