2 papers
cs.LG2025
Explaining the Success of Nearest Neighbor Methods in Prediction
George H. Chen, Devavrat Shah
Many modern methods for prediction leverage nearest neighbor search to find past training examples most similar to a test example, an idea that dates back in text to at least the 1…
cs.LG2025
Survival Kernets: Scalable and Interpretable Deep Kernel Survival Analysis with an Accuracy Guarantee
George H. Chen
Kernel survival analysis models estimate individual survival distributions with the help of a kernel function, which measures the similarity between any two data points. Such a ker…