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Local Regression 2D 1.0

  Date Added: August 22, 2013  |  Visits: 368

Local Regression 2D

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This function will perform a local regression at the given points. Using the data at hand. You will need to input a spanwidth which will tell the function how many datapoints he will use in the local regression at each evaluation.Example CodeX=-5:0.05:10;X=X';y=2*X-X.^2;y=y+normrnd(0,2,size(y));scatter(X,y)X0=X;robust=1;spanwidth=0.4X0=[-5:0.1:10]';[eps]=MLR(X,y,spanwidth,X0,robust)Assumption for use local RegressionThe underlying function between y and X is continues and has a 1st derivative at any point.ExplanationX= 1 column vector with data pointsy= 1 column vector with data pointsspanwidth= number between 0 and 1X0= column vector specifying the points that you want to be evaluatedrobust= either 0 or 1 ( if you choose 1 then robust version is used )Plot explanation-The straight blue line is the local regression approximation at a certain point- The green points are used for local regression- The Red points are left out- The blue dot in middle of blue line is the current point .Please leave a comment with your opinion

Requirements: No special requirements
Platforms: Matlab
Keyword: 1x03d Approximation Choose Comment Current Evaluatedrobust Explanationthe Green Leave Middle Number Opinion Point Robust Straight Version
Users rating: 0/10

License: Freeware Size: 10 KB
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