On the Analysis and Interpretation of Inhomogeneous Quadratic Forms as Receptive Fields

@article{Berkes2006OnTA,
  title={On the Analysis and Interpretation of Inhomogeneous Quadratic Forms as Receptive Fields},
  author={Pietro Berkes and Laurenz Wiskott},
  journal={Neural Computation},
  year={2006},
  volume={18},
  pages={1868-1895}
}
In this letter, we introduce some mathematical and numerical tools to analyze and interpret inhomogeneous quadratic forms. The resulting characterization is in some aspects similar to that given by experimental studies of cortical cells, making it particularly suitable for application to second-order approximations and theoretical models of physiological receptive fields. We first discuss two ways of analyzing a quadratic form by visualizing the coefficients of its quadratic and linear term… CONTINUE READING
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