The Exploration vs Exploitation Trade-Off in Bandit Problems: An Empirical Study. - Bernard Manderick; Saba Q. Yahyaa (ESANN, 2012)

Empirical Evaluation of Shortest Path Gaussian Kernels over State Action Graphs. - Saba Q. Yahyaa; Bernard Manderick (ICAART (2), 2013)

Knowledge Gradient Exploration in Online Least Squares Policy Iteration. - Saba Q. Yahyaa; Bernard Manderick (ICAART (2), 2013)

Annealing-pareto multi-objective multi-armed bandit algorithm. - Saba Q. Yahyaa; Madalina M. Drugan; Bernard Manderick (ADPRL, 2014)

Linear Scalarized Knowledge Gradient in the Multi-Objective Multi-Armed Bandits Problem. - Saba Q. Yahyaa; Madalina M. Drugan; Bernard Manderick (ESANN, 2014)

Knowledge Gradient for Multi-objective Multi-armed Bandit Algorithms. - Saba Q. Yahyaa; Madalina M. Drugan; Bernard Manderick (ICAART (1), 2014)

Online Knowledge Gradient Exploration in an Unknown Environment. - Saba Q. Yahyaa; Bernard Manderick (ICAART (1), 2014)

Knowledge Gradient for Online Reinforcement Learning. - Saba Q. Yahyaa; Bernard Manderick (ICAART (Revised Selected Papers), 2014)

The scalarized multi-objective multi-armed bandit problem: An empirical study of its exploration vs. exploitation tradeoff. - Saba Q. Yahyaa; Madalina M. Drugan; Bernard Manderick (IJCNN, 2014)

Annealing linear scalarized based multi-objective multi-armed bandit algorithm. - Saba Q. Yahyaa; Madalina M. Drugan; Bernard Manderick (CEC, 2015)

Thompson Sampling for Multi-Objective Multi-Armed Bandits Problem. - Saba Q. Yahyaa; Bernard Manderick (ESANN, 2015)

Thompson Sampling in the Adaptive Linear Scalarized Multi Objective Multi Armed Bandit. - Saba Q. Yahyaa; Madalina M. Drugan; Bernard Manderick (ICAART (2), 2015)

Correlated Gaussian Multi-Objective Multi-Armed Bandit Across Arms Algorithm. - Saba Q. Yahyaa; Madalina M. Drugan (SSCI, 2015)

Scalarized and Pareto Knowledge Gradient for Multi-objective Multi-armed Bandits. - Saba Q. Yahyaa; Madalina M. Drugan; Bernard Manderick (Trans. Comput. Collect. Intell., 2015)