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Device for Automating Sorting of Haploid Maize Kernels Uses Spectroscopy to Rapidly Distinguish and Sort Haploid Seeds for Maize Breeding Single kernel near-infrared reflectance spectroscopy (NIRS) has been refined to sort haploid kernels created for use in maize breeding. Using the methods developed by UF’s researchers should reduce labor costs associated with manual sorting of seeds and multiply... Published: 2/22/2024   |   Inventor(s): Andrew Settles, Jeffrey Gustin Keywords(s): Breeding, classification, haploid, Maize, Spectroscopy Category(s): Technology Classifications > Agricultural, Technology Classifications > Agricultural > Diagnostics

Correntropy Loss Function that Promotes Robust Training in Artificial Neural Networks Algorithm Resists Outliers to Provide Accurate Data Classification for Random Sets of DataThe Correntropy Loss, or C-loss, function stabilizes signals in artificial neural networks to optimally classify random data points and resist the presence of outliers in a given sample. Artificial neural networks are statistical models that process information... Published: 6/27/2021   |   Inventor(s): Jose Principe, Abhishek Singh Keywords(s): classification, Data Mining, Neural networks, Robust Training Category(s): Technology Classifications > Engineering > Computer Science