Patents by Inventor Johannes Borgstroem

Johannes Borgstroem 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).

  • Modeling a data generating process using dyadic Bayesian models
    Patent number: 9104961
    Abstract: There is provided a method and system for modeling a data generating process. The method includes generating a dyadic Bayesian model including a pair of probabilistic functions representing a prior distribution and a sampling distribution, and modeling a data generating process based on the dyadic Bayesian model using observed data. The method includes generating a learner object for the dyadic Bayesian model. The method further includes training the dyadic Bayesian model with the learner object based on the observed data to produce a trained dyadic Bayesian model. The method also includes generating a posterior distribution over parameters based on the trained dyadic Bayesian model. The method also further includes generating a posterior predictive distribution based on the posterior distribution. The method also includes predicting an outcome of observable variables based on the posterior predictive distribution.
    Type: Grant
    Filed: October 8, 2012
    Date of Patent: August 11, 2015
    Assignee: Microsoft Technology Licensing, LLC
    Inventors: Andrew D. Gordon, Thore Graepel, Aditya Nori, Sriram Rajamani, Johannes Borgstroem
  • MODELING DATA GENERATING PROCESS
    Publication number: 20140101090
    Abstract: There is provided a method and system for modeling a data generating process. The method includes generating a dyadic Bayesian model including a pair of probabilistic functions representing a prior distribution and a sampling distribution, and modeling a data generating process based on the dyadic Bayesian model using observed data.
    Type: Application
    Filed: October 8, 2012
    Publication date: April 10, 2014
    Applicant: Microsoft Corporation
    Inventors: Andrew D. Gordon, Thore Graepel, Aditya Nori, Sriram Rajamani, Johannes Borgstroem