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28 August 2025
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N 18:43 | Augmenting real data with synthetic data 2 changes history +3,742 [Lorikrammer (2×)] | |||
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18:43 (cur | prev) +64 Lorikrammer talk contribs Tag: Visual edit | |||
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18:23 (cur | prev) +3,678 Lorikrammer talk contribs (Created page with "In biomedical research, small sample sizes often pose challenges for developing robust machine learning models and evaluating computational scalability. To overcome this limitation, we have designed an algorithm that utilizes conditional Generative Adversarial Networks (cGANs) to generate synthetic data, effectively expanding available datasets. While synthetic data may not always improve model accuracy, it provides researchers with the ability to assess computational ef...") Tag: Visual edit | |||
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N 18:42 | Model Training and Validation 4 changes history +8,408 [Lorikrammer (4×)] | |||
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18:42 (cur | prev) +60 Lorikrammer talk contribs Tag: Visual edit | |||
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18:41 (cur | prev) +48 Lorikrammer talk contribs Tag: Visual edit | |||
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18:41 (cur | prev) +138 Lorikrammer talk contribs Tag: Visual edit | |||
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18:38 (cur | prev) +8,162 Lorikrammer talk contribs (Created page with "The initial cohort of models submitted along with the initial release of the PredictMod platform were built using a wide variety of techniques for handling every stage, from data ingestion through modeling. Such techniques included: K-nearest neighbors, Synthetic Neighbor Oversampling Technique (SMOTE), and Leave-One-Out-Cross-Validation (LOOCV) (for data sampling and harmonization); conditional Generative Adversarial Networks (cGANs), SMOTE, multivariate kernel density...") Tag: Visual edit | |||
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m 18:20 | PredictMod User Guide 5 changes history +1,556 [Lorikrammer (5×)] | |||
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18:20 (cur | prev) +20 Lorikrammer talk contribs (→'Try it Out' Example Query Builder) Tag: Visual edit | |||
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18:12 (cur | prev) +38 Lorikrammer talk contribs Tag: Visual edit | |||
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18:11 (cur | prev) +15 Lorikrammer talk contribs Tag: Visual edit | |||
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18:10 (cur | prev) +52 Lorikrammer talk contribs (→Automated Pipeline Tool) Tag: Visual edit | |||
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18:10 (cur | prev) +1,431 Lorikrammer talk contribs (→'Try it Out' Example Query Builder) Tag: Visual edit | |||
| m 18:14 | PredictMod Frequently Asked Questions diffhist +280 Lorikrammer talk contribs (→Who can register for a PredictMod account?) | ||||