A system implements a key value memory network including a key matrix with key vectors learned from training static feature data and time-series feature data, a value matrix with value vectors representing time-series trends, and an input layer to receive, for a target entity, input data comprising a concatenation of static feature data of the target entity, time-specific feature data, and time-series feature data for the target entity. The key value memory network also includes an entity-embedding layer to generate an input vector from the input data, a key-addressing layer to generate a weight vector indicating similarities between the key vectors and the input vector, a value-reading layer to compute a context vector from the weight and value vectors, and an output layer to generate predicted time-series data for a target metric of the target entity by applying a continuous activation function to the context vector and the input vector.

A system implements a key value memory network including a key matrix with key vectors learned from training static feature data and time-series feature data, a value matrix with value vectors representing time-series trends, and an input layer to receive, for a target entity, input data comprising a concatenation of static feature data of the target entity, time-specific feature data, and time-series feature data for the target entity. The key value memory network also includes an entity-embedding layer to generate an input vector from the input data, a key-addressing layer to generate a weight vector indicating similarities between the key vectors and the input vector, a value-reading layer to compute a context vector from the weight and value vectors, and an output layer to generate predicted time-series data for a target metric of the target entity by applying a continuous activation function to the context vector and the input vector.

Technology is disclosed for controlling the processing and presentation of user-connection data on computing devices to provide improved electronic communications applications and user computing experiences. User-connection data may be programmatically determined or inferred from the user data for a plurality of users. The user-connection data may be assembled into a graph data structure, which may be further processed to determine optimal paths connecting users and to derive information insights. Aspects of information insights may be presented to a user and/or consumed by a computing application or service to provide an improved user computing experience.

A digital element located within a region near a device is identified. The digital element is located at a dynamically updated location. It is determined that the digital element is to be rendered. A representation of the digital element is generated in a rendered view of at least a portion of the region. Content of the digital element is provided upon receiving an indication that the digital element has been selected.

Systems and methods for creating and managing a breakout conference for a primary conference are disclosed. The system monitors communications between participants of a primary conference to determine if a) participants have a disagreement that needs to be resolved or b) if a topic from the meeting agenda requires additional time for discussion. Participant language, including negations and repetitive word usage, job profiles, body language, overlapping voice signals, among other factors, are monitored to determine if a disagreement exists. If a disagreement exists or additional time is required, the system automatically creates a virtual breakout session, determines the topic that created the disagreement, determines participants associated with the disagreed topic, and moves them to the breakout session. The system also provides meeting tools such that participants in the primary conference may communicate and alert participants in the breakout session, and vice versa, without leaving their respective sessions.

Disclosed here is a visual collaboration software including multiple digital canvas and multiple tools enabling collaboration among multiple users by enabling creation and sharing of visual information including text and drawings. The visual collaboration software obtains from a second software, e.g., a project management software, a file or a portion of the file, and displays the file or the portion in one of the multiple digital canvases. In one embodiment, the visual collaboration software can enable the user to interact with the file obtained from the second software and can pass the modifications to the file to the second software. In another embodiment, the visual collaboration software can only display the file or the portion of the file in one of the multiple digital canvases, and an interaction between the user and the file has to be passed to the second software to compute to the effect of the interaction.

Systems and methods are provided for monitoring one or more conveyance devices, such as elevators and escalators. A server obtains maintenance data, inspection data and performance data about a given conveyance device via a web portal. At least a portion of this information is in a first format. The server reformats this portion of information into a second format using a mapping table, outputting reformatted data. The server populates a graphical user interface (GUI) with the reformatted code events. The GUI is accessible by another computing device over the Internet.

A system includes a development system and a digital assistance system. The development system includes a network interface configured to communicate with a plurality of communication channels, a processing system configured to interface with a project management subsystem, a scheduling subsystem, and the network interface, and an application programming interface configured to receive a command sequence for the project management subsystem and the scheduling subsystem. The digital assistance system includes a natural language processing engine configured to interface with a voice-enabled communication session through one of the communication channels. The digital assistance system also includes a command generator configured to generate the command sequence based on one or more requested tasks detected through the voice-enabled communication session and provide the command sequence to the application programming interface to execute the one or more requested tasks.

Systems and methods are provided herein for enabling a first user to set up an alert that will notify the first user when the first user has caught up to a second user's progress in consuming media. These systems and methods are used to ensure that the first user is informed, while they are consuming media, that they have caught up to the progress of a second user. By providing an alert while the first user is viewing media, the first user does not have to remember the progress of the second user while viewing the media, alleviating the first user from worrying they will pass the progress made by the second user without realizing they have done so.

Automated personalized identifier switching is provided for switching personalized identifiers for individuals and groups. For this purpose, a method includes determining, by a computer device, a closeness factor of a contact to a user, matching, by the computer, the determined closeness factor of the contact with an identifier having the same closeness factor stored in a database comprised of a plurality of different types of identifiers of the user, and transmitting the matched identifier from the database to the contact to display as an identifier of the user, wherein at least two of the plurality of identifiers in the database have different closeness factors from one another.