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Top Forums Shell Programming and Scripting Help with identify gradient and the coefficient of determination of a straight line Post 302895945 by blakeoft on Thursday 3rd of April 2014 11:39:51 AM
Old 04-03-2014
Sorry if this looks awful. It seems to work though.
Code:
>awk '{sumy=$2+$3+$4+$5} {sumxy=$3*3+$4*6+$5*10} {sumy2=$2*$2+$3*$3+$4*$4+$5*$5}
{denomy=(4.0*sumy2-sumy*sumy)} {slope=(4.0*sumxy-19*sumy)/(4.0*145-361)}
{if(denomy!=0) print $0,slope,(4.0*sumxy-19*sumy)*(4.0*sumxy-19*sumy)/((4.0*145-361)*denomy) ;
else print $0,slope,"#N/A"}' file.txt

Output:
Code:
t1 2 3 5 8 0.611872 0.976082
t2 0 2 0 2 0.127854 0.223744
t3 1 1 1 1 0 #N/A
t4 50 70 80 90 3.88128 0.942596

You might want to consider looking into R (I prefer to use R Studio as an interface). It's pretty easy to use and does stuff like this. Just something to think about if you have more work along the same lines.

Last edited by blakeoft; 04-03-2014 at 12:41 PM.. Reason: added the output that I got
This User Gave Thanks to blakeoft For This Post:
 

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MPSNNConcatenationGradientNode(3)			 MetalPerformanceShaders.framework			 MPSNNConcatenationGradientNode(3)

NAME
MPSNNConcatenationGradientNode SYNOPSIS
#import <MPSNNGraphNodes.h> Inherits MPSNNGradientFilterNode. Instance Methods (nonnull instancetype) - initWithSourceGradient:sourceImage:gradientState: Class Methods (nonnull instancetype) + nodeWithSourceGradient:sourceImage:gradientState: Additional Inherited Members Detailed Description A MPSNNSlice filter that operates as the conjugate computation for concatentation operators during training As concatenation is formally just a copy and not a computation, there isn't a lot of arithmetic for the slice operator to do, but we still need to extract out the relevant portion of the gradient of the input signal that went into the corresponding concatenation destination image. Method Documentation - (nonnull instancetype) initWithSourceGradient: (MPSNNImageNode *__nonnull) gradientSourceNode(MPSNNImageNode *__nonnull) sourceImage(MPSNNGradientStateNode *__nonnull) gradientState Init a MPSNNConcatenationGradientNode Generally you should use [MPSNNConcatenationNode gradientFiltersWithSources:] instead. Parameters: gradientSourceNode The gradient image functioning as input for the operator sourceImage The particular input image to the concatentation, if any, that the slice corresponds with gradientState The gradient state produced by the concatenation filter, consumed by this filter + (nonnull instancetype) nodeWithSourceGradient: (MPSNNImageNode *__nonnull) gradientSourceNode(MPSNNImageNode *__nonnull) sourceImage(MPSNNGradientStateNode *__nonnull) gradientState create a MPSNNConcatenationGradientNode Generally you should use [MPSNNConcatenationNode gradientFiltersWithSources:] instead. Parameters: gradientSourceNode The gradient image functioning as input for the operator sourceImage The particular input image to the concatentation, if any, that the slice corresponds with gradientState The gradient state produced by the concatenation filter, consumed by this filter Author Generated automatically by Doxygen for MetalPerformanceShaders.framework from the source code. Version MetalPerformanceShaders-100 Thu Feb 8 2018 MPSNNConcatenationGradientNode(3)
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