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Matlab:Non Linear Methods
Nonlinear Least Squares Curve Fitting Toolbox software uses the nonlinear least-squares formulation to fit a nonlinear model to data. A nonlinear model is defined as an equation that is nonlinear in the coefficients, or a combination of linear and nonlinear in the coefficients. For example, Gaussians, ratios of polynomials, and power functions are all nonlinear.
Interactive fitting The process of fitting a surface to data involves the following steps: Opening the Surface Fitting Tool Selecting Data Refining Your Fit Removing Outliers Selecting Validation Data Exploring and Customizing Plots
1. Opening the curve fitting tool Type cftoolin the matlab command window
2. Selecting Data Type load census for this example. Then import the data as follows
3. Fitting Use the ‘Fit’ option as follows:
4. Viewing Go to View -> Residual -> Line plot
4. Viewing
4. Viewing Apply different fits and see the result
4. Viewing
5. Analyzing the Fit
5. Analyzing the Fit
Visit more self help tutorials Pick a tutorial of your choice and browse through it at your own pace. The tutorials section is free, self-guiding and will not involve any additional support. Visit us at www.dataminingtools.net

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Matlab: Non Linear Methods

  • 2. Nonlinear Least Squares Curve Fitting Toolbox software uses the nonlinear least-squares formulation to fit a nonlinear model to data. A nonlinear model is defined as an equation that is nonlinear in the coefficients, or a combination of linear and nonlinear in the coefficients. For example, Gaussians, ratios of polynomials, and power functions are all nonlinear.
  • 3. Interactive fitting The process of fitting a surface to data involves the following steps: Opening the Surface Fitting Tool Selecting Data Refining Your Fit Removing Outliers Selecting Validation Data Exploring and Customizing Plots
  • 4. 1. Opening the curve fitting tool Type cftoolin the matlab command window
  • 5. 2. Selecting Data Type load census for this example. Then import the data as follows
  • 6. 3. Fitting Use the ‘Fit’ option as follows:
  • 7. 4. Viewing Go to View -> Residual -> Line plot
  • 9. 4. Viewing Apply different fits and see the result
  • 13. Visit more self help tutorials Pick a tutorial of your choice and browse through it at your own pace. The tutorials section is free, self-guiding and will not involve any additional support. Visit us at www.dataminingtools.net