Patents by Inventor Okan Polatkan

Okan Polatkan 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).

  • Apparatus and methods of unsupervised machine learning models to identify seasonality and predicting seasonally-influenced metric values
    Patent number: 11514349
    Abstract: In some embodiments, an apparatus includes a geometric aggregator that receives data for a set of time periods and a location. The data has a first set of first metric values and a set of second metric values for each time period and lacks a mixture of Gaussian distributions. The geometric aggregator calculates a geometric aggregation of the data for each time period to produce a first metric value from a second set of first metric values, having a mixture of Gaussian distributions. The apparatus includes a Gaussian mixture model that predicts a set of Gaussian distributions, each uniquely associated with a season, within a set of histogram values for the data based on the second set of first metric values. The apparatus includes a presentation portion that produces a set of adjusted first metric values based on the set of histogram values, each uniquely associated with a season.
    Type: Grant
    Filed: September 22, 2020
    Date of Patent: November 29, 2022
    Assignee: Topia Limited
    Inventors: Mervi Sepp Rei, Sten Tamkivi, Ardo Illaste, Venkata Surendra Reddy Polam, Okan Polatkan