4.5 Article

Mathematics of the Neural Response

期刊

FOUNDATIONS OF COMPUTATIONAL MATHEMATICS
卷 10, 期 1, 页码 67-91

出版社

SPRINGER
DOI: 10.1007/s10208-009-9049-1

关键词

Unsupervised learning; Computer vision; Kernels

资金

  1. Div Of Information & Intelligent Systems
  2. Direct For Computer & Info Scie & Enginr [0827483] Funding Source: National Science Foundation

向作者/读者索取更多资源

We propose a natural image representation, the neural response, motivated by the neuroscience of the visual cortex. The inner product defined by the neural response leads to a similarity measure between functions which we call the derived kernel. Based on a hierarchical architecture, we give a recursive definition of the neural response and associated derived kernel. The derived kernel can be used in a variety of application domains such as classification of images, strings of text and genomics data.

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