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lazy


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 -- Function File: CLEANED = lazy (X, M, RV)
 -- Function File: [CLEANED, DIFF] = lazy (X, M, RV)
 -- Function File: ... = lazy (X, M, RV, IMAX)

     Performs simple nonlinear noise reduction

     *Inputs*

     X
          Must be realvector.  If it is a row vector then the output
          will be row vectors as well.
     M
          Embedding dimension.  Must be postive integer.
     RV
          If RV > 0 then it is equal to the absolute radius of the
          neighbourhoods.  If RV < 0 then its opposite (-RV) is equal to
          the fraction of standard deviation used.  It cannot be equal
          0.
     IMAX
          The number of iterations [default = 1].

     *Output*

     CLEANED
          Vector containing the cleaned data.
     DIFF
          Difference between the clean and noisy data.

     See the demo for example of how lazy works.

     *Algorithm*
     Uses TISEAN package lazy


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Performs simple nonlinear noise reduction



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mutual


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 -- Function File: DELAY = mutual (X)
 -- Function File: [DELAY, MUTUAL_INF] = mutual (X)
 -- Function File: [DELAY, MUTUAL_INF, MUTUAL_INF_LOG] = mutual (X)
 -- Function File: ... = mutual (X, BD)
 -- Function File: ... = mutual (X, BD, D)

     Estimates the time delayed mutual information of the data.  It is
     the simplest possible realization.  It uses a fixed mesh of boxes.
     No finite sample corrections are implemented so far.

     *Inputs*

     X
          Must be realvector.  If it is a row vector then the output
          will be row vectors as well.
     BD
          If all inputs are present (nargin == 3) then BD is equal to
          the number of boxes for the partition.  If D is omitted
          (nargin == 2) then if BD > 0 then it is still equal to the
          number of boxes for the partition, but if BD < 0 then it is
          equal to the maximum time delay (D) and the number of boxes is
          its default value.  BD cannot be equal 0 [default = 16].
     D
          The maximum time delay [default = 20].

     *Output*

     DELAY
          The delay.
     MUTUAL_INF
          The calculated mutual information for the input vector X.

     *Algorithm*
     Based on TISEAN package mutual


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Estimates the time delayed mutual information of the data.





