Abstract: System/Method/Device for labelling images in an automated manner to satisfy a performance of a different algorithm and then applying active learning to learn a deep learning model which would enable ‘real-time’ operation of quality assessment and with high accuracy.

Abstract: A method for use with a database management system to produce a data structure encoded in computer readable memory that indicates a role associated with a transaction comprising: obtaining page context information that includes userid, subjectid, page name and a transaction identifier; providing a plurality of role views that associate userids and subjectids with role names; using the page name from the page context information to access a page definition relation that provides an association between the page name and at least one subject name; using the at least one subject name from the page definition relation to access a access a role view list that lists one or more of the role views; using the userid and the subjectid from the page context and at least one role view name from the role view list to access at least one role view that includes a matching userid and a matching subjectid; and producing a log roles structure that associates a role name from the at least one accessed role view and a transactio

Abstract: A method to produce a history of at least a portion of a database comprising: providing a data store that includes a record indicating a first event associated with first data that describes a subject matter, and indicating a first time interval during which the first data is effective with respect to the subject matter and indicating a second time interval during which the first data is current with respect to the database; and adjusting the data store upon an occurrence of a new event to, update a first record indicating the first event associated with first data and indicating an end time of the first time interval, and add a second new record indicating a second event associated with second data that describes the subject matter, and indicating a start of a new first time interval that is substantially continuous with an end time of the first time interval and during which the second data is effective with respect to the subject matter and indicating a start of a new second time interval during which the

Abstract: A method for use with a database management system to produce a data structure encoded in computer readable memory that indicates a role associated with a transaction comprising: obtaining page context information that includes userid, subjectid, page name and a transaction identifier; providing a plurality of role views that associate userids and subjectids with role names; using the page name from the page context information to access a page definition relation that provides an association between the page name and at least one subject name; using the at least one subject name from the page definition relation to access a access a role view list that lists one or more of the role views; using the userid and the subjectid from the page context and at least one role view name from the role view list to access at least one role view that includes a matching userid and a matching subjectid; and producing a log roles structure that associates a role name from the at least one accessed role view and a transactio

Abstract: A method to produce a history of at least a portion of a database comprising: providing a data store that includes a record indicating a first event associated with first data that describes a subject matter, and indicating a first time interval during which the first data is effective with respect to the subject matter and indicating a second time interval during which the first data is current with respect to the database; and adjusting the data store upon an occurrence of a new event to, update a first record indicating the first event associated with first data and indicating an end time of the first time interval, and add a second new record indicating a second event associated with second data that describes the subject matter, and indicating a start of a new first time interval that is substantially continuous with an end time of the first time interval and during which the second data is effective with respect to the subject matter and indicating a start of a new second time interval during which the