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Approximation of sign-regular kernels

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  • Knox, Thomas A.

Abstract

Parameterized integrals, qy=∫Kx,ydPx, are common in economic applications. To optimize a parameterized integral, or to relate one such integral to others, it is helpful to reduce the rank of the kernel K while controlling approximation error. A bound on the uniform approximation error of Kx,y≈∑i=1nfixgiy also bounds the uniform approximation error of qy≈∑i=1ncigiy=∑i=1n∫fixdPxgiy over all y and all signed measures P whose total variation does not exceed a fixed bound (such as probability measures), which may be useful in optimizing q or in relating q to other parameterized integrals. Bounding the mean squared error or the local error in approximating K generally does not bound the uniform approximation error of q. Many economically interesting kernels of parameterized integrals, including expcxy, the Gaussian probability density function, and a wide class of Green’s functions, satisfy a condition known as strict sign-regularity.

Suggested Citation

  • Knox, Thomas A., 2022. "Approximation of sign-regular kernels," Journal of Econometrics, Elsevier, vol. 226(1), pages 171-191.
  • Handle: RePEc:eee:econom:v:226:y:2022:i:1:p:171-191
    DOI: 10.1016/j.jeconom.2021.07.009
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    1. Nicholas Barberis, 2000. "Investing for the Long Run when Returns Are Predictable," Journal of Finance, American Finance Association, vol. 55(1), pages 225-264, February.
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