Abstract: A method and computing system operable for displaying a first routing diagram on a display. The first routing diagram is a member of a first set of routing diagrams that includes multiple different routing diagrams. Displaying the first routing diagram includes displaying a user-selectable control and a first portion of a particular routable component within the first routing diagram. The user-selectable control corresponds to a location of the display where a first terminal connected to the particular routable component or a second terminal connected or connectable to the first terminal is displayed. An additional function include determining, by a processor, a selection of the user-selectable control occurs while the first routing diagram is displayed on the display. A further function includes displaying, on the display in response to determining the selection of the user-selectable control occurs, the second routing diagram with a second portion of the particular routable component highlighted.

Abstract: Embodiments of systems and methods for providing contextual intelligence for virtual workspaces produced across Information Handling Systems (IHSs) are described. A first IHS may include a processor and a memory coupled to the processor, the memory having program instructions stored thereon that, upon execution, cause the first IHS to: establish a virtual workspace across a first display of the first IHS and a second display of a second IHS, at least in part, through a backend IHS, and provide a contextual menu for rendering by a given one of the first or second displays, where the given display is selected, at least in part, based upon a relative position of the first display with respect to the second display.

Abstract: A system provides an estimated result of an input including a plurality of parameters using a learning model, and the system is configured to provide information necessary to change an estimated result with regard to one parameter among the plurality of parameters, and set a condition for information with regard to at least one parameter among the plurality of parameters, wherein the condition is a condition for not providing some information regarding a parameter which is a target of the set condition as the information necessary to change the estimated result.

Abstract: A user interface display method, apparatus, and system are provided. The method includes: displaying a first user interface for a first application program in a main display region; displaying a program icon of a second application in an auxiliary display region when a first sliding signal on the auxiliary display region is received; when a first operation signal on the program icon of the second application is received, displaying a floating window on the first user interface; and canceling displaying of the program icon of the second application program in the auxiliary display region when a second sliding signal on the first auxiliary display region is received.

Abstract: A graphical user interface (GUI) page may be represented as GUI page encoding to facilitate processing of the GUI page in an application of GUI pages. A GUI page encoding may be computed by processing a GUI with a GUI page encoding model, and a GUI page encoding model may be trained by processing a training corpus of sequences of GUI pages. The training process may include obtaining first and second GUI pages from the training corpus, computing first and second GUI page encodings with the GUI page encoding model, computing a predicted GUI page encoding by processing the first GUI page encoding with a page predictor model, computing an error value be comparing the predicted GUI page encoding and the second GUI page encoding, and updating parameters of the GUI page encoding model by performing back propagation using the error value.

Abstract: In an embodiment, a method of performance-enhanced machine-learning model creation is performed by a computer system. The method includes receiving a command to port a first bot from a first RPA platform to a second RPA platform, where the first bot executes a robotic process in a computing environment provided by a particular computer system using the first RPA platform. The method further includes extracting bot configurations for the first bot from the first RPA platform, where the bot configurations include an instruction set that at least partially defines the robotic process. The method also includes creating a second bot for the second RPA platform, where the creating includes transforming the instruction set to a format of the second RPA platform. In addition, the method includes deploying the second bot on the second RPA platform, wherein the deployed second bot executes the robotic process.

Abstract: Media, methods, and systems are disclosed for managing focus for an application having a plurality of application user interface components. Initially, a first user interface component receives a first keystroke. Responsive to receiving the first keystroke, the application transitions from a default or pointing device navigation mode to a managed or keyboard navigation mode. The first user interface component receives a second keystroke, and responsive thereto invokes an application focus manager to set a destination user interface component identifier. Next, a second user interface component associated with the destination user interface component identifier compares the destination user interface component identifier to its own component identifier. Finally, the second user interface component claims keyboard input focus in the application.

Abstract: Computing devices and methods for producing vibrations in computing devices are disclosed. In one example, a computing device comprises a chassis that includes a trackpad comprising a printed circuit board. A haptic actuator assembly comprises at least one conductive coil formed on or affixed to the printed circuit board, and at least one magnet rigidly affixed to the chassis. The magnet is spaced from and not mechanically coupled to the at least one conductive coil. A memory stores instructions executable by a processor to receive a haptic event requests, determine that the trackpad is not in use, and at least on condition of receiving the haptic event request and determining that the trackpad is not in use, cause a driver signal to be sent to the conductive coil(s) to cause the at least one magnet to produce user-perceptible vibrations in the chassis beyond the trackpad.

Abstract: The disclosed systems, and methods are directed to assisting a user of a virtual environment, the method comprising: tracking and storing user interactions of the user with a user interface associated with the virtual environment, the user interactions being associated with the user attempting to perform a task in the virtual environment; performing a background analysis of the user interactions, the background analysis comprising: inputting one or more of the tracked and stored user interactions to a machine learning algorithm (MLA) having been previously trained to identify sequence pattern of user interactions; outputting, by the MLA, one or more sequence patterns of user interactions to be associated with the tracked and stored user interactions; determining, that the user requires assistance to complete the task; and operating an assistance module to guide the user in completing the task.

Abstract: Aspects of the present invention provide an approach for reducing bias in active learning. In an embodiment, a data point is selected from a training dataset for a current training iteration while monitoring for data bias at each addition of data to a virtual training dataset. In addition, a machine learning model is examined for bias after adding the selected data point to the virtual training dataset. When data bias and/or model bias is detected, the data point is considered for potential label modification. The selected data point is modified and, if the raw value of the modified data point is within a predefined tolerance and within a bin of a desired class, the modified data point having a label of the target class is retained. Otherwise, it can be discarded.

Abstract: A control system for a technical plant includes an operator station server and one operator station client, wherein a data model is implemented on the operator station server and the operator station client has display and control units, where the operator station server transmits visualization information representing the data model to the display unit that generates a graphical presentation of the received visualization information for an operator of the control system, receives commands relating to the data model from the operator and forwards them to the control unit, and where the control unit receives the commands, generates revised visualization information and transmits this information directly to the display unit to adjust the graphical presentation of the display unit, generates adjustment commands from the received commands and transmits them directly to the data model on the operator station server to adjust the data model in response to the operator commands.

Abstract: The present disclosure generally relates to managing and sharing contextually-relevant media content. In some embodiments, a device receives an input, and in response, displays a suggested collection of media items for sharing with a recipient, wherein the collection is relevant to a message conversation with the recipient. Subsequent to displaying the suggested collection, the device transmits a message to the recipient as part of the message conversation that provides access to the at least a portion of the suggested collection of media items. In some embodiments, a device receives an indication, from an external device, that a first user has shared a first collection of media items with a second user. Subsequent to receiving the indication that the first user has shared the first collection of media items with the second user, the device outputs a prompt to share, with the first user, one or more suggested media items.

Abstract: In some implementations, a method includes obtaining a set of preselected attribute values for an objective-effectuator. In some implementations, the method includes while displaying a user interface including a plurality of configuration control affordances provided to effect configuration of one or more attributes characterizing the objective-effectuator, in response to receiving an input indicative of manipulation of a first configuration control affordance, setting a corresponding first attribute to a particular preselected attribute value, and modifying display of the plurality of configuration control affordances in order to change the number of the plurality of configuration control affordances displayed. In some implementations, the method includes configuring the objective-effectuator at least based on the particular preselected attribute value of the first attribute. In some implementations, the objective-effectuator is associated with a set of predefined actions.

Abstract: Disclosed herein are system, method, and computer program product embodiments for associating a gesture to a website action. In an embodiment, an application receives a user instruction to associate a website action with a user gesture such that the website action occurs upon receipt of the user gesture and the user gesture relates to user input on a user device's display. Thereafter, based on the user instruction, the application creates and sends an interaction request to link the user gesture to the website action. The application then receives an acceptance message from the first website that indicates that the user gesture has been successfully linked to the website action.

Abstract: Described in detail herein are systems and methods for network environment for a dynamic learning system for object matching and substitution using hand-held electronic devices. In exemplary embodiments, a hand-held electronic device may receive a request for physical objects of which a first physical object may be unavailable. The hand-held electronic device may transmit an identifier of the first physical object to a central computing system. The central computing system may query the database to retrieve data associated with the first physical object. The centrally computing system may attempt to match the first physical object to an available physical object based on dynamically learned matching behavior using the retrieved data.

Abstract: In some instances, the disclosure provides a method performed by a smart vital device. The method comprises receiving sensor information indicating one or more health characteristics associated with an individual, wherein the sensor information comprises audio information indicating audio signals from a surrounding environment and temperature information indicating temperature readings from the surrounding environment, determining one or more health audio characteristics of the individual based on inputting the audio signals into one or more health condition machine learning datasets, determining one or more health temperature characteristics of the individual based on the temperature readings from the surrounding environment, determining one or more health conditions of the individual based on the one or more health audio characteristics and the one or more health temperature characteristics, and outputting the one or more health conditions of the individual.

Abstract: A method includes identifying interaction data associated with user interactions with a user interface of an interactive computing environment. The method also includes computing goal clusters of the interaction data based on sequences of the user interactions and performing inverse reinforcement learning on the goal clusters to return rewards and policies. Further, the method includes computing likelihood values of additional sequences of user interactions falling within the goal clusters based on the policies corresponding to each of the goal clusters and assigning the additional sequences to the goal clusters with greatest likelihood values. Furthermore, the method includes computing interface experience metrics of the additional sequences using the rewards and the policies corresponding to the goal clusters of the additional sequences and transmitting the interface experience metrics to the online platform.

Abstract: Systems, computer-implemented methods, and computer program products to facilitate visualization of a model selection process are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise an interaction backend handler component that obtains one or more assessment metrics of a model pipeline candidate. The computer executable components can further comprise a visualization render component that renders a progress visualization of the model pipeline candidate based on the one or more assessment metrics.

Abstract: A system for generating intelligent software learning agents with heuristics management is disclosed. Expertise capture processes eliminate the need for programmers through the use of machine learning mechanisms that adjusts to changes over time, stays current with business rules as the learning is continuous, and allows users to process work as they always have with no interruptions or additional training required.

Abstract: The medical image diagnostic apparatus is configured to generate a medical image based on data collected from a subject when an operator sequentially performs a plurality of steps. A display unit has a display screen. An operation unit receives an operation of an operator on the display screen. A control unit controls the display unit based on the operation received by the operation unit. The display unit displays a plurality of setting screens respectively corresponding to the plurality of steps on a display screen in a superimposed manner. The control unit is configured to switch the setting screen of the uppermost layer between the plurality of setting screens based on the operation received by the operation unit. The display unit further displays, in each of the plurality of setting screens, a plurality of wizard screens for sequentially inputting a plurality of pieces of information in a wizard format.