Patents by Inventor Andrii STEPURA

Andrii STEPURA has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • SYSTEMS AND METHODS FOR PROBABILISTIC ESTIMATION IN TREE-BASED FORECAST MODELS
    Publication number: 20230289721
    Abstract: Systems and methods in which a historical data set is pre-processed once per trained machine-learning model; a value of an unknown sample is forecast while tracking a leaf path of the unknown sample; the leaf path of the unknown sample is limited to a subset of trees in each trained-machine model; a set of related historical samples is determined based on the leaf path of the unknown sample, and a set of quantiles is determined from the leaf path of the unknown sample. Inventory is loaded according to the set of quantiles.
    Type: Application
    Filed: March 8, 2023
    Publication date: September 14, 2023
    Inventors: Sebastien OUELLET, Leila MOUSAPOUR, Andrii STEPURA