Patents by Inventor Michael MANGARELLA

Michael MANGARELLA 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).

  • HUMAN OR BOT ACTIVITY DETECTION
    Publication number: 20250294044
    Abstract: Systems, methods, apparatuses, and computer program products for human or bot activity detection. The method may include, collecting time-series data on one or more events occurring on a webpage. The method may also include deriving classifications of the one or more events. The method may further include performing functional transformations of the time-series data. In addition, the method may include determining potential features of the one or more events based on a combination of the classifications of the one or more events, and results of the functional transformation. Further, the method may include training a machine learning model with the potential features. The method may also include determining, via the machine learning model, bot behavior and non-bot behavior of the one or more events.
    Type: Application
    Filed: May 30, 2025
    Publication date: September 18, 2025
    Inventor: Michael MANGARELLA
  • Human or bot activity detection
    Patent number: 12375516
    Abstract: Systems, methods, apparatuses, and computer program products for human or bot activity detection. The method may include, collecting time-series data on one or more events occurring on a webpage. The method may also include deriving classifications of the one or more events. The method may further include performing functional transformations of the time-series data. In addition, the method may include determining potential features of the one or more events based on a combination of the classifications of the one or more events, and results of the functional transformation. Further, the method may include training a machine learning model with the potential features. The method may also include determining, via the machine learning model, bot behavior and non-bot behavior of the one or more events.
    Type: Grant
    Filed: June 28, 2024
    Date of Patent: July 29, 2025
    Assignee: HUMAN SECURITY, INC.
    Inventor: Michael Mangarella
  • HUMAN OR BOT ACTIVITY DETECTION
    Publication number: 20240356952
    Abstract: Systems, methods, apparatuses, and computer program products for human or bot activity detection. The method may include, collecting time-series data on one or more events occurring on a webpage. The method may also include deriving classifications of the one or more events. The method may further include performing functional transformations of the time-series data. In addition, the method may include determining potential features of the one or more events based on a combination of the classifications of the one or more events, and results of the functional transformation. Further, the method may include training a machine learning model with the potential features. The method may also include determining, via the machine learning model, bot behavior and non-bot behavior of the one or more events.
    Type: Application
    Filed: June 28, 2024
    Publication date: October 24, 2024
    Inventor: Michael MANGARELLA
  • Human or bot activity detection
    Patent number: 12063239
    Abstract: Systems, methods, apparatuses, and computer program products for human or bot activity detection. The method may include, collecting time-series data on one or more events occurring on a webpage. The method may also include deriving classifications of the one or more events. The method may further include performing functional transformations of the time-series data. In addition, the method may include determining potential features of the one or more events based on a combination of the classifications of the one or more events, and results of the functional transformation. Further, the method may include training a machine learning model with the potential features. The method may also include determining, via the machine learning model, bot behavior and non-bot behavior of the one or more events.
    Type: Grant
    Filed: May 23, 2022
    Date of Patent: August 13, 2024
    Assignee: HUMAN SECURITY, INC.
    Inventor: Michael Mangarella
  • HUMAN OR BOT ACTIVITY DETECTION
    Publication number: 20230379348
    Abstract: Systems, methods, apparatuses, and computer program products for human or bot activity detection. The method may include, collecting time-series data on one or more events occurring on a webpage. The method may also include deriving classifications of the one or more events. The method may further include performing functional transformations of the time-series data. In addition, the method may include determining potential features of the one or more events based on a combination of the classifications of the one or more events, and results of the functional transformation. Further, the method may include training a machine learning model with the potential features. The method may also include determining, via the machine learning model, bot behavior and non-bot behavior of the one or more events.
    Type: Application
    Filed: May 23, 2022
    Publication date: November 23, 2023
    Inventor: Michael MANGARELLA