Explaining the Success of Nearest Neighbor Methods in Prediction

ISBN-13: 9781680834543 / Angielski / Miękka / 2018 / 264 str.

George H. Chen; Devavrat Shah

Opis

Explains the success of Nearest Neighbor Methods in Prediction, both in theory and in practice.

Spis treści

• 1. Introduction
• 2. Background
• 3. Theory on Regression
• 4. Theory on Classification
• 5. Prediction Guarantees in Three Contemporary Applications
• 6. Computation
• 7. Adaptive Nearest Neighbors and Far Away Neighbors
• References