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Showing 1 to 4 of 4 for “"constrained learning"”.

  1. Learning with online constraints : shifting concepts and active learning

    … streaming data applications, and resource-constrained learning, can be modeled as learning with online constraints. This thesis is concerned with analyzing and designing algorithms for learning under the following online constraints: i) The algorithm has only sequential, or one-at-time, …

    mit Repository record for Learning with online constraints : shifting concepts and active learning (opens in a new tab)

  2. Learning with classical and quantum information constraints

    … for proving the fundamental limit of information-constrained learning and designs sample-optimal algorithms under settings of practical interest. We consider various information constraints, including privacy and communication constraints on classical computers, and inherent randomness governed by …

    cornell Repository record for Learning with classical and quantum information constraints (opens in a new tab)

  3. Machine Learning and Quantum Computing for Optimization Problems in Power Systems

    … many optimization problems such as security-constrained unit commitment, economic dispatch, optimal power flow, optimal planning, etc. Although traditional optimization solvers and software have been successful so far in solving these problems, there is a growing need to accelerate the …

    vt Repository record for Machine Learning and Quantum Computing for Optimization Problems in Power Systems (opens in a new tab)

  4. Knowing Who to Trust and What to Believe in the Presence of Conflicting Information

    … trust decision via the Generalized and Constrained Fact-Finding frameworks while still maintaining the relative simplicity and tractability of standard fact-finders. Ultimately, we introduce Latent Trust Analysis, a new type of probabilistic trust model that provides the first strongly …

    uiuc Repository record for Knowing Who to Trust and What to Believe in the Presence of Conflicting Information (opens in a new tab)