Patents by Inventor Alex Swain

Alex Swain 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).

  • Patent number: 11514361
    Abstract: Embodiments for providing automated machine learning visualization. Machine learning tasks, transformers, and estimators may be received into one or more machine learning composition modules. The machine learning composition modules generate one or more machine learning models. A machine learning model pipeline is a sequence of transformers and estimators and an ensemble of machine learning pipelines are an ensemble of machine learning pipelines. A machine learning model pipeline, an ensemble of a plurality of machine learning model pipelines, or a combination thereof, along with corresponding metadata, may be generated using the machine learning composition modules. Metadata may be extracted from the machine learning model pipeline, the ensemble of a plurality of machine learning model pipelines, or combination thereof.
    Type: Grant
    Filed: August 30, 2019
    Date of Patent: November 29, 2022
    Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
    Inventors: Theodoros Salonidis, John Eversman, Dakuo Wang, Alex Swain, Gregory Bramble, Lin Ju, Nicholas Mazzitelli, Voranouth Supadulya
  • Publication number: 20220147862
    Abstract: In an approach to creating explanatory confusion matrices, responsive to receiving a machine learning model for analysis, a confusion matrix is calculated for the machine learning model, where each cell in the confusion matrix has a corresponding set of data. A link is created from each cell in the confusion matrix to the corresponding set of data. Responsive to a user selecting in a user interface a specific cell of the confusion matrix, the corresponding set of data to the specific cell is displayed on the user interface.
    Type: Application
    Filed: November 10, 2020
    Publication date: May 12, 2022
    Inventors: Alex Swain, Stefan A. G. Van Der Stockt, Edward James Biddle, Daniel KUEHN
  • Publication number: 20210065048
    Abstract: Embodiments for providing automated machine learning visualization. Machine learning tasks, transformers, and estimators may be received into one or more machine learning composition modules. The machine learning composition modules generate one or more machine learning models. A machine learning model pipeline is a sequence of transformers and estimators and an ensemble of machine learning pipelines are an ensemble of machine learning pipelines. A machine learning model pipeline, an ensemble of a plurality of machine learning model pipelines, or a combination thereof, along with corresponding metadata, may be generated using the machine learning composition modules. Metadata may be extracted from the machine learning model pipeline, the ensemble of a plurality of machine learning model pipelines, or combination thereof.
    Type: Application
    Filed: August 30, 2019
    Publication date: March 4, 2021
    Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
    Inventors: Theodoros SALONIDIS, John EVERSMAN, Dakuo WANG, Alex SWAIN, Gregory BRAMBLE, Lin JU, Nicholas MAZZITELLI, Voranouth SUPADULYA
  • Patent number: 8736613
    Abstract: Provided are a computer implemented method, computer program product, and system for presenting information about multiple data series. The multiple data series are obtained. A main graphing area with a graph showing one or more of the obtained data series, an active process execution metrics area with information about the one or more obtained data series shown in the graph, and an available process execution metrics area with one or more thumbnail views of one or more of the obtained data series available for selection to be shown in the graph are displayed.
    Type: Grant
    Filed: November 2, 2011
    Date of Patent: May 27, 2014
    Assignee: International Business Machines Corporation
    Inventors: Arron J. Harden, Alex Swain, Julian J. Vizor
  • Patent number: 8736614
    Abstract: Provided are a computer implemented method, computer program product, and system for presenting information about multiple data series. The multiple data series are obtained. A main graphing area with a graph showing one or more of the obtained data series, an active process execution metrics area with information about the one or more obtained data series shown in the graph, and an available process execution metrics area with one or more thumbnail views of one or more of the obtained data series available for selection to be shown in the graph are displayed.
    Type: Grant
    Filed: July 2, 2012
    Date of Patent: May 27, 2014
    Assignee: International Business Machines Corporation
    Inventors: Arron J. Harden, Alex Swain, Julian J. Vizor
  • Publication number: 20130106862
    Abstract: Provided are a computer implemented method, computer program product, and system for presenting information about multiple data series. The multiple data series are obtained. A main graphing area with a graph showing one or more of the obtained data series, an active process execution metrics area with information about the one or more obtained data series shown in the graph, and an available process execution metrics area with one or more thumbnail views of one or more of the obtained data series available for selection to be shown in the graph are displayed.
    Type: Application
    Filed: July 2, 2012
    Publication date: May 2, 2013
    Applicant: International Business Machines Corporation
    Inventors: Arron J. HARDEN, Alex SWAIN, Julian J. VIZOR
  • Publication number: 20130106861
    Abstract: Provided are a computer implemented method, computer program product, and system for presenting information about multiple data series. The multiple data series are obtained. A main graphing area with a graph showing one or more of the obtained data series, an active process execution metrics area with information about the one or more obtained data series shown in the graph, and an available process execution metrics area with one or more thumbnail views of one or more of the obtained data series available for selection to be shown in the graph are displayed.
    Type: Application
    Filed: November 2, 2011
    Publication date: May 2, 2013
    Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
    Inventors: Arron J. HARDEN, Alex SWAIN, Julian J. VIZOR
  • Patent number: 7694239
    Abstract: Provided are techniques for viewing objects. A hierarchical structure is displayed, wherein the hierarchical structure includes two or more levels, and wherein each of the levels includes one or more objects. A control is provided to enable selection of one or more objects at each of the levels of the hierarchical structure. Selection of at least one object at each of two or more of the levels of the hierarchical structure is received. In response to receiving the selection, the hierarchical structure is displayed with the at least one object at each of the two or more of the levels shown as selected along with a list of the selected objects.
    Type: Grant
    Filed: January 23, 2006
    Date of Patent: April 6, 2010
    Assignee: International Business Machines Corporation
    Inventors: Alex Swain, Michael W. Yaklin, Yasmin Youssef
  • Publication number: 20070185894
    Abstract: Provided are techniques for viewing objects. A hierarchical structure is displayed, wherein the hierarchical structure includes two or more levels, and wherein each of the levels includes one or more objects. A control is provided to enable selection of one or more objects at each of the levels of the hierarchical structure. Selection of at least one object at each of two or more of the levels of the hierarchical structure is received. In response to receiving the selection, the hierarchical structure is displayed with the at least one object at each of the two or more of the levels shown as selected along with a list of the selected objects.
    Type: Application
    Filed: January 23, 2006
    Publication date: August 9, 2007
    Inventors: Alex Swain, Michael Yaklin, Yasmin Youssef