Yahoo! Inc.

Roku, Inc.

Sahib Bal

Beth Teresa Logan

Vijay Anand Raghavan

Sayan Maity

Philip Flores

Le Zhang

Kevin Henely

Peter Hollingsworth

Suvrath V Penmetcha

A method may include determining a combination of values of attributes represented by reference data associated with computing devices by training a machine learning model based on an association between (i) respective values of the attributes and (ii) the computing devices entering a device state. The combination may be correlated with entry into the device state. The method may also include selecting a subset of the computing devices that is associated with the combination of values. The method may additionally include determining a first rate at which computing devices of the subset have entered the device state during a first time period and a second rate at which one or more computing devices associated with the combination have entered the device state during a second time period, and generating an indication that the two rates differ.

Product metrics monitoring and anomaly detection using machine learning models

Methods and software tools are described for allowing users to navigate through a time schedule quickly and easily. The time schedule interface facilitates a user viewing multiple time periods on an information schedule on a client device quickly without having to completely remake or redraw the entire interface. A user of a computer or similar device is presented with a time schedule interface. This schedule interface may resemble a schedule such as program guide or a train schedule. The schedule typically is composed of a grid or blocks of information defined by two parameters. One parameter is almost always time, while the other parameter depends on the type of schedule. The interface in this invention includes a moveable virtual slider. The slider rests on or is attached to a time scale axis. This time scale axis may be implemented as a horizontal or vertical bar and in addition may contain markings corresponding to time intervals much like a ruler. A user may select and control this slider along the time scale axis. The position of the slider along the time scale axis controls the time periods displayed in the schedule.

Method and user interface tool for navigation through grid of scheduled items

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San Jose, CA, United States of America

Sahib Bal