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Energy minimization for classification, pattern recognition, sensor fusion, data compression, network reconstruction and signal processing

  • US 7,702,155 B2
  • Filed: 04/01/2005
  • Issued: 04/20/2010
  • Est. Priority Date: 12/29/1997
  • Status: Expired due to Fees
First Claim
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1. A method for determining dimensionality of a network, the dimensionality corresponding to a number of degrees of freedom in the network, the method comprising the steps of:

  • using a computer system, sampling data from one or more nodes of the network;

    using the computer system, mapping the data into one or more matrices;

    using the computer system, applying individual differences multidimensional scaling to the one or more matrices to produce a stress/energy; and

    using the computer system, processing the stress/energy to determine the dimensionality of the network.

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