Problem 1. The plot below shows a number of noisy (x, y) datapoints and a nonlinear model y = f(x) fit to the data by linearization and least squares. 10 10³ 10⁰ 10-3 10-² 10-1 10⁰ X ● (x,y) -least-squares fit 10¹ 10² (a) What is the appropriate functional form of the nonlinear model, given this plot? Your answer should be some function y = f(x) with one or more unknown constants in f. (b) Determine the values of the constants from the least-squares fit shown in the plot. (c) Plug the constants into the formula from (a) to give y = f(x) as an explicit function. (d) Suppose you have the noisy data points as vectors x and y in Julia or Matlab. Write a few lines of code that would determine the values of the constants from a least-squares fit and generate a function for the model y = f(x).

Trigonometry (MindTap Course List)
8th Edition
ISBN:9781305652224
Author:Charles P. McKeague, Mark D. Turner
Publisher:Charles P. McKeague, Mark D. Turner
Chapter4: Graphing And Inverse Functions
Section: Chapter Questions
Problem 6GP: If your graphing calculator is capable of computing a least-squares sinusoidal regression model, use...
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Problem 1. The plot below shows a number of noisy (x, y) datapoints and a nonlinear model y = f(x) fit to
the data by linearization and least squares.
10
10³
10⁰
10-3
10-²
10-1
10⁰
X
● (x,y)
-least-squares fit
10¹
10²
(a) What is the appropriate functional form of the nonlinear model, given this plot? Your answer should be
some function y = f(x) with one or more unknown constants in f.
(b) Determine the values of the constants from the least-squares fit shown in the plot.
(c) Plug the constants into the formula from (a) to give y = f(x) as an explicit function.
(d) Suppose you have the noisy data points as vectors x and y in Julia or Matlab. Write a few lines of code
that would determine the values of the constants from a least-squares fit and generate a function for the
model y = f(x).
Transcribed Image Text:Problem 1. The plot below shows a number of noisy (x, y) datapoints and a nonlinear model y = f(x) fit to the data by linearization and least squares. 10 10³ 10⁰ 10-3 10-² 10-1 10⁰ X ● (x,y) -least-squares fit 10¹ 10² (a) What is the appropriate functional form of the nonlinear model, given this plot? Your answer should be some function y = f(x) with one or more unknown constants in f. (b) Determine the values of the constants from the least-squares fit shown in the plot. (c) Plug the constants into the formula from (a) to give y = f(x) as an explicit function. (d) Suppose you have the noisy data points as vectors x and y in Julia or Matlab. Write a few lines of code that would determine the values of the constants from a least-squares fit and generate a function for the model y = f(x).
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