Learning to Observe with Reinforcement Learning

no code implementations • 1 Jan 2021 • Mehmet Koseoglu, Ece Kunduracioglu, Ayca Ozcelikkale

We consider a decision making problem where an autonomous agent decides on which actions to take based on the observations it collects from the environment.

Decision Making reinforcement-learning +1

Quick Question: Interrupting Users for Microtasks with Reinforcement Learning

no code implementations • 18 Jul 2020 • Bo-Jhang Ho, Bharathan Balaji, Mehmet Koseoglu, Sandeep Sandha, Siyou Pei, Mani Srivastava

Human attention is a scarce resource in modern computing.

reinforcement-learning Reinforcement Learning (RL)

Investment Ranking Challenge: Identifying the best performing stocks based on their semi-annual returns

no code implementations • 20 Jun 2019 • Shanka Subhra Mondal, Sharada Prasanna Mohanty, Benjamin Harlander, Mehmet Koseoglu, Lance Rane, Kirill Romanov, Wei-Kai Liu, Pranoot Hatwar, Marcel Salathe, Joe Byrum

In the IEEE Investment ranking challenge 2018, participants were asked to build a model which would identify the best performing stocks based on their returns over a forward six months window.