Hewlett-packard Development Company, L.p.

Mengqi Hei

Amit Kumar Singh

Gaurav Sujit Roy

Ronnie Glenn Blewer

Prateek Tiwari

Nileshkumar Gawali

Siddhesh Arolkar

Aleksei Shelaev

Chetan Satpute

Sumit Raut

Sakshi Kandya

Madhurya Sarma

Aravind Iyengar

The present subject matter relates to techniques of assigning a mobility factor to the user based on the spatial movement data. In one example, the technique may include four phases for assigning the mobility factors to the users. In a first phase, spatial movement data from a plurality of user devices assigned to a plurality of users may be received. In a second phase, spatial movement behavior for a set of user devices may be assessed using the received spatial movement data of the members of the set using machine learning techniques. In a third phase, user devices may be selected based on the assessed spatial movement behavior using machine learning techniques for reconfiguration. Finally, at a four phase, the selected user devices may be reconfigured.

Assessing spatial movement behavior

An example of an apparatus including a memory storage unit to store telemetry data collected from a plurality of sources, wherein each source of the plurality of sources maintains confidentiality. The apparatus further includes an anonymizing engine to remove identifying information from the telemetry data to generate anonymized data. The apparatus also includes a communication interface to receive request from a client device for an upgrade. The request includes a requesting device configuration of the client device. The apparatus also includes a selection engine to select a subset of the anonymized data based on the requesting device configuration. Furthermore, the apparatus includes a comparison engine to analyze the subset of the anonymized data to determine a probability of an upgrade failure at the client device. Additionally, the apparatus includes an upgrade engine to implement the upgrade on the client device based on the probability.

Upgrades based on analytics from multiple sources

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Spring, TX, United States of America

Mengqi Hei