Papers

Selected research notes and papers in endurance prediction and nutrition optimization.

Personalized Machine Learning Approach Using Route Topology and Training Load

Predicts ride duration from route features and athlete fitness state, using multi-year personal cycling data and an N-of-1 study design.

Open page PDF arXiv

Discrete meal planning with calorie and macro targets under realistic constraints

Combines integer servings with goal programming deviations to generate practical meal plans that stay close to nutritional targets.

Open page PDF arXiv: on hold