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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Haomin Yu

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Open access Jul 2026

A Selective Multi-View Representation Augmentation Framework for Crystal Property Prediction

Computational prediction of crystal properties plays a pivotal role in materials science. With the accelerated progress in machine learning, crystal property prediction has seen remarkable advancements. Nevertheless, the utilization of machine learning in this context faces several challenges. First, existing methods...

Haomin Yu, Jilin Hu, K. Tolborg et al. · 0 citations
Preprint Aug 2026

A Simple Approximation to the Distribution of the Ridge Regression Estimator

We present a simple Gaussian approximation to the finite-sample distribution of the classical ridge regression estimator. Our approximation captures the fact that, in finite samples, the ridge regression estimator trades off bias and variance to reduce estimation and prediction error. Our approximation is based on nons...

J. M. Olea, Ryan Strong, Amilcar Velez et al. · 0 citations

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