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Showing 1 to 6 of 6 for “"under approximation"”.

  1. Finding Termination and Time Improvement in Predicate Abstraction with Under-Approximation and Abstract Matching

    … Predicate abstraction comes in two flavors, over-approximation and under-approximation. A drawback of over-approximation is that it produces too many spurious errors for data-intensive applications. A more recent under-approximation technique which does not produce spurious errors, does abstract …

    byu Repository record for Finding Termination and Time Improvement in Predicate Abstraction with Under-Approximation and Abstract Matching (opens in a new tab)

  2. Asymptotic theory for Bayesian nonparametric procedures in inverse problems

    … is proved in a general Hilbert space setting under approximation-theoretic assumptions on the prior. The result is applied to non-conjugate priors, notably sieve and wavelet series priors, as well as in the conjugate setting. In the mildly ill-posed setting, minimax optimal rates are obtained, …

    cambridge Repository record for Asymptotic theory for Bayesian nonparametric procedures in inverse problems (opens in a new tab)

  3. Effective Heuristic-based Test Generation Techniques for Concurrent Software

    … uses a set of program executions as a program under-approximation to explore both input and interleaving spaces. This technique generates tests that increase branch coverage in concurrent programs based their approximation models. (C) a new heuristic, called bounded-interference, for …

    toronto-retro Repository record for Effective Heuristic-based Test Generation Techniques for Concurrent Software (opens in a new tab)

  4. Exploring Hybrid Dynamic and Static Techniques for Software Verification

    … depend, the correctness requirement of the underlying software becomes especially critical. However, the increasing complexities and sizes of modern software systems pose special challenges on the effectiveness as well as efficiency of software verification. Two major obstacles include the …

    vt Repository record for Exploring Hybrid Dynamic and Static Techniques for Software Verification (opens in a new tab)

  5. Asymptotic theory for Bayesian nonparametric inference in statistical models arising from partial differential equations

    … rate theorem for the drift gradient vector field under approximation-theoretic conditions on the induced prior for the invariant measure. The general theorem is applied to Gaussian priors and p-exponential priors, which are shown to converge to the truth at the minimax optimal rate over Sobolev …

    cambridge Repository record for Asymptotic theory for Bayesian nonparametric inference in statistical models arising from partial differential equations (opens in a new tab)

  6. Computational Techniques for Stochastic Reachability

    … programming. The first method uses a particle approximation to formulate a deterministic mixed integer linear program that produces an estimate to reachability probabilities. The second method uses a convex chance-constrained optimization problem to generate an under-approximation to the …

    unm Repository record for Computational Techniques for Stochastic Reachability (opens in a new tab)