Now showing items 1-3 of 3

    • Exploiting relevance for online decision-making in high-dimensions 

      Turgay, Eralp; Bulucu, Cem; Tekin, Cem (IEEE, 2020)
      Many sequential decision-making tasks require choosing at each decision step the right action out of the vast set of possibilities by extracting actionable intelligence from high-dimensional data streams. Most of the times, ...
    • Multi-objective contextual bandits with a dominant objective 

      Tekin, Cem; Turgay, Eralp (IEEE, 2017)
      In this paper, we propose a new contextual bandit problem with two objectives, where one of the objectives dominates the other objective. Unlike single-objective bandit problems in which the learner obtains a random scalar ...
    • Multi-objective contextual multi-armed bandit with a dominant objective 

      Tekin, Cem; Turgay, Eralp (IEEE, 2018)
      We propose a new multi-objective contextual multiarmed bandit (MAB) problem with two objectives, where one of the objectives dominates the other objective. In the proposed problem, the learner obtains a random reward ...