Category: cs.MS
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Enhanced Cyclic Coordinate Descent Methods for Elastic Net Penalized Linear Models
Enhanced Cyclic Coordinate Descent Methods for Elastic Net Penalized Linear Models arXiv:2510.19999v1 Announce Type: new Abstract: We present a novel enhanced cyclic coordinate descent (ECCD) framework for solving generalized linear models with elastic net constraints that reduces training time in comparison to existing state-of-the-art methods. We redesign the CD method by performing a Taylor expansion…
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EarlyStopping: Implicit Regularization for Iterative Learning Procedures in Python
EarlyStopping: Implicit Regularization for Iterative Learning Procedures in Python arXiv:2503.16753v1 Announce Type: new Abstract: Iterative learning procedures are ubiquitous in machine learning and modern statistics. Regularision is typically required to prevent inflating the expected loss of a procedure in later iterations via the propagation of noise inherent in the data. Significant emphasis has been placed…