Patents by Inventor W. Dwayne Collins

W. Dwayne Collins 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: 20240012857
    Abstract: An identity graph is partitioned into records pertaining to entities with similar data. A single authentication string or asserted relationship (AR) that represents a person identifies the person in the graph whose composite information is closest to the input by using all of the available context provided by the input string. By providing more contextual data to the match service than simply a name and single touchpoint, the service is able to match to a more focused and unique set of persons. In certain embodiments, the invention allows for the ability to take a small set of input data and more accurately identify its location in an identity graph much faster in time and lower in computational cost.
    Type: Application
    Filed: October 29, 2021
    Publication date: January 11, 2024
    Inventors: W. Dwayne Collins, Pavan Roy Marupally
  • Publication number: 20230315787
    Abstract: An environment measures the value of data sources as input to an identity graph in terms of the impact of the inclusion or removal of the data sources. Combinations of candidate sources are delivered to a sandbox environment to generate the desired output. A person process, a person plus touchpoint process, and an activity value process are executed. Results include whether a person was added or removed; whether a person created a point of failure; and whether persons were consolidated or a person was split. The output provides an analysis of the evolution of an identity graph within an entity resolution system based on the choice of data sets used to build the graph.
    Type: Application
    Filed: August 11, 2021
    Publication date: October 5, 2023
    Inventors: W. Dwayne Collins, Pavan Roy Marupally
  • Publication number: 20230259557
    Abstract: A machine analyzes an entity resolution data graph using a curated peer review set of data structures. The machine uses independent peer data structures that model similar or related yet different universes and entities. These data structures may include other entity resolution data graphs or file-based data structures. The machine first performs candidate screening to determine which of these data structures meet the requirements for use in the analysis. The machine then selects from among the candidate peer data structures with which to perform the analysis. Finally, the entity resolution data graph is analyzed using queries against the selected peer data structures to provide an analysis of the quality of its data graph.
    Type: Application
    Filed: April 29, 2021
    Publication date: August 17, 2023
    Inventor: W. Dwayne Collins
  • Patent number: 11151170
    Abstract: A system and method for the creation of household links (HHLs) associates each household with particular consumers associated with a consumer link (CL) and an address link (AL). The system and method utilize a feedback loop system to maintain persistence of HHLs over time and more accurately resolve HHLs. Top-down and bottom-up clustering methods are applied to the data, and the best results are taken to generate the final association of HHLs with particular ALs and CLs. By more accurately identifying the households associated with particular consumer data, the invention significantly reduces the storage requirements and time required for processing very large consumer data sets.
    Type: Grant
    Filed: May 28, 2019
    Date of Patent: October 19, 2021
    Assignee: LiveRamp, Inc.
    Inventors: Amresh Mohanlal, W. Dwayne Collins
  • Patent number: 11107093
    Abstract: A distributed node cluster architecture within a parallel computing environment provides for the association of individuals and households accessing a communications network through multiple electronic communications devices with a particular digital touchpoint or touchpoints used when communicating on the network. The cluster facilitates the determination of a touchpoint when an individual or household name is determined, or, alternatively, the determination of an individual or household when a touchpoint is received. A persistent linkage of digital touchpoints to individuals or households communicates with an entity resolution system executing at the node cluster to track data pertaining to entities, allowing the coordination of touchpoints with such individual consumers or households over time.
    Type: Grant
    Filed: May 15, 2018
    Date of Patent: August 31, 2021
    Assignee: LiveRamp, Inc.
    Inventors: Amresh Mohanlal, W. Dwayne Collins, Pavan Roy Marupally
  • Patent number: 10838919
    Abstract: An entirely automated system for the interpretation of the field layout for multi-field files uses a rich contextual framework constructed by the interaction of three subsystems to provide a holistic view of the contexts of a structured data file as defined by the location and data type of each field. The roles of each of the subsystems are (1) the determination of the file's metadata and positions of the different data fields; (2) the use of fallible oracles (i.e., no oracle must be capable of identifying the type for every record) to provide a set of interpretations of the fields at several levels; and (3) the accurate determination of the location and specific data type for each field without the necessity to interpret every record correctly, even in the presence of ambiguity of data. The system may operate on both delimited and fixed-width structure files.
    Type: Grant
    Filed: October 28, 2016
    Date of Patent: November 17, 2020
    Assignee: Acxiom LLC
    Inventors: Mark Botner, W. Dwayne Collins
  • Publication number: 20190294619
    Abstract: A system and method for the creation of household links (HHLs) associates each household with particular consumers associated with a consumer link (CL) and an address link (AL). The system and method utilize a feedback loop system to maintain persistence of HHLs over time and more accurately resolve HHLs. Top-down and bottom-up clustering methods are applied to the data, and the best results are taken to generate the final association of HHLs with particular ALs and CLs. By more accurately identifying the households associated with particular consumer data, the invention significantly reduces the storage requirements and time required for processing very large consumer data sets.
    Type: Application
    Filed: May 28, 2019
    Publication date: September 26, 2019
    Inventors: Amresh Mohanlal, W. Dwayne Collins
  • Patent number: 10360244
    Abstract: A system and method for the creation of household links (HHLs) associates each household with particular consumers associated with a consumer link (CL) and an address link (AL) in order to more accurately identify consumers who are part of the same household. The system and method utilizes a feedback loop system to maintain persistence of HHLs over time and more accurately resolve HHLs from information ingested from multiple files containing consumer information. Both point-in-time (PIT) and temporal data are used. Top-down and bottom-up clustering methods are applied to the data, and the best results are taken to generate the final association of HHLs with particular ALs and CLs. By more accurately identifying the households associated with particular consumer data, the invention significantly reduces the storage requirements and time required for processing very large consumer data sets, allowing, for example, processing of such data on standard desktop computers.
    Type: Grant
    Filed: September 26, 2016
    Date of Patent: July 23, 2019
    Assignee: LiveRamp, Inc.
    Inventors: Amresh Mohanlal, W. Dwayne Collins
  • Patent number: 10157353
    Abstract: A method and apparatus for name variant extraction from individual handle identifiers uses a sequential extraction process to construct contextual information. Last name data, first/middle name data, initials, nicknames, and vanity names, along with numerical information indicating dates, may all be captured in extracting information about an individual associated with a particular handle. When multiple possible interpretations result from the analysis, those interpretations are ranked using optimality rules. The resulting data may be used to look up additional information in a consumer database in order to structure a targeted marketing message to the individual associated with the handle.
    Type: Grant
    Filed: August 22, 2014
    Date of Patent: December 18, 2018
    Inventor: W. Dwayne Collins
  • Publication number: 20180314711
    Abstract: An entirely automated system for the interpretation of the field layout for multi-field files uses a rich contextual framework constructed by the interaction of three subsystems to provide a holistic view of the contexts of a structured data file as defined by the location and data type of each field. The roles of each of the subsystems are (1) the determination of the file's metadata and positions of the different data fields; (2) the use of fallible oracles (i.e., no oracle must be capable of identifying the type for every record) to provide a set of interpretations of the fields at several levels; and (3) the accurate determination of the location and specific data type for each field without the necessity to interpret every record correctly, even in the presence of ambiguity of data. The system may operate on both delimited and fixed—width structure files.
    Type: Application
    Filed: October 28, 2016
    Publication date: November 1, 2018
    Inventors: Mark Botner, W. Dwayne Collins
  • Publication number: 20170091310
    Abstract: A system and method for the creation of household links (HHLs) associates each household with particular consumers associated with a consumer link (CL) and an address link (AL) in order to more accurately identify consumers who are part of the same household. The system and method utilizes a feedback loop system to maintain persistence of HHLs over time and more accurately resolve HHLs from information ingested from multiple files containing consumer information. Both point-in-time (PIT) and temporal data are used. Top-down and bottom-up clustering methods are applied to the data, and the best results are taken to generate the final association of HHLs with particular ALs and CLs. By more accurately identifying the households associated with particular consumer data, the invention significantly reduces the storage requirements and time required for processing very large consumer data sets, allowing, for example, processing of such data on standard desktop computers.
    Type: Application
    Filed: September 26, 2016
    Publication date: March 30, 2017
    Inventors: Amresh Mohanlal, W. Dwayne Collins
  • Publication number: 20150074119
    Abstract: A method and apparatus for name variant extraction from individual handle identifiers uses a sequential extraction process to construct contextual information. Last name data, first/middle name data, initials, nicknames, and vanity names, along with numerical information indicating dates, may all be captured in extracting information about an individual associated with a particular handle. When multiple possible interpretations result from the analysis, those interpretations are ranked using optimality rules. The resulting data may be used to look up additional information in a consumer database in order to structure a targeted marketing message to the individual associated with the handle.
    Type: Application
    Filed: August 22, 2014
    Publication date: March 12, 2015
    Inventor: W. Dwayne Collins