Patents by Inventor Xiaoxuan XIA

Xiaoxuan XIA 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).

  • Publication number: 20210110926
    Abstract: A Prism Vote process can be used to make predictions based on a data set that may be heterogeneous. The data set can be stratified, e.g., using techniques adapted from principal component analysis. A prediction model can be trained independently on each stratum of the data set. To make a prediction for a “testing” data sample, the prediction model for each stratum can be used to provide a per-stratum prediction of an outcome, and a per-stratum probability that the testing data sample belongs to each stratum can be determined. The predicted outcome (e.g., a probability of a particular outcome) can be computed from the per-stratum predictions weighted according to the per-stratum probabilities.
    Type: Application
    Filed: October 2, 2020
    Publication date: April 15, 2021
    Inventors: Haitian Maggie WANG, Xiaoxuan XIA, Chung-Ying Benny ZEE