1 00:00:00,040 --> 00:00:01,940 ANNOUNCER: The following content is provided under a 2 00:00:01,940 --> 00:00:03,690 Creative Commons license. 3 00:00:03,690 --> 00:00:06,630 Your support will help MIT OpenCourseWare continue to 4 00:00:06,630 --> 00:00:09,990 offer high quality educational resources for free. 5 00:00:09,990 --> 00:00:12,830 To make a donation or to view additional materials from 6 00:00:12,830 --> 00:00:16,760 hundreds of MIT courses, visit MIT OpenCourseWare at 7 00:00:16,760 --> 00:00:18,010 ocw.mit.edu. 8 00:00:32,580 --> 00:00:35,770 HERBERT GROSS: Hi, our lecture today is entitled 9 00:00:35,770 --> 00:00:38,770 differentiation of inverse functions. 10 00:00:38,770 --> 00:00:40,800 And it pulls together two previous 11 00:00:40,800 --> 00:00:42,720 topics that we've discussed. 12 00:00:42,720 --> 00:00:46,510 Namely, inverse functions themselves, and secondly, the 13 00:00:46,510 --> 00:00:48,400 chain rule that we've discussed just 14 00:00:48,400 --> 00:00:49,800 a short time ago. 15 00:00:49,800 --> 00:00:52,720 And perhaps the best way to introduce the power of 16 00:00:52,720 --> 00:00:56,250 differentiation of inverse functions is to start out with 17 00:00:56,250 --> 00:00:57,450 such a problem. 18 00:00:57,450 --> 00:01:00,720 Let's actually try to differentiate a particular 19 00:01:00,720 --> 00:01:03,870 function, which at least up until now, we have not been 20 00:01:03,870 --> 00:01:05,430 able to differentiate. 21 00:01:05,430 --> 00:01:09,440 The function happens to be y equals the cube root of 'x'. 22 00:01:09,440 --> 00:01:12,200 In other words, 'y' equals 'x to the 1/3'. 23 00:01:12,200 --> 00:01:16,210 Let's find 'dy dx' if 'y' equals 'x to the 1/3'. 24 00:01:16,210 --> 00:01:19,380 Now, the whole idea of inverse functions is what? 25 00:01:19,380 --> 00:01:22,240 That it gives us a chance to paraphrase. 26 00:01:22,240 --> 00:01:25,310 That we can interchange the role of the dependent and the 27 00:01:25,310 --> 00:01:26,810 independent variables. 28 00:01:26,810 --> 00:01:29,740 And like any other form of paraphrase, even though two 29 00:01:29,740 --> 00:01:34,250 things may be synonymous, psychologically one of the two 30 00:01:34,250 --> 00:01:37,920 may be easier for us to visualize than the other. 31 00:01:37,920 --> 00:01:40,970 In particular, in this particular case, if 'y' equals 32 00:01:40,970 --> 00:01:44,130 'x to the 1/3', another way of writing the same 33 00:01:44,130 --> 00:01:46,280 thing is to say what? 34 00:01:46,280 --> 00:01:50,780 'x' equals 'y cubed'. 35 00:01:50,780 --> 00:01:54,590 And now, given that 'x' equals 'y cubed', in other words, 36 00:01:54,590 --> 00:01:58,280 with treating 'x' as a function of 'y', we certainly 37 00:01:58,280 --> 00:02:01,430 know how to differentiate 'y cubed' with respect to 'y'. 38 00:02:01,430 --> 00:02:04,470 Namely, we know that for a positive exponent to 39 00:02:04,470 --> 00:02:07,900 differentiate, all we have to do is bring the exponent down 40 00:02:07,900 --> 00:02:09,780 and replace it by one less. 41 00:02:09,780 --> 00:02:13,000 In other words, right away what we can say is that 'dx 42 00:02:13,000 --> 00:02:17,280 dy' is '3y squared'. 43 00:02:17,280 --> 00:02:21,290 Now if we use the result of last time that we talked about 44 00:02:21,290 --> 00:02:23,590 when we were discussing the chain rule, and I'll review 45 00:02:23,590 --> 00:02:25,540 that result in just a few moments. 46 00:02:25,540 --> 00:02:29,150 But for the time being, let's assume that we have the result 47 00:02:29,150 --> 00:02:34,190 that 'dx dy' is the reciprocal of 'dy dx'. 48 00:02:34,190 --> 00:02:41,950 In other words, if 'dy dx' is '1 over 'dx dy'', that tells 49 00:02:41,950 --> 00:02:47,450 us that 'dy dx' is '1 over 3y squared'. 50 00:02:47,450 --> 00:02:50,770 And I guess to write that in a more convenient form, that's 51 00:02:50,770 --> 00:02:53,670 '1/3 y to the minus 2' if you're used 52 00:02:53,670 --> 00:02:55,400 to exponential notation. 53 00:02:55,400 --> 00:03:00,450 If we now recall from above that 'y' is equal to 'x to the 54 00:03:00,450 --> 00:03:07,500 1/3', this can now be written as ''1/3 x to the 1/3' 55 00:03:07,500 --> 00:03:09,360 to the minus 2'. 56 00:03:09,360 --> 00:03:15,740 And we now arrive at an answer 'dy dx' is '1/3 x 57 00:03:15,740 --> 00:03:17,440 to the minus 2/3'. 58 00:03:17,440 --> 00:03:20,020 By the way, let me point out there certainly was nothing 59 00:03:20,020 --> 00:03:23,320 wrong with leaving our answer in this particular form. 60 00:03:23,320 --> 00:03:26,980 It's just conventional that wherever possible, if the 61 00:03:26,980 --> 00:03:30,040 original problem was given as a function of 'x', we would 62 00:03:30,040 --> 00:03:33,130 like our answer to also be a function of 'x'. 63 00:03:33,130 --> 00:03:35,110 I mean, here for example, we could have said that the 64 00:03:35,110 --> 00:03:39,020 answer is '1/3 y to the minus 2', where 'y' 65 00:03:39,020 --> 00:03:40,760 equals 'x to the 1/3'. 66 00:03:40,760 --> 00:03:45,270 All we've done here is to fill this thing in explicitly. 67 00:03:45,270 --> 00:03:47,370 By the way, there may have been a tendency-- 68 00:03:47,370 --> 00:03:49,620 and here's an example of circular reasoning. 69 00:03:49,620 --> 00:03:52,110 There may have been a tendency to say, didn't we already 70 00:03:52,110 --> 00:03:55,500 learn that to differentiate a power, we just bring the power 71 00:03:55,500 --> 00:03:58,240 down and replace it by one less? 72 00:03:58,240 --> 00:04:01,490 In other words, if we did that bringing down the 1/3 would 73 00:04:01,490 --> 00:04:04,000 give us a factor of 1/3 in front. 74 00:04:04,000 --> 00:04:09,030 Replacing 1/3 by one less, 1/3 minus 1 is minus 2/3. 75 00:04:09,030 --> 00:04:14,100 We would then see that 'dy dx' should be '1/3 x 76 00:04:14,100 --> 00:04:15,640 to the minus 2/3'. 77 00:04:15,640 --> 00:04:18,640 Which is exactly what we got this way. 78 00:04:18,640 --> 00:04:20,550 The point that we should mention at this particular 79 00:04:20,550 --> 00:04:24,920 stage is that the derivative of 'x' to the 'n' being 'nx to 80 00:04:24,920 --> 00:04:29,550 the 'n - 1'' was proven only for the case that 'n' is an 81 00:04:29,550 --> 00:04:31,690 integer, either positive or negative. 82 00:04:31,690 --> 00:04:35,020 One uses the binomial theorem to prove the result for a 83 00:04:35,020 --> 00:04:36,170 positive integer. 84 00:04:36,170 --> 00:04:39,810 One uses the quotient rule to prove the result for a 85 00:04:39,810 --> 00:04:40,930 negative integer. 86 00:04:40,930 --> 00:04:43,700 And now, even though I didn't do this thing in general, I 87 00:04:43,700 --> 00:04:45,710 think you can see how this will generalize. 88 00:04:45,710 --> 00:04:49,470 For fractional exponents, one uses the 89 00:04:49,470 --> 00:04:51,080 inverse function idea. 90 00:04:51,080 --> 00:04:55,760 Namely, we did have to use the fact that if 'y' is equal to 91 00:04:55,760 --> 00:04:59,750 'x to the 1/3', 'x' equals 'y cubed' was 92 00:04:59,750 --> 00:05:01,910 an equivalent equation. 93 00:05:01,910 --> 00:05:03,910 And we could differentiate that. 94 00:05:03,910 --> 00:05:08,910 Now, what is the hang up here, in so far as how certain are 95 00:05:08,910 --> 00:05:13,190 we that 'dy dx' and 'dx dy' are reciprocals? 96 00:05:13,190 --> 00:05:16,710 You may recall that when we used the chain rule, we showed 97 00:05:16,710 --> 00:05:19,650 that if 'y' is a differentiable function of 98 00:05:19,650 --> 00:05:22,830 'x', and if 'x' is a differentiable function of 99 00:05:22,830 --> 00:05:24,720 'u', then 'y' is a 100 00:05:24,720 --> 00:05:26,520 differentiable function of 'u'. 101 00:05:26,520 --> 00:05:31,580 And in particular, 'dy du' is ''dy dx' times 'dx du''. 102 00:05:31,580 --> 00:05:33,750 And if we now take the particular case where the 103 00:05:33,750 --> 00:05:36,000 first variable equals the third, way 'u' 104 00:05:36,000 --> 00:05:38,000 equals 'y', we get what? 105 00:05:38,000 --> 00:05:49,340 'dy dy', which is 1, equals ''dy dx' times 'dx dy''. 106 00:05:49,340 --> 00:05:52,140 And at first glance, it might seem that we've proven 107 00:05:52,140 --> 00:05:56,290 rigorously now the result that 'dx dy' and 'dy dx' are 108 00:05:56,290 --> 00:05:58,300 reciprocals of each other. 109 00:05:58,300 --> 00:06:00,140 Product is 1. 110 00:06:00,140 --> 00:06:02,990 The one logical hang up that we have right 111 00:06:02,990 --> 00:06:04,680 now is simply this. 112 00:06:04,680 --> 00:06:09,230 In the statement of the chain rule, it did not say that 'y' 113 00:06:09,230 --> 00:06:11,440 had to be a function of 'x' and 'x' had to be 114 00:06:11,440 --> 00:06:12,880 a function of 'u'. 115 00:06:12,880 --> 00:06:14,040 It said 'y' had to be a 116 00:06:14,040 --> 00:06:15,480 differentiable function of 'x'. 117 00:06:15,480 --> 00:06:18,230 That was the first variable had to be a differentiable 118 00:06:18,230 --> 00:06:19,460 function of the second. 119 00:06:19,460 --> 00:06:21,400 And the second had to be a differentiable 120 00:06:21,400 --> 00:06:22,770 function of the third. 121 00:06:22,770 --> 00:06:25,980 In other words, coming down to here, if we know that 'y' is a 122 00:06:25,980 --> 00:06:29,470 differentiable function of 'x' and 'y' has an inverse 123 00:06:29,470 --> 00:06:34,160 function, and if we also knew that the inverse function was 124 00:06:34,160 --> 00:06:35,220 differentiable. 125 00:06:35,220 --> 00:06:37,740 See, in other words, this must be a differentiable function 126 00:06:37,740 --> 00:06:39,290 of this and this must be a 127 00:06:39,290 --> 00:06:40,760 differentiable function of this. 128 00:06:40,760 --> 00:06:43,915 In other words, the one point that was missing was is that 129 00:06:43,915 --> 00:06:49,490 if we knew that if a function is differentiable, then its 130 00:06:49,490 --> 00:06:52,460 inverse if it exists, is also differentiable. 131 00:06:52,460 --> 00:06:56,420 The chain rule would have given us a rigorous proof. 132 00:06:56,420 --> 00:06:59,090 The point that we're missing though is we do not as yet 133 00:06:59,090 --> 00:07:04,680 know that the inverse of a differentiable function is 134 00:07:04,680 --> 00:07:06,760 also a differentiable function. 135 00:07:06,760 --> 00:07:10,460 Now if you recall on our earlier lecture on inverse 136 00:07:10,460 --> 00:07:14,060 functions, we pointed out that there was a rather interesting 137 00:07:14,060 --> 00:07:17,660 graphical interpretation between 'y' equals 'f of x' 138 00:07:17,660 --> 00:07:19,600 and 'y' equals 'f inverse of x'. 139 00:07:22,290 --> 00:07:25,310 By the way whenever I say, you may recall, that's just my 140 00:07:25,310 --> 00:07:27,680 polite way of saying perhaps you don't, but you'd better 141 00:07:27,680 --> 00:07:29,970 look it up because we had it. 142 00:07:29,970 --> 00:07:35,370 So recall that the two curves are symmetric with respect to 143 00:07:35,370 --> 00:07:37,660 the line 'y' equals 'x'. 144 00:07:37,660 --> 00:07:40,700 By the way again, just a brief aside here. 145 00:07:40,700 --> 00:07:42,840 Notice that either one of these functions could have 146 00:07:42,840 --> 00:07:45,470 been called 'f of x' and the other one could have been 147 00:07:45,470 --> 00:07:47,280 called 'f inverse'. 148 00:07:47,280 --> 00:07:51,920 In other words, just another piece of brief knowledge here 149 00:07:51,920 --> 00:07:54,870 that the inverse of the inverse is the original 150 00:07:54,870 --> 00:07:56,090 function again. 151 00:07:56,090 --> 00:07:58,350 In other words, thinking in terms of our function machine, 152 00:07:58,350 --> 00:08:01,650 if you interchanged the input and the output, and then of 153 00:08:01,650 --> 00:08:05,390 the resulting machine again, interchange the input and the 154 00:08:05,390 --> 00:08:08,660 output, you're back to the original machine again. 155 00:08:08,660 --> 00:08:11,650 So in this particular diagram, I certainly could have labeled 156 00:08:11,650 --> 00:08:14,730 this curve 'y' equals 'f of x' or 'g of x', then this curve 157 00:08:14,730 --> 00:08:18,020 here would have been 'y' equals 'g inverse of x'. 158 00:08:18,020 --> 00:08:19,610 But the important point is what? 159 00:08:19,610 --> 00:08:22,890 That 'y' equals 'f of x' and 'y' equals 'f inverse of x' 160 00:08:22,890 --> 00:08:26,050 are symmetric with respect to the line 'y equals x'. 161 00:08:26,050 --> 00:08:30,450 Now you see we have a particularly simple geometric 162 00:08:30,450 --> 00:08:34,830 argument as to why an inverse function should be 163 00:08:34,830 --> 00:08:38,039 differentiable if the original function is differentiable. 164 00:08:38,039 --> 00:08:42,120 Namely, pictorially, what does it mean to say that a function 165 00:08:42,120 --> 00:08:43,380 is differentiable? 166 00:08:43,380 --> 00:08:45,450 It means that when you plot its graph, 167 00:08:45,450 --> 00:08:47,820 the graph is smooth. 168 00:08:47,820 --> 00:08:50,940 In other words, if 'f' is a differentiable function, the 169 00:08:50,940 --> 00:08:54,120 curve 'y' equals 'f of x' will be a smooth curve. 170 00:08:54,120 --> 00:08:56,620 Now simply ask yourself the following question. 171 00:08:56,620 --> 00:09:00,360 If you take a smooth curve and take its mirror image with 172 00:09:00,360 --> 00:09:03,490 respect to the line 'y' equals 'x', or for that matter with 173 00:09:03,490 --> 00:09:05,550 respect to any line, do you expect the 174 00:09:05,550 --> 00:09:08,780 curve to become un-smooth? 175 00:09:08,780 --> 00:09:12,250 You see, in other words, the mirror image of a smooth curve 176 00:09:12,250 --> 00:09:13,700 will again, be smooth. 177 00:09:13,700 --> 00:09:16,650 And that's perhaps the most intuitive way of picking off 178 00:09:16,650 --> 00:09:20,780 in your mind why if a function is differentiable, its inverse 179 00:09:20,780 --> 00:09:23,240 function will also be differentiable. 180 00:09:23,240 --> 00:09:26,240 Of course, as we've seen many times already in this course, 181 00:09:26,240 --> 00:09:29,800 we must distinguish between geometric intuition and 182 00:09:29,800 --> 00:09:31,270 mathematical analysis. 183 00:09:31,270 --> 00:09:33,880 That on more occasions than one, what seemed to be 184 00:09:33,880 --> 00:09:37,220 happening geometrically was complicated by something 185 00:09:37,220 --> 00:09:40,800 unforeseen when we tried to get the results in terms of 186 00:09:40,800 --> 00:09:42,360 analytic methods. 187 00:09:42,360 --> 00:09:44,250 Let me give you an illustration of this. 188 00:09:44,250 --> 00:09:47,910 You see, what we're really saying is, granted that a 189 00:09:47,910 --> 00:09:51,270 picture can be a good visual aid, let's suppose we're given 190 00:09:51,270 --> 00:09:53,295 the curve 'y' equals 'f inverse of x'. 191 00:09:56,240 --> 00:09:58,200 Well, first of all, what is that the same as saying? 192 00:09:58,200 --> 00:10:00,920 It's the same as saying that 'x' equals 'f of y'. 193 00:10:00,920 --> 00:10:02,740 At any rate, the question is this. 194 00:10:02,740 --> 00:10:06,780 We're assuming that 'f' is a differentiable function. 195 00:10:06,780 --> 00:10:09,980 What we would like to do is to prove that 'f inverse' is also 196 00:10:09,980 --> 00:10:11,580 differentiable. 197 00:10:11,580 --> 00:10:14,100 Now you see the whole thing again is that whenever you 198 00:10:14,100 --> 00:10:18,570 want to prove anything, what do you mean if you take 'f 199 00:10:18,570 --> 00:10:20,540 inverse' and differentiate it? 200 00:10:20,540 --> 00:10:24,500 And by the way, that may look like a funny notation. 201 00:10:24,500 --> 00:10:26,690 Think of 'f inverse' as being one symbol. 202 00:10:26,690 --> 00:10:27,360 Call it 'g'. 203 00:10:27,360 --> 00:10:28,430 Call it whatever you want. 204 00:10:28,430 --> 00:10:32,060 All we're saying is, how would we, by definition, find the 205 00:10:32,060 --> 00:10:34,780 derivative of the inverse function say, 206 00:10:34,780 --> 00:10:37,110 at 'x' equals 'x1'? 207 00:10:37,110 --> 00:10:40,120 And the answer is that by definition, it's just what? 208 00:10:40,120 --> 00:10:44,700 It's the limit as 'delta x' approaches 0. 209 00:10:44,700 --> 00:10:46,620 Same definition as before. 210 00:10:46,620 --> 00:10:51,060 ''f of 'x1 plus 'delta x' minus 'f of 211 00:10:51,060 --> 00:10:56,000 x1'' over 'delta x'. 212 00:10:56,000 --> 00:10:58,120 And in fact, if you want to write that a little bit more 213 00:10:58,120 --> 00:11:01,160 explicitly, what is another way of writing 'delta x'? 214 00:11:01,160 --> 00:11:06,790 'Delta x', of course, is ''x1 plus 'delta x' minus x1'. 215 00:11:06,790 --> 00:11:08,490 Now the idea is-- 216 00:11:08,490 --> 00:11:10,600 this is 'f inverse'. 217 00:11:10,600 --> 00:11:13,580 See we want to find the derivative of 'f inverse'. 218 00:11:13,580 --> 00:11:14,960 Who cares what the name of the function is? 219 00:11:14,960 --> 00:11:16,920 Whatever the name of the function is, what do you do? 220 00:11:16,920 --> 00:11:21,250 You compute the function at 'x1 plus 'delta x', subtract 221 00:11:21,250 --> 00:11:24,830 off its value at 'x1', and divide by 'delta x'. 222 00:11:24,830 --> 00:11:27,810 So by the same definition that we had the first time we 223 00:11:27,810 --> 00:11:31,230 defined derivative, this is the basic definition for 224 00:11:31,230 --> 00:11:33,870 finding the derivative of 'f inverse'. 225 00:11:33,870 --> 00:11:36,840 Now, how do we use the fact that we already 226 00:11:36,840 --> 00:11:38,480 know what 'f' is like? 227 00:11:38,480 --> 00:11:41,170 Remember, we mentioned when we talked about inverse functions 228 00:11:41,170 --> 00:11:43,640 before is at the time you use-- 229 00:11:43,640 --> 00:11:47,120 the way you really effectively handle inverse functions is 230 00:11:47,120 --> 00:11:50,340 when you know properties of the original function. 231 00:11:50,340 --> 00:11:53,220 We're not just working blindly with 'f inverse' here, we're 232 00:11:53,220 --> 00:11:58,040 working with the case that 'f inverse' is the inverse of the 233 00:11:58,040 --> 00:12:01,350 function 'f', and that we know that 'f' is differentiable. 234 00:12:01,350 --> 00:12:04,000 And now we want to see if knowing that 'f' is 235 00:12:04,000 --> 00:12:06,980 differentiable, can we prove that 'f inverse' is 236 00:12:06,980 --> 00:12:08,340 differentiable? 237 00:12:08,340 --> 00:12:10,610 And you see, the idea is not really that difficult. 238 00:12:10,610 --> 00:12:13,780 We can work this thing out step by step from out little 239 00:12:13,780 --> 00:12:15,160 diagram over here. 240 00:12:15,160 --> 00:12:19,180 You see, notice that another name for 'f inverse of 'x1 241 00:12:19,180 --> 00:12:23,310 plus 'delta x'' is 'y1 plus delta y'. 242 00:12:23,310 --> 00:12:25,130 Let me just work with what's in the bracketed 243 00:12:25,130 --> 00:12:27,950 expression over here. 244 00:12:27,950 --> 00:12:31,330 See, the numerator is 'y1 plus 'delta y'. 245 00:12:31,330 --> 00:12:32,490 That's this term. 246 00:12:32,490 --> 00:12:34,900 Now, what's 'f inverse of x1'? 247 00:12:34,900 --> 00:12:37,480 As we come up over here, remember the curve is 'y' 248 00:12:37,480 --> 00:12:38,760 equals 'f inverse'. 249 00:12:38,760 --> 00:12:41,230 So 'f inverse of x1' is just 'y1'. 250 00:12:45,770 --> 00:12:47,480 Now what's our denominator? 251 00:12:47,480 --> 00:12:52,260 'x1 plus 'delta x' maps into 'y1 plus 'delta y'. 252 00:12:52,260 --> 00:12:54,250 Well, the idea is this. 253 00:12:54,250 --> 00:13:00,810 In terms of inverse functions, 'x1 plus 'delta x' is just the 254 00:13:00,810 --> 00:13:04,150 back map of 'y1 plus 'delta y'. 255 00:13:04,150 --> 00:13:07,600 In other words, since 'f inverse'-- 256 00:13:07,600 --> 00:13:08,570 let's write that down. 257 00:13:08,570 --> 00:13:14,360 Since 'f inverse of 'x1 plus 'delta x' is equal to 'y1 plus 258 00:13:14,360 --> 00:13:17,030 'delta y', that's another way of saying that 259 00:13:17,030 --> 00:13:19,925 'x1 plus 'delta x'-- 260 00:13:19,925 --> 00:13:22,160 we might as well write this because this is what we're 261 00:13:22,160 --> 00:13:23,410 emphasizing. 262 00:13:25,940 --> 00:13:29,340 In other words, this becomes what? 263 00:13:29,340 --> 00:13:35,680 'x1 plus 'delta x' is just 'f of 'y1 plus 'delta y''. 264 00:13:35,680 --> 00:13:40,130 And 'x1' is just 'f of y1'. 265 00:13:45,680 --> 00:13:49,220 See again, I used the picture as a visual aid. 266 00:13:49,220 --> 00:13:52,200 But notice that everything I've written down here follows 267 00:13:52,200 --> 00:13:55,090 analytically by my basic definitions. 268 00:13:55,090 --> 00:13:58,770 I don't want to overwhelm you with formal proofs here. 269 00:13:58,770 --> 00:14:01,210 These are all done in the text. 270 00:14:01,210 --> 00:14:03,700 And I think that again, for those of you who are 271 00:14:03,700 --> 00:14:06,437 proof-oriented, the proofs are done excellently enough so 272 00:14:06,437 --> 00:14:08,170 that you'll get them from that. 273 00:14:08,170 --> 00:14:11,410 And for those of you who are not proof-oriented, an extra 274 00:14:11,410 --> 00:14:14,490 few minutes here will not make that much of a difference. 275 00:14:14,490 --> 00:14:17,570 But what I want you to see over here is how this thing 276 00:14:17,570 --> 00:14:19,220 starts to set up now. 277 00:14:19,220 --> 00:14:22,230 In other words, notice that this starts to look like what? 278 00:14:22,230 --> 00:14:24,820 Let me just come over here where we have some more space. 279 00:14:24,820 --> 00:14:25,380 This is what? 280 00:14:25,380 --> 00:14:28,705 The limit as 'delta x' approaches 0. 281 00:14:32,960 --> 00:14:36,400 'f 'delta y' over ''f of 'y1 plus delta 282 00:14:36,400 --> 00:14:39,470 y' minus 'f of y1''. 283 00:14:39,470 --> 00:14:42,390 And see, if you look at this thing, remember 'f' is a 284 00:14:42,390 --> 00:14:46,060 differentiable function of 'y'. 285 00:14:46,060 --> 00:14:52,520 If this had been a 'delta y' approaching 0, this would have 286 00:14:52,520 --> 00:14:54,250 just been what? 287 00:14:54,250 --> 00:14:57,050 If we could assume that as 'delta x' approaches 0, 'delta 288 00:14:57,050 --> 00:15:00,130 y' approaches 0, this just would have been what? 289 00:15:00,130 --> 00:15:04,440 This is the reciprocal of the derivative of 'f of y' with 290 00:15:04,440 --> 00:15:05,300 respect to 'y'. 291 00:15:05,300 --> 00:15:09,650 In other words, this would be what one would call 'dx dy' 292 00:15:09,650 --> 00:15:12,210 evaluated at 'y' equals 'y1'. 293 00:15:15,940 --> 00:15:17,020 This is what? 294 00:15:17,020 --> 00:15:23,410 ''f of 'y1 plus delta y' minus 'f of y1'' over 'delta y' as 295 00:15:23,410 --> 00:15:26,580 'delta y' approaches 0 is that derivative. 296 00:15:26,580 --> 00:15:27,390 And we have what? 297 00:15:27,390 --> 00:15:29,550 The reciprocal of this thing. 298 00:15:29,550 --> 00:15:34,000 And in other words, what we will have proven is that 'dy 299 00:15:34,000 --> 00:15:38,340 dx' evaluated at 'x' equals 'x1' is the same as the 300 00:15:38,340 --> 00:15:44,590 reciprocal of 'dx dy' evaluated at 'y' equals 'y1'. 301 00:15:44,590 --> 00:15:47,000 The only thing we have to be sure of in terms of the formal 302 00:15:47,000 --> 00:15:50,880 proof is to make sure that as 'delta x' approaches 0, 'delta 303 00:15:50,880 --> 00:15:52,310 y' approaches 0. 304 00:15:52,310 --> 00:15:55,170 And that is not too difficult a thing to do. 305 00:15:55,170 --> 00:15:57,400 As I say, the proof is done in the book. 306 00:15:57,400 --> 00:15:59,990 We could do it here, but I think that that would take 307 00:15:59,990 --> 00:16:04,550 away from the flavor of what we're trying to show. 308 00:16:04,550 --> 00:16:08,840 The idea is it's fine to think in terms of intuitive ideas. 309 00:16:08,840 --> 00:16:12,640 In fact, to level with you as much as I can, of all of my 310 00:16:12,640 --> 00:16:16,470 mathematician friends who are outstanding in various aspects 311 00:16:16,470 --> 00:16:20,030 of mathematics, to my knowledge not one of them 312 00:16:20,030 --> 00:16:23,020 works without some sort of mental picture as to 313 00:16:23,020 --> 00:16:24,390 what's going on. 314 00:16:24,390 --> 00:16:26,040 In other words, you can take something that's very, very 315 00:16:26,040 --> 00:16:29,870 abstract and somehow or other, you associate in your mind 316 00:16:29,870 --> 00:16:32,720 some kind of a visual aid that gives you a hint as 317 00:16:32,720 --> 00:16:34,100 to what to do next. 318 00:16:34,100 --> 00:16:38,360 But once you know what to do next, you always formulate the 319 00:16:38,360 --> 00:16:41,700 thing in terms of mathematical precision. 320 00:16:41,700 --> 00:16:44,290 In other words, another way of looking at this-- let's give 321 00:16:44,290 --> 00:16:45,500 this a broad title. 322 00:16:45,500 --> 00:16:49,950 Let's call this 'Proof versus Intuition'. 323 00:16:49,950 --> 00:16:52,770 And this is a topic that comes up very, very early in 324 00:16:52,770 --> 00:16:53,790 mathematics. 325 00:16:53,790 --> 00:16:57,350 Perhaps the first place that it's extremely noticeable is 326 00:16:57,350 --> 00:16:59,690 in the subject called plane geometry. 327 00:16:59,690 --> 00:17:01,330 Let me give you a for instance. 328 00:17:01,330 --> 00:17:04,060 Let's take a typical traditional 329 00:17:04,060 --> 00:17:05,890 plane geometry problem. 330 00:17:05,890 --> 00:17:09,099 We'l take an isosceles triangle ABC, 331 00:17:09,099 --> 00:17:12,020 with AB equal to AC. 332 00:17:12,020 --> 00:17:15,030 And what we would like to prove is that the base angles 333 00:17:15,030 --> 00:17:16,650 of this triangle are equal. 334 00:17:16,650 --> 00:17:19,400 We'd like to prove that angle B equals angle C. 335 00:17:19,400 --> 00:17:22,329 Now you remember how you tackled this problem in high 336 00:17:22,329 --> 00:17:24,300 school geometry. 337 00:17:24,300 --> 00:17:25,810 You said something like this. 338 00:17:25,810 --> 00:17:29,850 Well, let me draw the angle bisector here. 339 00:17:29,850 --> 00:17:36,350 That meets BC at D. AD equals itself by identity. 340 00:17:36,350 --> 00:17:40,350 These two angles are equal by definition of angle bisector. 341 00:17:40,350 --> 00:17:45,000 Therefore, triangle ABD is congruent to triangle ACD. 342 00:17:45,000 --> 00:17:48,880 And corresponding pots of congruent triangles are equal. 343 00:17:48,880 --> 00:17:51,230 And you then proved that the base angles of an isosceles 344 00:17:51,230 --> 00:17:53,440 triangle were equal. 345 00:17:53,440 --> 00:17:57,260 Now, at this stage of the game if you were anything like me, 346 00:17:57,260 --> 00:17:58,850 what you would have done has said, this is 347 00:17:58,850 --> 00:17:59,630 the end of the problem. 348 00:17:59,630 --> 00:18:01,190 Let's go onto the next one. 349 00:18:01,190 --> 00:18:04,910 But if you had passed this in this particular way, you would 350 00:18:04,910 --> 00:18:06,150 have got a 0. 351 00:18:06,150 --> 00:18:07,360 And why'd you get a 0? 352 00:18:07,360 --> 00:18:10,690 Well, if you remember from plane geometry, there was a 353 00:18:10,690 --> 00:18:13,230 particular format that had to be followed. 354 00:18:13,230 --> 00:18:17,970 It was called the statement reason format. 355 00:18:17,970 --> 00:18:19,930 For every statement that you wrote down, you 356 00:18:19,930 --> 00:18:21,220 had to give a reason. 357 00:18:21,220 --> 00:18:23,890 And the reason couldn't be things like because, or why 358 00:18:23,890 --> 00:18:25,910 not, or obvious. 359 00:18:25,910 --> 00:18:27,290 The reasons had to be what? 360 00:18:27,290 --> 00:18:32,610 Either definitions, or rules, or previously proven theorems. 361 00:18:32,610 --> 00:18:35,080 In other words, notice that even though we never 362 00:18:35,080 --> 00:18:38,820 emphasized it, back in plane geometry when you were drawing 363 00:18:38,820 --> 00:18:42,400 this diagram and getting the result, that was the geometric 364 00:18:42,400 --> 00:18:43,650 intuition part. 365 00:18:43,650 --> 00:18:45,320 In other words, this was where you showed 366 00:18:45,320 --> 00:18:47,100 the result was plausible. 367 00:18:47,100 --> 00:18:48,300 The logic part-- 368 00:18:48,300 --> 00:18:51,690 and this is why geometry is being stressed particularly in 369 00:18:51,690 --> 00:18:52,880 the modern curriculum. 370 00:18:52,880 --> 00:18:56,060 In terms of logic, notice that once you had your intuitive 371 00:18:56,060 --> 00:19:00,660 picture, the statement reason part followed independently of 372 00:19:00,660 --> 00:19:02,110 the picture. 373 00:19:02,110 --> 00:19:06,090 You used the picture to set yourself up, but the final 374 00:19:06,090 --> 00:19:08,660 proof hinged on what? 375 00:19:08,660 --> 00:19:11,730 Having the result follow purely from the axioms 376 00:19:11,730 --> 00:19:12,250 themselves. 377 00:19:12,250 --> 00:19:13,530 From the assumptions. 378 00:19:13,530 --> 00:19:16,080 And by the way, this is the basic difference between 379 00:19:16,080 --> 00:19:18,550 traditional and modern geometry. 380 00:19:18,550 --> 00:19:22,961 In modern geometry, let's go back to the same proof. 381 00:19:22,961 --> 00:19:25,370 And it's a rather interesting point and I think you'll see a 382 00:19:25,370 --> 00:19:28,400 connection between what's happening in geometry and 383 00:19:28,400 --> 00:19:30,540 what's happening in calculus. 384 00:19:30,540 --> 00:19:32,360 You see, remember how we proved this. 385 00:19:32,360 --> 00:19:36,120 We said draw the angle bisector and call this point 386 00:19:36,120 --> 00:19:40,600 D. And then we went through this and got this result. 387 00:19:40,600 --> 00:19:42,550 In modern geometry they say look it. 388 00:19:42,550 --> 00:19:44,790 Without looking at the picture, how do you know that 389 00:19:44,790 --> 00:19:46,750 D falls between B and C? 390 00:19:46,750 --> 00:19:49,190 It's obvious in the picture that it does. 391 00:19:49,190 --> 00:19:52,280 But if everything has to follow inescapably from your 392 00:19:52,280 --> 00:19:59,850 rules when you go through the statement reason part, then 393 00:19:59,850 --> 00:20:02,980 unless you have some rule or definition that tells you that 394 00:20:02,980 --> 00:20:06,800 D must fall between B and C, you can't use this result. 395 00:20:06,800 --> 00:20:09,430 In other words, your result will be plausible from a 396 00:20:09,430 --> 00:20:12,340 picture, but not provable analytically 397 00:20:12,340 --> 00:20:15,590 So in modern geometry, we add a few axioms, a few 398 00:20:15,590 --> 00:20:16,820 rules of the game. 399 00:20:16,820 --> 00:20:19,790 They're called the axioms of betweenness, the axioms of 400 00:20:19,790 --> 00:20:20,740 separation. 401 00:20:20,740 --> 00:20:23,570 How one point separates other points and what this thing 402 00:20:23,570 --> 00:20:26,710 means analytically, so that we can continue on this way. 403 00:20:26,710 --> 00:20:29,570 Now you see what I'm driving at is simply this. 404 00:20:29,570 --> 00:20:32,670 The Utopian way I think of learning is to first have an 405 00:20:32,670 --> 00:20:35,160 intuitive picture of what's going on. 406 00:20:35,160 --> 00:20:39,360 Then you proceed gradually to learn what rigor means. 407 00:20:39,360 --> 00:20:41,780 As I may have said to you before, in the language of 408 00:20:41,780 --> 00:20:44,880 functions, rigor is a function of the 'rigoree'. 409 00:20:44,880 --> 00:20:47,250 In other words, if a person is perfectly willing to accept a 410 00:20:47,250 --> 00:20:50,200 result, and he's not going to get into any trouble using it, 411 00:20:50,200 --> 00:20:52,380 let him use the intuitive result. 412 00:20:52,380 --> 00:20:55,010 On the other hand, if you wanted to teach him later that 413 00:20:55,010 --> 00:20:58,620 there are pitfalls using his intuition as a background, 414 00:20:58,620 --> 00:21:01,150 then we can come ahead and start to do things in a little 415 00:21:01,150 --> 00:21:03,280 bit more of a sophisticated manner. 416 00:21:03,280 --> 00:21:06,110 Now, you see what I'm driving at I guess is this. 417 00:21:06,110 --> 00:21:09,290 If a youngster survives this procedure of going from the 418 00:21:09,290 --> 00:21:12,670 intuitive approach to the rigorous approach to the 419 00:21:12,670 --> 00:21:16,080 logical difference between analysis and geometry, he'll 420 00:21:16,080 --> 00:21:19,320 be in great shape when he gets to calculus. 421 00:21:19,320 --> 00:21:21,090 You see, the idea is exactly the same. 422 00:21:21,090 --> 00:21:23,570 What we're saying in the calculus is simply this. 423 00:21:23,570 --> 00:21:26,070 Given the derivative of an inverse function, we do it 424 00:21:26,070 --> 00:21:29,380 first in a way that makes good geometric sense to us. 425 00:21:29,380 --> 00:21:32,100 Then to make sure that the results do not depend on our 426 00:21:32,100 --> 00:21:34,860 picture, and that our results can be generalized to more 427 00:21:34,860 --> 00:21:37,650 variables or to tougher analytic situations where we 428 00:21:37,650 --> 00:21:40,530 can't draw the picture, then we tried to pick up the 429 00:21:40,530 --> 00:21:45,190 sophistication that allows us to remove the picture proceed 430 00:21:45,190 --> 00:21:47,060 purely by analysis. 431 00:21:47,060 --> 00:21:49,590 What I'm telling you as you read the text is if you can do 432 00:21:49,590 --> 00:21:51,100 both, fine. 433 00:21:51,100 --> 00:21:53,570 Learn the proofs and the intuition. 434 00:21:53,570 --> 00:21:56,410 If you have trouble with the proofs, at least satisfy 435 00:21:56,410 --> 00:21:58,220 yourself that they're there. 436 00:21:58,220 --> 00:22:00,960 That they do seem to follow from the basic axioms and 437 00:22:00,960 --> 00:22:02,050 other assumptions. 438 00:22:02,050 --> 00:22:06,320 But meanwhile, rely heavily on the intuitive results. 439 00:22:06,320 --> 00:22:08,710 And the important thing being that you have a picture as to 440 00:22:08,710 --> 00:22:10,060 what's going on. 441 00:22:10,060 --> 00:22:11,930 The second aside that I'd like to make-- 442 00:22:11,930 --> 00:22:14,600 and in fact, I would like to conclude our lesson for today 443 00:22:14,600 --> 00:22:16,650 with this very important aside-- 444 00:22:16,650 --> 00:22:17,840 is the following. 445 00:22:17,840 --> 00:22:20,530 You remember when we were first learning limits and we 446 00:22:20,530 --> 00:22:21,540 talked about-- 447 00:22:21,540 --> 00:22:23,590 well, let me just make an aside right at 448 00:22:23,590 --> 00:22:24,400 the beginning here. 449 00:22:24,400 --> 00:22:26,320 Hate to do that, but it just occurred to me. 450 00:22:26,320 --> 00:22:28,900 Remember when we said, let's compute the limit of 'f of x' 451 00:22:28,900 --> 00:22:30,390 as 'x' approaches 'a'. 452 00:22:30,390 --> 00:22:33,370 And our first approach was to say, OK, let's just replace 453 00:22:33,370 --> 00:22:35,690 'x' by 'a'. 454 00:22:35,690 --> 00:22:38,800 And you said, OK, this is fine, but what happens if you 455 00:22:38,800 --> 00:22:40,890 get a 0/0 form? 456 00:22:40,890 --> 00:22:43,490 And the counterargument to that was, well, if 'f' and 'a' 457 00:22:43,490 --> 00:22:46,120 are chosen at random, how likely is it that we're going 458 00:22:46,120 --> 00:22:47,810 to get a 0/0 form? 459 00:22:47,810 --> 00:22:50,600 Answer's well, it's not too likely at all. 460 00:22:50,600 --> 00:22:52,480 And then the answer to that was, well, but look it. 461 00:22:52,480 --> 00:22:54,700 Every time you take a derivative, you're going to 462 00:22:54,700 --> 00:22:58,120 get a 0/0 form. 463 00:22:58,120 --> 00:23:00,300 And so the question was, in calculus 464 00:23:00,300 --> 00:23:02,370 0/0 was very important. 465 00:23:02,370 --> 00:23:05,090 Now we're going to ask the same kind of a question about 466 00:23:05,090 --> 00:23:06,390 1:1 functions. 467 00:23:06,390 --> 00:23:08,610 I guess the best way to state it is bluntly. 468 00:23:08,610 --> 00:23:13,690 How likely is it that a given function f is 1:1? 469 00:23:13,690 --> 00:23:18,840 For example, if I draw a curve like this, is this graph 1:1? 470 00:23:18,840 --> 00:23:20,400 The answer, of course, is no. 471 00:23:20,400 --> 00:23:23,990 For example, if I pick the point 'y1' over here and come 472 00:23:23,990 --> 00:23:27,380 across here, I find at least in this picture, three 473 00:23:27,380 --> 00:23:31,230 different candidates, three different "x's". 474 00:23:31,230 --> 00:23:35,180 'x1', 'x2', and 'x3' for which what? 475 00:23:35,180 --> 00:23:43,810 'f of x1' equals 'f of x2', equals 'f of x3' equals 'y1'. 476 00:23:43,810 --> 00:23:46,910 And at first glance, you might be tempted to say, oops, we 477 00:23:46,910 --> 00:23:50,070 can't apply any of our theory to this particular function. 478 00:23:50,070 --> 00:23:52,300 But here's the very important point. 479 00:23:52,300 --> 00:23:57,560 Very often in calculus we do not start with 'y1' and look 480 00:23:57,560 --> 00:24:01,250 to see whether we have 'x1', 'x2', or 'x3'. 481 00:24:01,250 --> 00:24:04,560 Very often in calculus we're starting at something like, 482 00:24:04,560 --> 00:24:06,860 oh, for the sake of argument, 'x3'. 483 00:24:06,860 --> 00:24:09,640 And we say, hey, I wonder what's going on in a 484 00:24:09,640 --> 00:24:11,920 neighborhood of 'x3'. 485 00:24:11,920 --> 00:24:14,440 If you want a fancy word to take care of that, it's what 486 00:24:14,440 --> 00:24:17,900 the mathematician calls the difference between local and 487 00:24:17,900 --> 00:24:19,270 global properties. 488 00:24:19,270 --> 00:24:22,440 And those words are exactly what they sound like. 489 00:24:22,440 --> 00:24:26,050 Local means in a neighborhood of a point and global means 490 00:24:26,050 --> 00:24:30,210 let's look at the curve in the large. 491 00:24:30,210 --> 00:24:31,250 And the point is this. 492 00:24:31,250 --> 00:24:33,920 That very, very often in calculus, we are not 493 00:24:33,920 --> 00:24:36,070 interested in what's happening globally. 494 00:24:36,070 --> 00:24:39,680 For example, when you're driving in a car and you're 495 00:24:39,680 --> 00:24:42,980 driving along say, the New York Thruway, and you're near 496 00:24:42,980 --> 00:24:46,670 Albany and somebody says, what's our gas situation? 497 00:24:46,670 --> 00:24:49,710 Somehow or other, what your gas situation was when you 498 00:24:49,710 --> 00:24:52,830 were near Buffalo has no bearing on the problem here. 499 00:24:52,830 --> 00:24:56,002 How full the gas tank is and the problems involved with a 500 00:24:56,002 --> 00:24:58,500 full gas tank are local properties. 501 00:24:58,500 --> 00:25:01,640 And whether this gets more abstract or not is irrelevant. 502 00:25:01,640 --> 00:25:04,830 All we're saying is that in calculus, very often you're 503 00:25:04,830 --> 00:25:07,830 dealing with a neighborhood of a point. 504 00:25:07,830 --> 00:25:10,330 And notice this, and we'll do is intuitively. 505 00:25:10,330 --> 00:25:12,640 The book again, supplies the rigorous proof. 506 00:25:12,640 --> 00:25:17,635 Notice that if 'f prime of x3' here is not 0. 507 00:25:17,635 --> 00:25:19,670 Well, for the sake of argument, in this case, we 508 00:25:19,670 --> 00:25:21,250 notice that the curve is always rising. 509 00:25:21,250 --> 00:25:24,370 Notice that with a smooth curve, if it's rising at a 510 00:25:24,370 --> 00:25:27,970 particular point, obviously it's going to be rising in a 511 00:25:27,970 --> 00:25:31,370 neighborhood of that point. 512 00:25:31,370 --> 00:25:32,820 Just look at the picture here. 513 00:25:32,820 --> 00:25:34,160 And what we're saying is this. 514 00:25:34,160 --> 00:25:36,790 What does it mean for a function to be 1:1? 515 00:25:36,790 --> 00:25:41,170 For a function to be 1:1 on an interval, it's sufficient that 516 00:25:41,170 --> 00:25:44,290 either 'f prime' never be negative, or 'f prime' never 517 00:25:44,290 --> 00:25:46,270 be positive. 518 00:25:46,270 --> 00:25:48,510 In other words, what it means is this. 519 00:25:48,510 --> 00:25:52,360 That as long as the derivative is not 0, we can find a 520 00:25:52,360 --> 00:25:55,510 neighborhood, a local neighborhood, that will make 521 00:25:55,510 --> 00:25:59,400 that function 1:1 on that particular neighborhood. 522 00:25:59,400 --> 00:26:01,240 In other words, once I'm working with this particular 523 00:26:01,240 --> 00:26:03,570 neighborhood, and I can't stress this point enough 524 00:26:03,570 --> 00:26:06,100 because it's going to come up over and over again. 525 00:26:06,100 --> 00:26:08,780 It's going to come up in more sophisticated forms when we 526 00:26:08,780 --> 00:26:10,860 deal with functions of several variables. 527 00:26:10,860 --> 00:26:12,970 But the idea is what? 528 00:26:12,970 --> 00:26:15,510 That in a neighborhood of a point where the derivative is 529 00:26:15,510 --> 00:26:19,390 not 0, the function may be viewed as being 1:1. 530 00:26:19,390 --> 00:26:22,890 You see, the tough part is that if you start with 'y1', 531 00:26:22,890 --> 00:26:26,580 you have no way of knowing just from that whether you 532 00:26:26,580 --> 00:26:30,100 want a neighborhood near 'x1', or 'x2', or 'x3'. 533 00:26:30,100 --> 00:26:33,150 But if you know what neighborhood you want, in a 534 00:26:33,150 --> 00:26:35,420 sufficiently small neighborhood, the function 535 00:26:35,420 --> 00:26:37,400 always behaves like it's 1:1. 536 00:26:37,400 --> 00:26:41,470 In fact, the only problem that one runs into is the case 537 00:26:41,470 --> 00:26:46,540 where at the point in question, the derivative is 0. 538 00:26:46,540 --> 00:26:48,580 And I think you can see pictorially what happens in 539 00:26:48,580 --> 00:26:50,000 that case right away. 540 00:26:50,000 --> 00:26:53,090 As soon as the derivative is 0, notice that no matter how 541 00:26:53,090 --> 00:26:56,750 small an interval-- well, I shouldn't say this is a 542 00:26:56,750 --> 00:26:57,790 possibility. 543 00:26:57,790 --> 00:26:58,780 Let me show you what I mean by that. 544 00:26:58,780 --> 00:27:01,500 Suppose the curve has a low point here. 545 00:27:01,500 --> 00:27:04,640 What I'm saying is if the curve does this, then no 546 00:27:04,640 --> 00:27:09,130 matter how small an interval we choose surrounding 'x1', 547 00:27:09,130 --> 00:27:12,480 the function will not be 1:1 in that interval. 548 00:27:12,480 --> 00:27:14,690 No matter what interval you pick here, if you look at the 549 00:27:14,690 --> 00:27:16,990 image for every point in the image, there 550 00:27:16,990 --> 00:27:18,860 are going to be what? 551 00:27:18,860 --> 00:27:22,890 Two back mappings, two points that come from here. 552 00:27:22,890 --> 00:27:26,010 The reason I say you have to be careful is this. 553 00:27:26,010 --> 00:27:29,330 You see, you can have a case where the curve does this. 554 00:27:29,330 --> 00:27:33,310 It comes in, gets tangent to the x-axis, and then 555 00:27:33,310 --> 00:27:34,650 goes down like this. 556 00:27:34,650 --> 00:27:36,510 You see, at this particular point, the 557 00:27:36,510 --> 00:27:39,140 derivative at 0 is 0. 558 00:27:39,140 --> 00:27:41,860 Yet, the curve is still never falling in this area. 559 00:27:41,860 --> 00:27:44,500 This particular curve is 1:1. 560 00:27:44,500 --> 00:27:46,650 I guess what we're saying here is that when a derivative is 561 00:27:46,650 --> 00:27:48,990 0, be careful because something 562 00:27:48,990 --> 00:27:50,150 like this can happen. 563 00:27:50,150 --> 00:27:57,160 If the derivative is not 0, then we know that in the 564 00:27:57,160 --> 00:27:59,545 neighborhood of the point in question, as long as the curve 565 00:27:59,545 --> 00:28:03,400 is smooth, it represents a 1:1 function. 566 00:28:03,400 --> 00:28:05,210 And this is what we'll be doing very, very often in 567 00:28:05,210 --> 00:28:08,100 calculus, is using neighborhoods of points at 568 00:28:08,100 --> 00:28:10,400 which the derivative is not 0. 569 00:28:10,400 --> 00:28:11,960 Now, what this leads to is this. 570 00:28:11,960 --> 00:28:14,280 When you start talking about things like a derivative being 571 00:28:14,280 --> 00:28:18,500 0, and intervals and one-to-oneness, I think you 572 00:28:18,500 --> 00:28:23,510 can see that this suggests a rather powerful means or need 573 00:28:23,510 --> 00:28:26,760 for doing the geometry of curve plotting. 574 00:28:26,760 --> 00:28:29,780 This will be the topic of our next investigation. 575 00:28:29,780 --> 00:28:31,350 And so until next time, goodbye. 576 00:28:34,480 --> 00:28:37,010 ANNOUNCER: Funding for the publication of this video was 577 00:28:37,010 --> 00:28:41,730 provided by the Gabriella and Paul Rosenbaum Foundation. 578 00:28:41,730 --> 00:28:45,900 Help OCW continue to provide free and open access to MIT 579 00:28:45,900 --> 00:28:50,100 courses by making a donation at ocw.mit.edu/donate.