8.3 Relative Rates of Growth Greg Kelly, Hanford High School, Richland, Washington x y e The function grows very fast. We could graph it on the chalkboard: If x is 3 inches, y is about 20 inches: 35 30 25 20 15 10 5 3, 20 0 20 We have gonethe less than At 64 inches, y-value half-way across the board would be at the edge of the horizontally, and already the known universe! y-value would reach the (13 billion light-years) Andromeda Galaxy! 40 60 At x 10 inches, At x 44 inches, 1 y mile y 2 million light-years 3 80 The function y ln x grows very slowly. If we graph it on the chalkboard it looks like this: We would have to move 2.6 miles to the right before the line moves a foot above the x-axis! 35 30 25 20 15 10 5 0 64 inches By the time we reach the edge of the universe again (13 billion light-years) the chalk line will only have reached 64 inches! 20 40 60 80 The function y ln x increases everywhere, even though it increases extremely slowly. Definitions: Faster, Slower, Same-rate Growth as x Let f (x) and g(x) be positive for x sufficiently large. 1. f grows faster than g (and g grows slower than f ) as x if lim x f x g x or lim x g x f x 2. f and g grow at the same rate as lim x f x g x 0 x if L0 WARNING Please temporarily suspend your common sense. According to this definition, than y x . yx y 2x does not grow faster 2x lim lim 2 2 x x x 6 5 4 3 2 1 -6 -5 -4 -3 -2 -1 0 -1 -2 -3 -4 -5 -6 y 2x 1 2 3 4 5 6 Since this is a finite non-zero limit, the functions grow at the same rate! The book says that “f grows faster than g” means that for large x values, g is negligible compared to f. “Grows faster” is not the same as “has a steeper slope”! x 2 e x Which grows faster, or ? Weiscan confirm thisso graphically: This indeterminate, we apply10L’Hôpital’s rule. ex approaches lim 2 x x 9 x e still lim x 2 x ex y 2 x 8 7 Still indeterminate. 6 5 ex lim x 2 4 3 2 1 e x grows faster than x 2 . 0 1 2 3 4 5 6 7 8 9 10 “Growing at the same rate” is transitive. In other words, if two functions grow at the same rate as a third function, then the first two functions grow at the same rate. Example 4: Show that f x x 5 and g x 2 x 1 grow at 2 2 the same rate as x . Let h x x x 5 lim lim x x x 2 lim x 2 x 1 x 2 x2 5 lim x x2 x2 5 lim 2 2 x x x 2 x 1 x 2 2 f f h 1 1 lim lim 1 x g x h g 4 4 50 lim 1 2 1 x x 2 2 x 1 0 lim 4 x x x f and g grow at the same rate. Order and Oh-Notation Definition f of Smaller Order than g Let f and g be positive for x sufficiently large. Then f is of smaller order than g as x if lim x We write f x g x 0 f o g and say “f is little-oh of g.” Saying f o g is another way to say that f grows slower than g. Order and Oh-Notation Definition f of at Most the Order of g Let f and g be positive for x sufficiently large. Then f is of at most the order of g as x if there is a positive integer M for which f x g x We write M for x sufficiently large f O g and say “f is big-oh of g.” Saying f O g is another way to say that f grows no faster than g. p