Amin Saberi

  1. Constant factor approximation to the bounded genus instances of ATSP.

    Authors: Amin Saberi, Shayan Oveis Gharan
    Subjects: Data Structures and Algorithms
    Abstract

    We give a constant factor approximation algorithm for the asymmetric
    traveling salesman problem when the underlying undirected graph of the
    Held-Karp linear programming relaxation of the problem has orientable bounded
    genus. Our result also implies the weak version Goddyn's conjecture on the
    existence of thin trees on graphs with orientable bounded genus.

  2. Maximizing Stochastic Monotone Submodular Functions.

    Authors: Arash Asadpour, Hamid Nazerzadeh, Amin Saberi
    Subjects: Optimization and Control
    Abstract

    We study the problem of maximizing a stochastic monotone submodular function
    with respect to a matroid constraint. We study the adaptivity gap - the ratio
    between the values of optimal adaptive and non-adaptive policies - and show
    that it is equal to e/(e-1). This result implies that the benefit of adaptivity
    is bounded. We also study the myopic policy and show that it is a
    1/2-approximation. Furthermore, when the matroid is uniform, approximation
    ratio of the myopic policy becomes 1-1/e which is optimum.

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