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Principal Components Analysis with Spline Optimal Transformations for Continuous Data

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Figure

Figure 1 displays the family of I-splinesdefined onsplineIt also displays an example of the images obtained by eachof the three functions (two basis functions and one spline)for a value ofI and2(0 of degree one [0, 1] with one interior knot at the median
Fig. 4.Optimal spline transformations with three interior knots of variable6 from a two dimensional qlPCA on cilinder data without noise.
Fig. 5.Optimal spline transformations with three interior knots of variable12 from a two dimensional qlPCA on cilinder data without noise.

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