Abstract: A machine learning model, including: a categorical input feature, having a defined set of values; a plurality of non-categorical input features; a word embedding layer configured to convert the categorical input feature into an output in a word space having two dimensions; and a machine learning network configured to receive the output of the word embedding layer and the plurality of non-categorical input features and to produce a machine learning model output.

Abstract: This disclosure covers methods, non-transitory computer readable media, and systems analyze a digital design document having an initial layout of digital objects and automatically generate candidate layouts by concurrently performing operations on the digital objects within the initial layout. By iteratively performing concurrent operations, in some implementations, the methods, non-transitory computer readable media, and systems produce multiple candidate layouts that the systems evaluate by generating design scores. Based on a comparison of such design scores, the methods, non-transitory computer readable media, and systems generate one or more modified layouts (from among the candidate layouts) for presentation to a user.

Abstract: The described technology is a technique related to a server and method for displaying additional information on a 3D tour. In this case, the method for displaying additional information on a 3D tour performed by a 3D tour management server linked to a user device, the method comprising: providing the user device with a floor plan for a particular space and an interface capable of inserting additional information based on the floor plan, receiving a plurality photographed images for configuring a 3D tour for the particular space from the user device, in a process of photographing the 3D tour performed by the user device, receiving additional information as input from the user device via the interface, combining a 3D tour configured based on the plurality photographed images and the additional information inputted via the interface, and displaying the additional information onto the 3D tour or the floor plan.

Abstract: A system and method for identifying relevant content from other documents and presenting candidate documents in a document authoring application is described. The system identifies a pattern of events from the document authoring application. The system receives a request to identify candidate documents pertinent to a document present in the document authoring application. A set of candidate documents is identified from a document library based on the pattern of events, a reuse score for each candidate document, a similarity score for each candidate document, and content in the document present in the document authoring application. The set of candidate documents is provided in a user interface element of the document authoring application.

Abstract: A device and method for a website building system that has a component based version comparer to compare at least two versions of a website page which has components defined in a set of hierarchies. The components can be a visual component, a container and a non-visual site element. The device generates a difference tree representing the differences in the components between two versions of the website page using the version comparer to preprocess the components in a version of a website page to determine internal geometric and semantic relationships before comparing the components and the relationships between the two versions using semantic and geometrical analysis. The device also includes a version merger to create an integrated version of the two versions of the website page according to the difference tree.

Abstract: Exemplary embodiments allow contextual editing to proceed in real time while the editor views the actual web page (or other page) being edited. The editing may change the underlying content without changing the look and feel of the web page. Example embodiments enable an editor or web page developer to make changes to already published content by changing cached or locally stored content without changing the original content stored in databases.

Abstract: In various implementations, a method includes obtaining a first virtual object kit that corresponds to a first virtual object type. In various implementations, the method includes obtaining a second virtual object kit corresponding to a second virtual object type that is different from the first virtual object type. In various implementations, the method includes merging the first virtual object kit and the second virtual object kit in order to form a third virtual object kit. In some implementations, the third virtual object kit includes a set of virtual object templates of a third virtual object type that is different from the first virtual object type and the second virtual object type. In some implementations, the third virtual object kit includes a plurality of groups of components associated with respective portions of a virtual object.

Abstract: Techniques for training an artificial intelligence (AI)/machine learning (ML) model to recognize applications, screens, and UI elements using computer vision (CV) and to recognize user interactions with the applications, screens, and UI elements. Optical character recognition (OCR) may also be used to assist in training the AI/ML model. Training of the AI/ML model may be performed without other system inputs such as system-level information (e.g., key presses, mouse clicks, locations, operating system operations, etc.) or application-level information (e.g., information from an application programming interface (API) from a software application executing on a computing system), or the training of the AI/ML model may be supplemented by other information, such as browser history, heat maps, file information, currently running applications and locations, system level and/or application-level information, etc.

Abstract: Various embodiments of the present invention relate generally to systems and methods for integrating audio into a multi-view interactive digital media representation. According to particular embodiments, one process includes retrieving a multi-view interactive digital media representation that includes numerous images fused together into content and context models. The process next includes retrieving and processing audio data to be integrated into the multi-view interactive digital media representation. A first segment of audio data may be associated with a first position in the multi-view interactive digital media representation. In other examples, a first segment of audio data may be associated with a visual position or the location of a camera in the multi-view interactive digital media representation.

Abstract: A control code collaboration system automatically generates control code for an industrial project based on text discovered within the design documents. The system allows a designer to highlight text within a text-based design document representing an interlock definition, step sequence definition, tag name, or other aspects of the design description. The system then allows the user to link annotations to the highlighted text, the annotations representing interlock programming, sequence programming, or controller tag names. The system then searches the document for similarly formatted text, which are assumed to represent descriptions of similar control aspects, and infers suitable control programming from these discovered pieces of text using the previously provided annotations as a guide. In this way, the system uses text pattern recognition generates suggestions as to how to program portions of the design description based on control logic examples provided by the user.

Abstract: A method including accessing an electronic document from a source of electronic documents; determining if the electronic document is redaction protected; and when the electronic document is redaction protected, allowing the electronic document to be opened only if a redaction application is available to allow opening of the electronic document with a redaction.

Abstract: Disclosed is a spatial computing system and associated methods that provide multi-modality interactions for precise and imprecise interactions with two-dimensional (“2D”) and three-dimensional (“3D”) user interfaces (“UI”) that are presented in a 3D interactive space. The multi-modality interactions are provided by a dynamic spatial pointer. The dynamic spatial pointer has a first 3D representation for navigating the 3D interactive space and selecting one of the presented UI elements. The dynamic spatial pointer converts from the first 3D representation to a different second 3D representation in response to attaching to one of the 3D UI elements, and converts to a first 2D representation in response to attaching to one of the 2D UI elements. The second 3D representation remains attached to and tracks the 3D form of the 3D UI element, and the first 2D representation remains attached to and tracks the 2D plane of the 2D UI element.

Abstract: An information processing system includes a measurement unit, an output unit, and a reception unit. The measurement unit measures brain waves of a user. The output unit outputs a sound to the user. The reception unit receives a command to correct the sound in a case where the sound is output while the brain waves are being measured.

Abstract: Methods and systems for automated application launching are described herein. A computing device may receive a message, the message indicative of an application for a given event and a time in which to launch the application for the given event, from a client device. Based on the content of the message, the computing device may generate a plurality of text strings based on content of the message. The computing device may identify the application based on a comparison of the plurality of text strings with one or more entries of a database of applications and may launch the application in response to the identification of the application and at the time indicated in the received message, so as to make ready the application for use for the given event.

Abstract: A web editing application provides a user interface for editing a web page on a client computing device. A characteristic associated with the client computing device is determined. A web page comprising visual elements can be rendered. Layout data describing locations and sizes for individual visual elements of the visual elements can be determined. Cells can be generated based at least in part on the layout data and the characteristic associated with the client computing device. Each of the cells can have a location corresponding to a location of a respective visual element of the visual elements and individual of the cells can be interactable to enable editing of the web page. Based on an interaction with the at least one cell of the cells, an edit to the web page can be determined and the web page can be updated based on the edit to the web page.

Abstract: This invention discloses a novel system and method for transaction document management where personnel from two sides of a business transaction involving one or more documents that constitute the transaction can interact with the system in order to automate the process of tracking executed signature pages associated with the documents. In addition, the system and method automates the tracking of exceptions to at least one of the documents and associating the exception with one or more documents comprising due diligence documents that may also reside on the system.

Abstract: A method comprising displaying a first GUI to a first client comprising an option to check-out and a check-in a spreadsheet comprising at least one row comprising a statement a statement, a data type identifier, and a logic; checking-out the file such that the file cannot be modified by a second client; receiving from the first client, a modification request and a modification input; modifying the checked-out spreadsheet based on the modification input; checking-in the file; generating a set of rendering instructions corresponding to a second GUI based on the modified spreadsheet; and transmitting the set of rendering instructions to a computing device associated with a third client, whereby the set of rendering instructions causes the computing device associated with the third client to display the second graphical user interface.

Abstract: There is disclosed a method for training a Machine Learning Algorithm (MLA) for classifying a user action sequence that is performed by a user with an electronic service on a computer device. The method comprises: receiving an indication of interface elements of the electronic service and events associated with the interface elements to be monitored; receiving a plurality of indications of the user action sequence, the plurality of indications being of at least two different types of classes, for which the MLA is to be trained for classifying user actions into; generating a training set by: subdividing the given user action sequence into subsequences, determining a frequency of each subsequence appearing in the user action sequences belonging to a given one of the at least two different types of classes; scoring each subsequence based on the frequency; selecting n most informative subsequences.

Abstract: Method and apparatus for previewing new events in a computing device having a plurality of applications for managing respective events are described. Individual applications are each represented by an application icon on a screen of a graphical user interface for the device. In response to a new event of a one of the applications, the application's icon is visually modified to notify of the new event. A visual modification may be determined in response to the new event, for example, to preview a content of the event. The visual modification may include a count of all new events that remain to be disposed. On a selection of the visually modified icon, additional previewing may be provided. Activation of the application having a visually modified application icon may be configured to automatically initiate the application at the new event.

Abstract: A display displays an equipment management screen in which icons indicating equipment devices and having a first display size are superimposed on a floor configuration diagram of a building at positions corresponding to installation sites of the equipment devices. A display information generator, upon detection of an operation of specifying display of a group to which the equipment device corresponding to the operated icon belongs, identifies all equipment devices belonging to the specified group, changes display sizes of icons corresponding to the identified equipment devices to a second display size larger than the first display size, displays operation buttons for implementing settings of the identified equipment devices at prescribed positions on the equipment management screen in a superimposed manner, and changes display sizes of icons corresponding to equipment devices not belonging to the specified group to a third display size smaller than the first display size.