Abstract: An approach is provided for training classifiers used in machine learning. A corpus of training data is received. One or more clusters of the training data is generated according to features of the training data. The one or more clusters are refined using user-specified rules. One or more classifiers are trained for use in machine learning based upon the refined one or more clusters.

Abstract: Systems and methods are provided for discoverability detection of network services. The present disclosure provides for a cloud-based network insight server that collects performance information of a network and a network agent, communicating with the cloud-based network insight server, that monitors discoverability of network services hosted by devices on the network. The network agent receives configuration information from the cloud-based network insight server and transmits discoverability states of the devices to the cloud-based network insight server based on executing a service discovery process through an access point on the network.

Abstract: Systems and methods associated with distributing an application's network interface over nodes of a networking fabric are presented. Nodes of the fabric can operate as interface modules, each taking on a role or responsibility for a portion of the application's network address including IP address, port assignments, or other portions of the network address. Interface modules of the networking nodes can then spoof or cloak the application to provide security against internal or external threats.

Abstract: An intelligent gateway device provided at a premise (home or business) for providing and managing application services associated with use and support of a plurality of digital endpoint devices associated with the premises. The device includes a communications and processing infrastructure integrated with a peer and presence messaging based communications protocol for enabling communications between the device and an external support network and between the device and connected digital endpoint devices. A services framework at the gateway device implements the communications and processing infrastructure for enabling service management, service configuration, and authentication of user of services at the intelligent gateway. The framework provides a storage and execution environment for supporting and executing received service logic modules relating to use, management, and support of the digital endpoint devices.

Abstract: As described herein, a system, method, and computer program are provided for AWS autoscaling of Tuxedo systems. In use, an AWS cloud based deployment of a Tuxedo system is identified. Further, autoscaling of the Tuxedo system is provided in accordance with an autoscaling configuration of the AWS, using a Tuxedo registrar that maps AWS EC2 DNS names or internet protocol (IP) addresses with Tuxedo-compliant names capable of being used by the Tuxedo system.

Abstract: A method of copying at least first and second files stored in a client computing device to a host server, includes the steps of: generating at the host server a first read I/O request for data of the first file based on responses to pre-read I/O requests for the first file, received from the client computing device; transmitting a merged I/O request that includes the first read I/O request for data of the first file and pre-read I/O requests for the second file from the host server to the client computing device; generating at the host server a second read I/O request for data of the second file based on responses to the pre-read I/O requests for the second file, received from the client computing device; and transmitting the second read I/O request for data of the second file from the host server to the client computing device.

Abstract: Methods, systems, and computer-readable media for verification of configurations of compute clusters. An automatic computational process is used to statically and/or dynamically verify configurations of software components installed on one or more interconnected computing entities constituting a compute cluster. Cluster configuration data is obtained, including data representative of a configuration of the software components. The cluster configuration data is processed to identify errors relating to interactions between the software components. Errors may be reported to users and/or corrected by modifying the compute cluster configuration.

Abstract: A network device, associated with peer network devices, may receive policy information for a protocol; and compute a first update message based on information regarding a route associated with the policy information. The network device may determine that an upper utilization threshold for one or more of peer queues, associated with the peer network devices, is not satisfied; and write the first update message to the peer queues based on determining that the upper utilization threshold is not satisfied. The network device may compute a second update message based on the information regarding the route; determine that the upper utilization threshold for one or more of the peer queues is satisfied; and pause writing the second update message to the peer queues based on the upper utilization threshold being satisfied. The network device may permit the peer network devices to obtain data from corresponding ones of the peer queues.

Abstract: A system includes a plurality of control system elements (CSEs) and a control system platform (CSP) including a data repository and operatively connected to the plurality of CSEs, and configured to: receive, from a CSE of the plurality of CSEs, a state logging message including measurement device state information (MDSI) and a control system element identifier (CSEI); store the MDSI in the data repository; process the MDSI to obtain analytic information; obtain, from the data repository, client device notification criteria (CDNC) associated with the CSEI; perform a comparison between the MDSI and the analytic information against the CDNC; determine, based on the comparison, that at least one notification trigger specified in the CDNC has been met; generate, in response to determining, an analysis notification message comprising the MDSI and the analytic information; and transmit the analysis notification message to a client device operatively connected to the CSP via a network.

Abstract: A system and method for linking authentication documents to a piece of artwork using blockchain. The method includes maintaining a blockchain with a plurality of computing devices; obtaining one or more documents comprising data corresponding to a piece of artwork; generating a document hash for each of the one or more documents based on text contained in the respective documents; generating a frequency hash based on a light wave frequency; appending a block instance to the blockchain by generating a block address based on the document hashes for the one or more documents, the frequency hash, and an identification of the piece of artwork; and transmitting instructions to a seal coating device, receipt of the instructions causing the seal coating device to apply a seal coating to the piece of artwork and a certificate containing the document hashes for the one or more documents.

Abstract: A system for determining a source and topic of content for posting in a chat group is disclosed. The system includes a memory and at least one processor. The at least one processor may be configured to perform operations including identifying a user as a source of content; identifying a topic from the content using a language analysis application; determining, from the identified topic, a particular chat group from among a set of chat groups; and posting a portion of the content as a new message from the user in a message thread for the particular chat group.

Abstract: Systems and methods are provided for remotely supporting managed hardware components of an IHS (Information Handling System). Prior to booting an operating system of the IHS, the managed hardware components are enumerated as supporting remote management and a network stack is created in a secured IHS memory, where the network stack is for transfer of remote device management communications directed at the managed hardware components. Still prior to booting the operating system, the IHS chipset is configured to route device management messages received from remote management tools to the network stack. After booting the operating system, a secure remote management session is established between a remote management tool and an IHS device management agent. During operation of the device management agent in the booted operating system, device management messages are retrieved from the network stack and decoded device management messages are delivered to a managed hardware component.

Abstract: Systems and methods described herein direct an end device to a multi-access edge computing (MEC) service instance among MEC instances with different service levels for different geographic areas. A network device stores a map of a geographic area with unique identifiable regions (UIRs) that each include cells for different wireless stations of a transport network. The network device receives application parameters, for a designated coverage area, for an application to be serviced using MEC resources. The network device associates the designated coverage area with one or more target UIRs from the map and deploys, when the MEC resources are available to support the application parameters, an instance of the application at a MEC cluster. The deployed instance of the application meets the application parameters for the target UIRs. The network device updates a MEC-domain name service (DNS) for the deployed instance of the application at the MEC cluster.

Abstract: The present invention provides for fabricating virtual networks and allocating request-notifications therein for providing support-services securely and efficiently. In operation, a virtual network is fabricated based on network-registration requests received from plurality of computing devices. Further, a primary data structure representative of registered computing devices categorized into devices offering services and requiring services is generated based on information embedded in network-registration requests. Furthermore, a secondary data structure is generated by sub-categorising categorised computing devices based on information embedded in network-registration requests. Yet further, request-notifications for completing incoming support-requests from registered computing devices requiring services are generated.

Abstract: A system and method of communicating between computing devices including pairing a first computing device with a second computing device. The first computing device and the computing second device are configured to communicate with an application workspace system. The first computing device provides token and application information to a second computing device. The second computing device is authenticated with the application workspace system using the token and launches an application corresponding to the application information.

Abstract: A computer-implemented system and method for generating heterogeneous graph feature embeddings for feature learning and prediction. An application server may receive and process a plurality of feature datasets to generate a graph data structure comprising a plurality of interconnected transaction pairs. The application server processes the graph data structure to determine a first-order transaction pair corresponding to a maximum transaction frequency based on a user identifier; executes a jumping probability algorithm to process the graph data structure to determine a second-order transaction pair jumping from a first-order transaction pair; and generates a transaction sequence associated with the user identifier.

Abstract: Methods and apparatuses for merging downloaded data with a real-time data are disclosed. An example includes receiving downloaded item of data from a download connection with a data repository and real-time item of data from a real-time data feed with a data publisher. In response to determining that the downloaded item of data includes the most recent downloaded item of data from the download connection, the downloaded item of data is stored as the last downloaded item of data. In response to determining that the real-time item of data is the most recent real-time item of data received from the real-time data feed, the real-time item of data is stored as the last real-time item of data from the real-time data feed. In response to determining a match between the last downloaded item of data and the last real-time item of data the download connection is ended.

Abstract: An example egress network device includes at least one computer processor and a memory. The memory includes instructions that cause the at least one computer processor to receive messages from each of a plurality of ingress network devices. Each message specifies a multicast source as an anycast address that belongs to two or more sources, a multicast group, and a customer site identifier that uniquely identifies a customer network device via which the anycast address is reachable. The instructions cause the at least one computer processor to select, based on the customer site identifiers, one of the plurality of ingress network devices to which to send a multicast join message of a plurality of multicast join messages for the multicast source and multicast group. The instructions cause the at least one computer processor to send the multicast join message to the selected one of the plurality of ingress network devices.

Abstract: In one embodiment, a network assurance service that monitors a network detects an anomaly in the network by applying an anomaly detector to telemetry data collected from the network. The service sends first data to a user interface that causes the interface to present the detected anomaly and one or more candidate root cause metrics from the telemetry data associated with the detected anomaly. The service receives feedback regarding the candidate root cause metric(s) and learns a root cause of the anomaly as one or more thresholds of the candidate root cause metric(s), based in part on the received feedback regarding the candidate root cause metric(s). The service sends second data to the user interface that causes the user interface to present at least one of the candidate root cause metric(s) as a candidate root cause of a subsequent detected anomaly, based on the learned threshold(s).

Abstract: Systems and methods are provided for deriving, based on a service for which an entity is to be selected or provisioned, a query to determine, from candidate nodes, one or more node instances within a topology that fulfill one or more criteria provided by one or more classes; and an additional criterion. The candidate nodes represent respective entities. The evaluation of the query includes determining the classes that satisfy or fulfill the one or more criteria, determining one or more second classes that match, or inherit from, the one or more classes, partially evaluating the additional criterion within respective contexts of the candidate nodes and each of the one or more second classes, based on the partial evaluation, processing the query to determine the node instances, and provisioning or presenting an entity represented by a node instance of the node instances to the service.