Patents by Inventor Saso Dzeroski

Saso Dzeroski 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).

  • Method and system for model integration in ensemble learning
    Patent number: 11423336
    Abstract: A method for ensemble machine learning includes: receiving input data and input models, the input models each having learning properties; generating perturbed data by adding noise to the input data; performing a landmarking operation on the perturbed data to generate meta-features that correlate with the learning properties of the input models; generating decision trees based on the input models and the meta-features.
    Type: Grant
    Filed: March 28, 2019
    Date of Patent: August 23, 2022
    Assignee: NEC CORPORATION
    Inventors: Jihed Khiari, Luis Moreira-Matias, Saso Dzeroski, Bernard Zenko
  • METHOD AND SYSTEM FOR MODEL INTEGRATION IN ENSEMBLE LEARNING
    Publication number: 20190303795
    Abstract: A method for ensemble machine learning includes: receiving input data and input models, the input models each having learning properties; generating perturbed data by adding noise to the input data; performing a landmarking operation on the perturbed data to generate meta-features that correlate with the learning properties of the input models; generating decision trees based on the input models and the meta-features.
    Type: Application
    Filed: March 28, 2019
    Publication date: October 3, 2019
    Inventors: Jihed Khiari, Luis Moreira-Matias, Saso Dzeroski, Bernard Zenko