Exercise 1.44 of SICP
Exercise 1.44: The idea of smoothing a function is an important concept in signal processing. If f is a function and dx is some small number, then the smoothed version of f is the function whose value at a point x is the average of f(x - dx), f(x), and f(x + dx). Write a procedure smooth that takes as input a procedure that computes f and returns a procedure that computes the smoothed f. It is sometimes valuable to repeatedly smooth a function (that is, smooth the smoothed function, and so on) to obtained the n-fold smoothed function. Show how to generate the n-fold smoothed function of any given function using smooth and repeated from exercise 1.43.
(define (compose f g) (lambda (x) (f (g x)))) (define (repeated fn n) (if (= n 1) fn (compose fn (repeated fn (- n 1))))) (define (smooth f) (define (average a b c) (/ (+ a b c) 3)) (let ((dx 0.00001)) (lambda (x) (average (f (- x dx)) (f x) (f (+ x dx)))))) (define (n-fold-smooth f n) (if (not (> n 0)) f (let ((smoothed-n (repeated smooth n))) (smoothed-n f)))) (define (S x) (define (>= a b) (not (< a b))) (cond ((< x 0) 0.0) ((>= x 0) 1.0)))
S is a modified (the argument is not floored) Heaviside step function.
> ((n-fold-smooth S 0) 0)
1
> ((n-fold-smooth S 1) 0)
.6666666666666666
> ((n-fold-smooth S 15) 0)
.5409601581500249