International Business Machines Corporation

Venkatesh Ashok Rao Rao

Mudhakar Srivatsa

Mathews Thomas

Raghu Kiran Ganti

Janki Y Vora

Utpal Mangla

Linsong Chu

Amandeep Singh

Sharath Prasad Krishna Prasad

An action recommendation system uses reinforcement learning that provides a next action recommendation to a traffic controller to give to a vehicle pilot such as an aircraft pilot. The action recommendation system uses data of past human actions to create a reinforcement learning model and then uses the reinforcement learning model with current ABS-B data to provide the next action recommendation to the traffic controller. The action recommendation system may use an anisotropic reward function and may also include an expanding state space module that uses a non-uniform granularity of the state space.

Traffic control with reinforcement learning

An approach for creating dynamic content. The approach receives advertiser data associated with activities of one or more advertisers and receives publisher data associated with activities of one or more publishers. The approach manages the one or more DSPs activities associated with the received advertiser data and publisher data. Furthermore, the approach manages the one or more SSPs activities associated with the received advertiser data, publisher data and the one or more DSPs activities and selects one or more advertisement for one or more website. Finally, the approach manages the one or more consumer behaviors associated with the selected one or more advertisement.

Dynamic content fulfilment associated with real time bidding

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Natick, MA, United States of America

Venkatesh Ashok Rao Rao