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19962026
most citedSMOTE: Synthetic Minority Over-sampling Technique

33.1k citations

Showing 2014 · math.NAShow all

9 papers · 2 filters

math.NA2014★ 73 cited

A Christoffel function weighted least squares algorithm for collocation approximations

Akil Narayan, John D. Jakeman, Tao Zhou

We propose, theoretically investigate, and numerically validate an algorithm for the Monte Carlo solution of least-squares polynomial approximation problems in a collocation frame-…

math.NA2014

Analysis of an optimization-based atomistic-to-continuum coupling method for point defects

Derek Olson, Alexander V. Shapeev, Pavel Bochev +1

We formulate and analyze an optimization-based Atomistic-to-Continuum (AtC) coupling method for problems with point defects. Near the defect core the method employs a potential-bas…

math.NA2014★ 1 cited

A Structure Preserving Scheme for the Kolmogorov-Fokker-Planck Equation

Erich L Foster, Jérôme Lohéac, Minh-Binh Tran

In this paper we introduce a numerical scheme which preserves the long time behavior of solutions to the Kolmogorov equation. The method presented is based on a self-similar change…

math.NA2014★ 59 cited

Numerical Optimization for Symmetric Tensor Decomposition

Tamara G. Kolda

We consider the problem of decomposing a real-valued symmetric tensor as the sum of outer products of real-valued vectors. Algebraic methods exist for computing complex-valued deco…

math.NA2014★ 180 cited

Enhancing -minimization estimates of polynomial chaos expansions using basis selection

John D. Jakeman, Michael S. Eldred, Khachik Sargsyan

In this paper we present a basis selection method that can be used with -minimization to adaptively determine the large coefficients of polynomial chaos expansions (PCE). T…

math.NA2014★ 6 cited

Solving Stochastic Inverse Problems using Sigma-Algebras on Contour Maps

Troy Butler, Don Estep, Simon Tavener +3

We compute approximate solutions to inverse problems for determining parameters in differential equation models with stochastic data on output quantities. The formulation of the pr…