Abstract: Systems, methods and computer-readable storage media including an interactive surface including a transparent touchscreen and an imaging system, and one or more processors configured to initiate a user session based on detecting a session trigger. The one or more processors are further configured to receive, from the imaging system, a plurality of digital images taken when a document is on or proximate the interactive surface and identify an obstruction obstructing part of the document. The one or more processors are further configured to create a master digital image based on two or more images, generate a graphical representation of information contained in the master digital image, and provide the graphical representation to the first user device.

Abstract: A document architecture system includes an intelligent document processing engine that can receive raw data streamed from external data source(s), analyze the raw data to identify triggering events, apply rules to the triggering events identified, break down the raw data accordingly, and generating messages in an internal format to represent the pieces of data without any formatting or layout information. The messages can be augmented with custom metadata and stored as fragments that reference, but that do not physically incorporate, the messages. The stored fragments can be used by the document process engine to intelligently render documents and versions thereof. The messages and fragments are in internal formats under control of the document architecture system. The renditions are in final formats that can be delivered, for instance, via an output connector to various output delivery channels.

Abstract: In some embodiments, a computer system generates a recommendation for a user of an online service based on user actions that have been performed by the user within a threshold amount of time before the generation of the recommendation. For each user action, the computer system determines an intent classification that identifies an activity of the user and that corresponds to different types of user actions, as well as a preference classification that identifies a target of the activity, and then stores these intent and preference classifications as part of indications of the user actions for use in generating different types of recommendations using different types of recommendation models. Additionally, the computer system may use mini-batches of data from an incoming stream of logged data to train an incremental update to one or more recommendation models.

Abstract: A system for electronic data interchange (EDI) management includes a memory for storing the EDI document data and a machine learning model representing a set of features of EDI documents and a corresponding status. The system further includes a processor and a non-transitory computer readable medium storing instructions for: accessing an EDI file, the EDI file comprising envelope metadata for an envelope and a first EDI document: and translating the EDI file into a first translated EDI document containing the envelope metadata and a set of EDI document data extracted from the first EDI document, the first translated EDI document formatted according to a hierarchical structure comprising attributes translatable into features processable by the machine learning model to determine a status of the first EDI document.

Abstract: A figure display device includes a display unit and at least one processor configured to control to display a plurality of tags individual movement of which is allowed in accordance with a user operation in a predetermined work area. In a case where predetermined mathematical processing is designated to be executed a first figure which is displayed on one of the tags, the processor additionally displays a tag which is different from the tag that the first figure is displayed on and on which information on the predetermined mathematical processing is displayed in the work area, and controls to additionally display a second figure which is prepared by performing the predetermined mathematical processing on the first figure.

Abstract: The present teaching relates to method, system, medium, and implementations for machine learning. Upon receiving input data associated with a time series, hidden representations associated with the time series in a feature space are obtained and used to generate a query vector in a query space. Such generated query vector is then used to query relevant historic information related to the time series. The query vector and the relevant historic information are aggregated to generate at least one queried vector, which is aggregated with the hidden representations to generate enriched hidden representations that enhance the expressiveness of the hidden representations.

Abstract: A reading assistant tool implemented in a browser application facilitates the presentation of text content in a manner and format that addresses the reading and/or comprehension capabilities of individual users, while maintaining the context of the original content. The reading assistant tool outputs a reader view pane alongside a main content pane. Original content is presented in the main content pane, and simplified/reformatted content corresponding to text content extracted from the original content, is presented in the reader view pane. Scrolling of the extracted text content in the reader view pane is synchronized with scrolling of the original content in the main content pane, so that context is maintained as the user moves through the content. The concurrent presentation of the original content and the extracted text content allows the user to more easily consume the extracted text content, while also maintaining context as originally intended.

Abstract: A method and apparatus for stimulating neural activity in the brain of a user of an apparatus with a display screen by causing at least one portion of the display screen to flicker in a controlled manner and utilizing the apparatus to measure an effect on a user exposed to the flicker for a time.

Abstract: A group masked autoencoder may be implemented for anomaly detection. An autoencoder network model may be trained without supervision and applied to output an estimated joint probability distribution of normality for a group of frames of time series data. The estimated joint probability distribution may be used to determine an anomaly score for the time series data. An anomaly may be detected according to the anomaly score and a result that indicates a detected anomaly may be provided.

Abstract: According to an exemplary embodiment of the present invention, a method is provided. The method includes identifying UI controls in a GUI for display on a screen of a computing device. The method further includes determining a position relationship of the UI controls. The method further includes mapping the UI controls to keyboard areas such that a position relationship of the keyboard areas corresponds with the position relationship of the UI controls. One or more keys within the individual areas are associated with the UI controls that are mapped to the respective keyboard areas.

Abstract: A method and apparatus for reading a flash memory device are disclosed. A Regression Neural Network (RNN) inference model is stored on a flash controller. The RNN inference model is configured for identifying at least one Threshold-Voltage-Shift Read-Error (TVS-RE) curve that identifies a number of errors as a function of Threshold Voltage Shift Offset (TVSO) values. The operation of a flash memory device is monitored to identify usage characteristic values. A neural network operation of the RNN inference model is performed to generate a TVS-RE curve corresponding to the usage characteristic values. The input for the neural network operation includes the usage characteristic values. A TVSO value is identified corresponding to a minimum value of the TVS-RE curve. A read of the flash memory device is performed using a threshold-voltage-shift read at the TVSO value.

Abstract: A system can determine a first coordinate location and a second coordinate location collectively representing a spatial positioning of a graphical object in a user interface. The system can determine a first pitch for a foreground sound based on the first coordinate location. The foreground sound may be a synthesized voice describing textual content associated with the graphical object. The system can determine a second pitch for a background sound based on the second coordinate location. The system can generate an audio signal configured to cause an audio device to output a composite sound that includes the foreground sound at the first pitch and the background sound at the second pitch.

Abstract: This application discloses a method and an apparatus for picking up a virtual item in a virtual environment, a terminal, and a computer-readable storage medium, which belong to the field of human-computer interaction. The method can include displaying a user interface, and obtaining, according to a first instruction triggered by an interaction operation on the user interface, an operation trajectory formed by the interaction operation on the user interface. The method can further include obtaining, in a case that the operation trajectory forms an enclosed region, at least two target virtual items located in the enclosed region in the virtual environment, aggregating the target virtual items in a designated location in the virtual environment, and controlling, in a case that the virtual object moves to the designated location, the virtual object to pick up the target virtual items.

Abstract: The present disclosure discloses a multi-component abstract association and fusion method and apparatus in page design. The method includes the following steps: step S1: a construction demand is acquired, and the construction demand is analyzed through a speech recognition method to obtain a natural language text; step S2: an abstract model is constructed by predefining a component library, a rule library and a relationship library, and the abstract model performs components fusion to obtain a JSON structure of a fused component; step S3: the JSON structure of the fused component is escaped into a virtual DOM by using a rendering function, and attributes and events of a virtual DOM node are mapped to obtain a fused component drawing result; and step S4: a real DOM structure is created and interpolated into a real DOM node, so as to realize display of the fused component on a view.

Abstract: One or more devices, systems, methods and storage mediums for optical imaging medical devices, such as, but not limited to, Optical Coherence Tomography (OCT), single mode OCT, and/or multi-modal OCT apparatuses and systems, and methods and storage mediums for use with same, for viewing, controlling, updating, and emphasizing multiple imaging modalities are provided herein. One or more embodiments provide at least one intuitive Graphical User Interface (GUI), method, device, apparatus, system, or storage medium to comprehend information, including, but not limited to, molecular structure of a vessel, and to provide an ability to manipulate the vessel information. In addition to controlling multiple imaging modalities, the GUI may operate for one or more applications, including, but not limited to, expansion/underexpansion (e.g., for a stent) and/or apposition/malapposition (e.g., for a stent), co-registration and imaging.

Abstract: Implementations described herein relate to methods, systems, and computer-readable media to provide an assistive user interface. In some implementations, a computer-implemented method to provide an assistive user interface includes identifying a user journey that includes a plurality of operations to perform a computer-mediated task by analyzing data comprising user interaction data. The method further includes analyzing one or more of application programming interface (API) definitions of a plurality of software applications or user interface (UI) elements of the plurality of software applications to identify a plurality of executable units. The method further includes generating an execution block that defines a sequence of two or more of the plurality of executable units based on the user journey and the plurality of executable units. Execution of the execution block completes the computer-mediated task. The method further includes providing an assistive user interface that includes the execution block.

Abstract: A system for embedding services into a third-party website includes providing first programming code that can be used as part of a webpage that causes a user device to display a first iframe, display a second iframe in response to user input provided through the first iframe.

Abstract: A software plug-in module that interfaces to a media editing host application generates and embeds information about a media composition being edited directly within portions of the user interface generated by the host application. The information may include a custom representation of media data of a time-based element of the media composition that replaces, augments, or overlays a timeline representation of the element generated by the host application. Media editing functionality provided by the plug-in may be accessed by an operator based on viewing or interacting with the custom representation. Results of analysis of the media composition by the plug-in may be displayed within the host-generated timeline and used by an operator as a basis for performing edit operations with standard host tools or with plug-in generated tools. Plug-ins may embed their interfaces within user interfaces of host digital audio workstations, non-linear video editing systems, and music notation applications.

Abstract: A method is performed at an electronic device including one or more processors, a non-transitory memory, and a display. The method includes obtaining a first volumetric object associated with a first content region. The first content region is associated with a first tab. The method includes generating a first volumetric representation of the first volumetric object based on a function of the first tab. The first volumetric representation is displayable within the first tab. The method includes concurrently displaying, on the display, the first content region and the first volumetric representation within the first tab. In some implementations, the method includes changing a view of the first volumetric representation, such as rotating the first volumetric representation or according to a positional change to the electronic device. In some implementations, the method includes generating a plurality of volumetric representations and classifying the plurality of volumetric representations.

Abstract: A mobile computing device enabled by a customizable data cognition layer (DCL) software program to convert input information from a variety of sensors into real-time contextual messages is disclosed. The DCL software incorporates customizable software components known as plug-ins to expand the use of the mobile computing device.