ADMM SVM training with Nystrom approximation reduces kernel matrix dimension 32x with 2% accuracy loss and yields extreme efficiency gains in an edge seizure detector chip.
On the Nystr ¨om method for approx- imating a gram matrix for improved kernel-based learning, Journal of Machine Learning Research,
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A Hardware-Efficient ADMM-Based SVM Training Algorithm for Edge Computing
ADMM SVM training with Nystrom approximation reduces kernel matrix dimension 32x with 2% accuracy loss and yields extreme efficiency gains in an edge seizure detector chip.