Abstract: Systems, methods, and devices are described for on-demand launching of an interface on a compute cluster. The interface enables a user to interact with an application while the application is executing on the compute cluster. A job request associated with the application is received. Responsive to the job request, a determination is made if the interface has already been launched on the compute cluster responsive to an earlier-received job request. If the interface has not already been launched, launch instructions are transmitted to the compute cluster to cause the interface to be launched on the compute cluster. Job instructions are transmitted to the compute cluster to cause the application to be executed on the compute cluster.

Abstract: Systems, methods, and devices are described for on-demand launching of an interface on a compute cluster. The interface enables a user to interact with an application while the application is executing on the compute cluster. A job request associated with the application is received. Responsive to the job request, a determination is made if the interface has already been launched on the compute cluster responsive to an earlier-received job request. If the interface has not already been launched, launch instructions are transmitted to the compute cluster to cause the interface to be launched on the compute cluster. Job instructions are transmitted to the compute cluster to cause the application to be executed on the compute cluster.

Abstract: Systems, methods, and devices are described for on-demand launching of an interface on a compute cluster. The interface enables a user to interact with an application while the application is executing on the compute cluster. A job request associated with the application is received. Responsive to the job request, a determination is made if the interface has already been launched on the compute cluster responsive to an earlier-received job request. If the interface has not already been launched, launch instructions are transmitted to the compute cluster to cause the interface to be launched on the compute cluster. Job instructions are transmitted to the compute cluster to cause the application to be executed on the compute cluster.

Abstract: Described embodiments provide systems and methods for measuring user experience with virtual or hosted desktops or applications, with scores calculated based on weights determined during a supervisory learning process. The scores are multivariate across a number of factors that affect user experience, enabling administrators to easily and efficiently identify trends and degradations or improvements to a system. This allows the administrator to take mitigating actions, fully implement temporary adjustments, or perform other such functions to improve the working of the system based on the real-time measurement and analysis of user experience.

Abstract: Described embodiments provide systems and methods for measuring user experience with virtual or hosted desktops or applications, with scores calculated based on weights determined during a supervisory learning process. The scores are multivariate across a number of factors that affect user experience, enabling administrators to easily and efficiently identify trends and degradations or improvements to a system. This allows the administrator to take mitigating actions, fully implement temporary adjustments, or perform other such functions to improve the working of the system based on the real-time measurement and analysis of user experience.