1 00:00:00,040 --> 00:00:01,940 NARRATOR: 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 00:00:33,066 --> 00:00:34,040 PROFESSOR: Hi. 9 00:00:34,040 --> 00:00:38,340 Our lecture today actually has us backtrack a little bit to a 10 00:00:38,340 --> 00:00:43,110 concept which is actually more fundamental than that of 11 00:00:43,110 --> 00:00:44,590 differentiability. 12 00:00:44,590 --> 00:00:48,060 It's a topic which is called 'continuous functions'. 13 00:00:48,060 --> 00:00:50,320 In other words, our lecture today is concerned with a 14 00:00:50,320 --> 00:00:52,440 topic called Continuity. 15 00:00:52,440 --> 00:00:56,730 And actually, the topic of continuity had its roots way 16 00:00:56,730 --> 00:01:00,150 back at the beginning of our course when we first raised 17 00:01:00,150 --> 00:01:03,970 the question: does the limit of 'f of x' as 'x' approaches 18 00:01:03,970 --> 00:01:05,950 'a' equal 'f of a'? 19 00:01:05,950 --> 00:01:07,990 Remember, when we first started talking about the 20 00:01:07,990 --> 00:01:11,120 limit concept, our intuitive approach was to say, look-it, 21 00:01:11,120 --> 00:01:14,440 as 'x' gets arbitrarily close to 'a', 'f of x' gets 22 00:01:14,440 --> 00:01:16,550 arbitrarily close to 'f of a'. 23 00:01:16,550 --> 00:01:19,610 And we saw that this particular definition had a 24 00:01:19,610 --> 00:01:22,850 few loopholes in it, even though intuitively this is 25 00:01:22,850 --> 00:01:24,380 what we would have liked. 26 00:01:24,380 --> 00:01:28,110 And so what I want to do today is to see what happens if we 27 00:01:28,110 --> 00:01:31,580 can be sure that the limit of 'f of x' as 'x' approaches 'a' 28 00:01:31,580 --> 00:01:32,420 equals 'f of a'. 29 00:01:32,420 --> 00:01:34,500 What is implied if this happens 30 00:01:34,500 --> 00:01:36,490 to be a true statement? 31 00:01:36,490 --> 00:01:41,930 And my first claim is that it is implicitly implied that 'f 32 00:01:41,930 --> 00:01:43,980 of a' must at least make sense. 33 00:01:43,980 --> 00:01:46,720 Otherwise, we wouldn't have written it over here. 34 00:01:46,720 --> 00:01:51,650 In other words, 'f' must be defined when 'x' equals 'a'. 35 00:01:51,650 --> 00:01:53,910 'f of a' must be defined. 36 00:01:53,910 --> 00:01:57,050 Now to correlate that with material that we've had 37 00:01:57,050 --> 00:01:59,660 previously, let's go back to an example that we've 38 00:01:59,660 --> 00:02:02,570 discussed before, or at least an example which is close to 39 00:02:02,570 --> 00:02:04,830 something we've studied before. 40 00:02:04,830 --> 00:02:10,320 Let's define 'f of x' to be 'x squared minus 1' over 'x - 1'. 41 00:02:10,320 --> 00:02:13,410 Now you see as long as 'x' is not equal to 1, we can cancel 42 00:02:13,410 --> 00:02:17,260 'x - 1' from both numerator and denominator, leaving this 43 00:02:17,260 --> 00:02:19,040 equal to 'x + 1'. 44 00:02:19,040 --> 00:02:20,050 And we then see what? 45 00:02:20,050 --> 00:02:22,390 That the limit of 'f of x' as 'x' approaches 46 00:02:22,390 --> 00:02:25,270 1 is equal to 2. 47 00:02:25,270 --> 00:02:30,930 On the other hand, notice that 'f of 1' turns out to be 0/0 48 00:02:30,930 --> 00:02:33,180 in this case, which is undefined. 49 00:02:33,180 --> 00:02:36,260 In other words, in this particular case, the limit of 50 00:02:36,260 --> 00:02:40,930 'f of x' as 'x' approaches 1 is not equal to 'f of 1' if 51 00:02:40,930 --> 00:02:44,340 only because 'f of 1' isn't even defined. 52 00:02:44,340 --> 00:02:47,480 And again, by way of a review, let's look at this thing 53 00:02:47,480 --> 00:02:48,790 pictorially. 54 00:02:48,790 --> 00:02:54,800 Remember, 'x squared minus 1' over 'x - 1' is 'x + 1' except 55 00:02:54,800 --> 00:02:56,800 when 'x' equals 1. 56 00:02:56,800 --> 00:03:00,310 Consequently, to graph 'y' equals 'x squared minus 1' 57 00:03:00,310 --> 00:03:05,750 over 'x - 1', we simply graph 'y' equals 'x + 1' with the 58 00:03:05,750 --> 00:03:09,190 point corresponding to 'x' equals 1, meaning the point 1 59 00:03:09,190 --> 00:03:11,210 comma 2 deleted. 60 00:03:11,210 --> 00:03:15,930 In other words, this point deleted is the graph 'y' 61 00:03:15,930 --> 00:03:19,690 equals 'x squared minus 1' over 'x - 1'. 62 00:03:19,690 --> 00:03:26,030 You see again there is no definition at 'x' equals 1 63 00:03:26,030 --> 00:03:27,300 because this point is missing. 64 00:03:27,300 --> 00:03:29,850 It would be the 0/0 form. 65 00:03:29,850 --> 00:03:33,880 Now, to be sure, we can clean this up in the sense that we 66 00:03:33,880 --> 00:03:38,130 could define a new function 'g of x' to be 'x squared minus 67 00:03:38,130 --> 00:03:44,250 1' over 'x - 1' as long as 'x' is not equal to 1 and define 68 00:03:44,250 --> 00:03:47,620 it to be 2 when 'x' equals 1, which, by the way, 69 00:03:47,620 --> 00:03:51,480 geometrically is just a fancy way of writing the equation of 70 00:03:51,480 --> 00:03:53,930 the line 'y' equals 'x + 1'. 71 00:03:53,930 --> 00:03:57,520 In other words, all we're saying is that letting 'g of 72 00:03:57,520 --> 00:04:01,760 x' be 2 when 'x' equals 1 plugs the little hole to the 73 00:04:01,760 --> 00:04:02,960 periods over here. 74 00:04:02,960 --> 00:04:06,270 Now again, I hope that this seems fairly familiar from our 75 00:04:06,270 --> 00:04:09,540 discussion on limits, but for the time being, all I want us 76 00:04:09,540 --> 00:04:12,100 to see is that as soon as you write down that the limit of 77 00:04:12,100 --> 00:04:16,700 'f of x' as 'x' approaches 'a' equals 'f of a', you at least 78 00:04:16,700 --> 00:04:18,920 imply that 'f of a' must be defined. 79 00:04:22,019 --> 00:04:24,850 Let's see another property that's implied by our 80 00:04:24,850 --> 00:04:26,370 definition. 81 00:04:26,370 --> 00:04:31,820 I claim, as you might expect, that if the limit of 'f of x' 82 00:04:31,820 --> 00:04:35,170 as 'x' approaches 'a' is 'f of a', that means that 'f of x' 83 00:04:35,170 --> 00:04:38,290 is near 'f of a' when 'x' is near 'a'. 84 00:04:38,290 --> 00:04:40,700 In other words, my claim is that the curve 'y' equals 'f 85 00:04:40,700 --> 00:04:43,820 of x' is unbroken in a neighborhood 86 00:04:43,820 --> 00:04:45,350 of 'x' equals 'a'. 87 00:04:45,350 --> 00:04:48,280 And to see what I mean by that, let's look at this 88 00:04:48,280 --> 00:04:49,340 picture over here. 89 00:04:49,340 --> 00:04:52,990 Suppose, for example, that our curve 'y' equals 'f of x'-- 90 00:04:52,990 --> 00:04:56,090 let me darken this up so that we can see it a little better. 91 00:04:56,090 --> 00:05:01,340 Suppose that curve had a break at 'x' equals 'a', OK? 92 00:05:01,340 --> 00:05:03,790 Now, let's say 'f of a' is over here. 93 00:05:03,790 --> 00:05:08,440 What I could do is now pick an interval surrounding 'f of a', 94 00:05:08,440 --> 00:05:13,190 if there was a break over here, such that this band 95 00:05:13,190 --> 00:05:17,090 never touched or included the top curve here. 96 00:05:17,090 --> 00:05:20,630 Now notice, from this point of view, that no matter how close 97 00:05:20,630 --> 00:05:24,860 'x' gets to 'a', as long as 'x' is greater than 'a', 'f of 98 00:05:24,860 --> 00:05:28,240 x', which is up here on this dark curve, can never be 99 00:05:28,240 --> 00:05:30,870 within epsilon of 'f of a'. 100 00:05:30,870 --> 00:05:35,610 In other words, if there's a break in the curve I could 101 00:05:35,610 --> 00:05:38,340 always fix it up so that the limit of 'f of x' as 'x' 102 00:05:38,340 --> 00:05:42,260 approaches 'a' is not equal to 'f of a'. 103 00:05:42,260 --> 00:05:45,910 At any rate, with these two properties as motivation, let 104 00:05:45,910 --> 00:05:49,210 us now give our basic definition. 105 00:05:49,210 --> 00:05:52,880 And the basic definition is simply this: a function 'f' is 106 00:05:52,880 --> 00:05:57,810 called continuous that 'x' equals 'a' precisely if the 107 00:05:57,810 --> 00:06:00,800 property that we were discussing is present, namely, 108 00:06:00,800 --> 00:06:04,170 if the limit of 'f of x' as 'x' approaches 'a' is 109 00:06:04,170 --> 00:06:07,050 equal to 'f of a'. 110 00:06:07,050 --> 00:06:09,910 We generalize this definition and say 'f' is called 111 00:06:09,910 --> 00:06:15,640 continuous on the entire interval 'I', or on the 112 00:06:15,640 --> 00:06:19,530 interval 'I', if the limit of 'f of x' as 'x' approaches 'a' 113 00:06:19,530 --> 00:06:23,940 is equal to 'f of a' for each 'a' in 'I'. 114 00:06:23,940 --> 00:06:28,030 In other words, notice that our first definition is a 115 00:06:28,030 --> 00:06:29,030 local property. 116 00:06:29,030 --> 00:06:31,360 Namely, we define continuous or 117 00:06:31,360 --> 00:06:35,090 continuity at a given value. 118 00:06:35,090 --> 00:06:37,940 And then if the function happens to be continuous at 119 00:06:37,940 --> 00:06:42,110 every point, then we call the function itself continuous. 120 00:06:42,110 --> 00:06:45,700 What the thing means pictorially is that if the 121 00:06:45,700 --> 00:06:49,300 function is continuous at 'x' equals 'a', it means that in 122 00:06:49,300 --> 00:06:52,100 terms of the graph of the function, that in a 123 00:06:52,100 --> 00:06:56,480 neighborhood of the point 'a' comma 'f' of a on the graph, 124 00:06:56,480 --> 00:06:58,720 in a neighborhood of that point, in other words, in a 125 00:06:58,720 --> 00:07:02,230 sufficiently small interval surrounding that point, the 126 00:07:02,230 --> 00:07:06,870 curve itself must be unbroken. 127 00:07:06,870 --> 00:07:09,510 Now, you see, this may sound trivial. 128 00:07:09,510 --> 00:07:12,220 Remember, when we first started talking about limits, 129 00:07:12,220 --> 00:07:14,960 we had the feeling that limit of 'f of x' as 'x' approaches 130 00:07:14,960 --> 00:07:17,470 a should always equal 'f of a'. 131 00:07:17,470 --> 00:07:21,130 And the reason for this was that instinctively we seem to 132 00:07:21,130 --> 00:07:23,260 always think of continuous functions. 133 00:07:23,260 --> 00:07:24,840 We think of what? 134 00:07:24,840 --> 00:07:29,070 Things changing in such a way the graph of the change is 135 00:07:29,070 --> 00:07:32,280 unbroken even though, of course, there are places where 136 00:07:32,280 --> 00:07:34,660 discontinuities occur. 137 00:07:34,660 --> 00:07:37,335 At any rate, what I'm saying is that many of the results 138 00:07:37,335 --> 00:07:39,920 that I now want to discuss with you, which are very 139 00:07:39,920 --> 00:07:42,940 important properties of continuous functions, may seem 140 00:07:42,940 --> 00:07:46,500 self-evident because we keep thinking about any function as 141 00:07:46,500 --> 00:07:47,600 being continuous. 142 00:07:47,600 --> 00:07:50,410 But I will try to emphasize the fact that these properties 143 00:07:50,410 --> 00:07:53,670 are not true if the function is not continuous. 144 00:07:53,670 --> 00:07:58,260 I also would like to show a balance between geometric 145 00:07:58,260 --> 00:08:00,500 ideas and analytic ideas. 146 00:08:00,500 --> 00:08:03,630 In other words, let me start off by seeing what things seem 147 00:08:03,630 --> 00:08:07,770 to follow about continuous functions based primarily on 148 00:08:07,770 --> 00:08:09,550 the graph idea. 149 00:08:09,550 --> 00:08:13,340 For example, I claimed that continuous functions assume 150 00:08:13,340 --> 00:08:16,990 their maximum and minimum values on any closed interval. 151 00:08:16,990 --> 00:08:20,880 Now, this sounds like a big mouthful, and it also sounds 152 00:08:20,880 --> 00:08:21,650 kind of trivial. 153 00:08:21,650 --> 00:08:24,350 You say doesn't any function have a maximum and minimum 154 00:08:24,350 --> 00:08:26,440 value on a closed interval? 155 00:08:26,440 --> 00:08:27,360 And the answer is no. 156 00:08:27,360 --> 00:08:30,500 For example, take the curve 'y' equals '1 157 00:08:30,500 --> 00:08:32,630 over ''x - 1' squared''. 158 00:08:32,630 --> 00:08:36,700 Notice that when 'x' is 1, 'y' is infinite, which means that 159 00:08:36,700 --> 00:08:40,039 if we graph this particular function, we find that the 160 00:08:40,039 --> 00:08:42,090 graph does something like this. 161 00:08:42,090 --> 00:08:43,770 In other words, it goes-- 162 00:08:43,770 --> 00:08:47,100 it jumps up here, comes back, et cetera. 163 00:08:47,100 --> 00:08:52,400 Now, what is the highest value or what is the highest point 164 00:08:52,400 --> 00:08:53,510 on our graph here? 165 00:08:53,510 --> 00:08:56,070 Well, notice that the graph is broken here. 166 00:08:56,070 --> 00:08:58,390 It's discontinuous when 'x' equals 1. 167 00:08:58,390 --> 00:09:01,060 Notice that the curve rises to infinity. 168 00:09:01,060 --> 00:09:05,850 In other words, the maximum value is undefined on this 169 00:09:05,850 --> 00:09:07,090 particular closed interval. 170 00:09:07,090 --> 00:09:09,470 You see there's a jump over here. 171 00:09:09,470 --> 00:09:12,290 Of course, the fact that this is an infinite jump may make 172 00:09:12,290 --> 00:09:14,330 you feel uneasy if you don't feel 173 00:09:14,330 --> 00:09:15,840 comfortable with infinity. 174 00:09:15,840 --> 00:09:19,240 So let me paraphrase this just a little bit in terms of a 175 00:09:19,240 --> 00:09:20,370 finite jump. 176 00:09:20,370 --> 00:09:22,790 Let me write down the following function. 177 00:09:22,790 --> 00:09:28,610 Let's think of the function 'f of x' equals 'x' if 'x' is 178 00:09:28,610 --> 00:09:29,840 less than 1. 179 00:09:29,840 --> 00:09:32,610 Then as soon as 'x' is at least as big as 1, the 180 00:09:32,610 --> 00:09:34,620 function becomes 'minus x'. 181 00:09:34,620 --> 00:09:37,380 In other words, graphically, we have the line 'y' equals 182 00:09:37,380 --> 00:09:41,670 'x' from 0 up to 1, but not including 1. 183 00:09:41,670 --> 00:09:45,560 And then at 1, the function jumps down to minus 1 and 184 00:09:45,560 --> 00:09:48,310 becomes the line 'y' equals 'minus x'. 185 00:09:48,310 --> 00:09:50,800 Let's look, for example, at the closed interval 186 00:09:50,800 --> 00:09:53,370 again from 0 to 2. 187 00:09:53,370 --> 00:09:56,390 What is the biggest value? 188 00:09:56,390 --> 00:10:00,590 What is the maximum that the function can have if 'x' is 189 00:10:00,590 --> 00:10:01,950 between 0 and 2? 190 00:10:01,950 --> 00:10:07,510 Well, notice that as 'x' gets closer and closer to 1, 'f of 191 00:10:07,510 --> 00:10:11,150 x' gets closer and closer to 1, But 'f of x' never equals 192 00:10:11,150 --> 00:10:14,880 exactly 1, because when 'x' is 1, the curve 193 00:10:14,880 --> 00:10:16,460 jumps down to here. 194 00:10:16,460 --> 00:10:20,050 In other words, notice that as 'x' gets arbitrarily close to 195 00:10:20,050 --> 00:10:24,310 1, 'f of x' increases and gets arbitrarily close to but 196 00:10:24,310 --> 00:10:26,150 never equals 1. 197 00:10:26,150 --> 00:10:29,580 In other words, notice that by picking 'x' to be less than 1, 198 00:10:29,580 --> 00:10:32,780 we can make 'f of x' as close to 1 as we want, but we can 199 00:10:32,780 --> 00:10:36,300 never make it exactly equal to 1 because of this jump which 200 00:10:36,300 --> 00:10:37,980 takes place over here. 201 00:10:37,980 --> 00:10:40,730 You see, this discontinuity causes us a little bit of 202 00:10:40,730 --> 00:10:42,270 difficulty. 203 00:10:42,270 --> 00:10:44,530 By the way, we can use this example from 204 00:10:44,530 --> 00:10:46,140 another point of view. 205 00:10:46,140 --> 00:10:49,000 If we just look at the part where it says 'f of x' is 206 00:10:49,000 --> 00:10:52,040 equal to 'x' where 'x' is less than 1, that means that we'll 207 00:10:52,040 --> 00:10:53,920 just look at this part of the curve. 208 00:10:53,920 --> 00:10:57,410 Notice that this part of the curve is unbroken. 209 00:10:57,410 --> 00:11:02,560 And yet as 'x' approaches 1, 'f of x' approaches but never 210 00:11:02,560 --> 00:11:07,090 equals 1, which means that to get the maximum value in here, 211 00:11:07,090 --> 00:11:10,170 I would have to include the end point 'x' equals 1. 212 00:11:10,170 --> 00:11:12,150 In other words, notice that even if the function is 213 00:11:12,150 --> 00:11:17,880 continuous, if the interval is open, it may not assume the 214 00:11:17,880 --> 00:11:19,170 maximum value. 215 00:11:19,170 --> 00:11:21,950 In other words, you may not be able to find the value of 'x' 216 00:11:21,950 --> 00:11:25,230 in that interval such as the function will be maximum at 217 00:11:25,230 --> 00:11:26,650 that particular value. 218 00:11:26,650 --> 00:11:29,790 Now again, this is making a mountain out of a mole hill in 219 00:11:29,790 --> 00:11:32,480 terms of your intuition because these are result which 220 00:11:32,480 --> 00:11:34,945 I'm sure you believe are true anyway. 221 00:11:34,945 --> 00:11:36,850 In other words, it seems to be true. 222 00:11:36,850 --> 00:11:40,250 But all I hope is that these little examples here show you 223 00:11:40,250 --> 00:11:43,470 what the importance of continuity is, because as we 224 00:11:43,470 --> 00:11:47,330 progress later in our work, these so called fine points 225 00:11:47,330 --> 00:11:50,660 are going to become crucial in many of our proofs. 226 00:11:50,660 --> 00:11:55,260 And by the way, I think it's a truism to say that if you make 227 00:11:55,260 --> 00:11:58,970 fine points seem very, very important before you get to 228 00:11:58,970 --> 00:12:02,190 use them and don't emphasize them, people tend to think 229 00:12:02,190 --> 00:12:04,290 that you overestimated your case. 230 00:12:04,290 --> 00:12:08,400 So I prefer not to beat this to death and wait until such 231 00:12:08,400 --> 00:12:11,340 times in our course that we need these results before I 232 00:12:11,340 --> 00:12:12,740 emphasize them more. 233 00:12:12,740 --> 00:12:15,190 So these are results which are in the textbook, which I'll 234 00:12:15,190 --> 00:12:17,850 test you on in the exercises and the like, but just want to 235 00:12:17,850 --> 00:12:21,580 go through with you now so that you get an overall idea. 236 00:12:21,580 --> 00:12:24,360 Another result that's rather clear geometrically is 237 00:12:24,360 --> 00:12:27,760 something called the intermediate value theorem. 238 00:12:27,760 --> 00:12:30,730 Suppose that 'f' is continuous on the closed interval from 239 00:12:30,730 --> 00:12:31,900 'a' to 'b'. 240 00:12:31,900 --> 00:12:34,740 And without loss of generality, let's suppose 'f 241 00:12:34,740 --> 00:12:37,310 of a' is less than 'f of b'. 242 00:12:37,310 --> 00:12:39,920 The same kind of an argument would hold if 'f of b' were 243 00:12:39,920 --> 00:12:42,400 less than 'f of a', but I just need some sort of an 244 00:12:42,400 --> 00:12:43,600 orientation. 245 00:12:43,600 --> 00:12:47,830 Now I say let 'm' be any number such that m is what? 246 00:12:47,830 --> 00:12:49,440 Between 'f of a' and 'f of b'. 247 00:12:49,440 --> 00:12:51,900 In other words, 'm' is greater than 'f of a' but 248 00:12:51,900 --> 00:12:53,540 less than 'f of b'. 249 00:12:53,540 --> 00:12:56,210 You see, if 'f of b' were less than 'f of a', I would just 250 00:12:56,210 --> 00:12:58,470 reverse the inequality signs here. 251 00:12:58,470 --> 00:13:01,600 At any rate, what my claim is that we can find the number 252 00:13:01,600 --> 00:13:05,770 'c' in the open interval from 'a' to 'b' such that 'f of c' 253 00:13:05,770 --> 00:13:07,610 equals 'm'. 254 00:13:07,610 --> 00:13:10,110 Again, this may sound kind of complicated. 255 00:13:10,110 --> 00:13:13,430 All it says in terms of a picture is this. 256 00:13:13,430 --> 00:13:20,780 If our curve goes from point 1 to point 2 where the height of 257 00:13:20,780 --> 00:13:25,170 'p1' is 'f of a' and the height of 'p2' is 'f of b', 258 00:13:25,170 --> 00:13:29,680 then it must assume every intermediary height between 'f 259 00:13:29,680 --> 00:13:33,890 of a' and 'f of b' on that particular interval. 260 00:13:33,890 --> 00:13:36,810 Again, you can think of that in terms of an 261 00:13:36,810 --> 00:13:38,250 automobile, if you want. 262 00:13:38,250 --> 00:13:42,160 If an automobile goes from a speed of 20 miles an hour to a 263 00:13:42,160 --> 00:13:46,000 speed of 30 miles per hour in what we think of as being 264 00:13:46,000 --> 00:13:50,550 continuous motion, then at some time in that interval, it 265 00:13:50,550 --> 00:13:54,640 must've had any particular speed you want to mention 266 00:13:54,640 --> 00:13:56,080 between 20 and 30 miles. 267 00:13:56,080 --> 00:13:58,620 In other words, we don't visualize a car going from 20 268 00:13:58,620 --> 00:14:02,430 miles an hour to 30 miles an hour, say, without at one time 269 00:14:02,430 --> 00:14:05,430 having passed the speed of 27 miles per hour 270 00:14:05,430 --> 00:14:06,850 or some such thing. 271 00:14:06,850 --> 00:14:10,110 And geometrically, you see, this proof is very simple, 272 00:14:10,110 --> 00:14:12,840 namely, draw the line 'y' equals 'm'. 273 00:14:16,460 --> 00:14:19,410 And now what you're saying is you want to get from this 274 00:14:19,410 --> 00:14:23,680 point to this point. 275 00:14:23,680 --> 00:14:26,320 And the idea is that the only way you can get from this 276 00:14:26,320 --> 00:14:30,120 point to this point without crossing this line is if 277 00:14:30,120 --> 00:14:33,430 someplace along the way, you jump over this line. 278 00:14:33,430 --> 00:14:35,750 In other words, geometrically, all you're saying is lookit, 279 00:14:35,750 --> 00:14:42,520 if I have to join 'p1' and 'p2' with an unbroken line, 280 00:14:42,520 --> 00:14:46,010 then I must cross the line 'y' equals 'm' someplace. 281 00:14:46,010 --> 00:14:49,820 By the way, notice I say that at least one place, the curve 282 00:14:49,820 --> 00:14:53,040 could have done something like this, for example. 283 00:14:53,040 --> 00:14:54,200 But the important point is what? 284 00:14:54,200 --> 00:14:56,870 There's at least one number 'c' such that 'f 285 00:14:56,870 --> 00:14:59,230 of c' equals 'm'. 286 00:14:59,230 --> 00:15:02,830 Again, somebody might think in terms of an end run and say 287 00:15:02,830 --> 00:15:05,830 couldn't we have done something like this and not 288 00:15:05,830 --> 00:15:07,070 cross this line? 289 00:15:07,070 --> 00:15:10,570 That brings us back again to our concept of 290 00:15:10,570 --> 00:15:12,060 single-valuedness. 291 00:15:12,060 --> 00:15:15,500 In other words, notice, if we remove the restriction that 'f 292 00:15:15,500 --> 00:15:18,560 be a' single-valued function, in other words, if 'f' can 293 00:15:18,560 --> 00:15:22,590 double back, notice that if we think of the line 'y' equals 294 00:15:22,590 --> 00:15:27,060 'm' as being endless, the point remains what? 295 00:15:27,060 --> 00:15:30,420 That you must someplace cross this line in going 296 00:15:30,420 --> 00:15:33,280 from 'p1' to 'p2'. 297 00:15:33,280 --> 00:15:36,760 But if we remove the single-valued restriction, 298 00:15:36,760 --> 00:15:39,230 then the point at which you cross this line 299 00:15:39,230 --> 00:15:41,690 would not have to be-- 300 00:15:41,690 --> 00:15:46,020 see, in this case, 'c' would not be in the open interval 301 00:15:46,020 --> 00:15:54,610 from 'a' to 'b' since 'f' is not single- valued. 302 00:15:54,610 --> 00:15:57,350 And what I'm hoping this discussion does for us is 303 00:15:57,350 --> 00:16:00,460 gives us a good geometric feeling as to what is 304 00:16:00,460 --> 00:16:04,360 happening in terms of a continuous function. 305 00:16:04,360 --> 00:16:07,410 By the same token, remember our basic definition of 306 00:16:07,410 --> 00:16:11,180 continuity goes back to our concept of limit. 307 00:16:11,180 --> 00:16:14,300 And our concept of limit has been cemented down fairly 308 00:16:14,300 --> 00:16:17,430 firmly from an analytical point of view, and that means 309 00:16:17,430 --> 00:16:20,410 that we can also see these things theoretically as well 310 00:16:20,410 --> 00:16:21,590 as pictorially. 311 00:16:21,590 --> 00:16:25,570 And hopefully what we will do is combine pictorial and 312 00:16:25,570 --> 00:16:27,930 analytic aspects to the best possible 313 00:16:27,930 --> 00:16:30,000 advantage for solving problems. 314 00:16:30,000 --> 00:16:32,780 But to show you what I mean by this, let's look at a few 315 00:16:32,780 --> 00:16:36,310 analytical properties of continuous functions. 316 00:16:36,310 --> 00:16:41,560 For example, suppose 'f' and 'g' are both continuous at 'x' 317 00:16:41,560 --> 00:16:42,710 equals 'a'. 318 00:16:42,710 --> 00:16:46,290 And suppose we define 'h' to be the sum of 'f' and 'g'. 319 00:16:46,290 --> 00:16:50,730 In other words, 'h of x' is 'f of x' plus 'g of x', OK? 320 00:16:50,730 --> 00:16:54,010 Let's compute the limit of 'h of x' as 'x' approaches 'a'. 321 00:16:54,010 --> 00:16:57,410 By definition, the limit of 'h of x' as 'x' approaches 'a' is 322 00:16:57,410 --> 00:17:00,630 the limit of the quantity 'f of x' plus 'g of x' as 'x' 323 00:17:00,630 --> 00:17:01,870 approaches 'a'. 324 00:17:01,870 --> 00:17:07,230 Now, if we look at this particular expression, notice 325 00:17:07,230 --> 00:17:10,579 that because of our theorems on limits, we can do an awful 326 00:17:10,579 --> 00:17:13,819 lot with this without having to make any recourse to our 327 00:17:13,819 --> 00:17:14,849 picture at all. 328 00:17:14,849 --> 00:17:18,099 For example, notice that we can say right away that since 329 00:17:18,099 --> 00:17:20,220 the limit of a sum is the sum of the limits, this is the 330 00:17:20,220 --> 00:17:22,910 limit of 'f of x' as 'x' approaches 'a' plus the limit 331 00:17:22,910 --> 00:17:25,290 of 'g of x' as 'x' approaches 'a'. 332 00:17:25,290 --> 00:17:29,170 Secondly, since 'f' and 'g' are continuous at 'x' equals 333 00:17:29,170 --> 00:17:31,930 'a', by definition of continuous that 'x' equals 334 00:17:31,930 --> 00:17:34,700 'a', this says that the limit of 'f of x' as 'x' approaches 335 00:17:34,700 --> 00:17:35,990 'a' is 'f of a'. 336 00:17:35,990 --> 00:17:39,410 The limit of 'g of x' as 'x' approaches 'a' is 'g of a'. 337 00:17:39,410 --> 00:17:42,690 Therefore, this expression is 'f of a' plus 'g of a'. 338 00:17:42,690 --> 00:17:46,960 But by the definition of 'h', this is just 'h of a'. 339 00:17:46,960 --> 00:17:50,340 And if we now look at this, we see what? 340 00:17:50,340 --> 00:17:53,730 That the limit of 'h of x' as 'x' approaches 'a' 341 00:17:53,730 --> 00:17:55,250 equals 'h of a'. 342 00:17:55,250 --> 00:17:59,090 Notice that this result came about under the assumption 343 00:17:59,090 --> 00:18:01,760 that 'f' and 'g' were both continuous that 'x' equals 344 00:18:01,760 --> 00:18:04,060 'a', and what have we proven over here? 345 00:18:04,060 --> 00:18:06,470 This is precisely the statement that 'h' is 346 00:18:06,470 --> 00:18:08,680 continuous at 'x' equals 'a'. 347 00:18:08,680 --> 00:18:11,500 In other words, what we've now proven analytically is that a 348 00:18:11,500 --> 00:18:13,640 sum of two continuous functions is 349 00:18:13,640 --> 00:18:15,560 a continuous function. 350 00:18:15,560 --> 00:18:18,470 By induction, we could prove this for the sum 351 00:18:18,470 --> 00:18:19,880 of more than two. 352 00:18:19,880 --> 00:18:23,160 We can in a similar way by using limit theorems prove 353 00:18:23,160 --> 00:18:25,898 things like the product of two continuous functions is 354 00:18:25,898 --> 00:18:28,300 continuous, et cetera. 355 00:18:28,300 --> 00:18:31,690 We also were on the verge of a topic like this when we talked 356 00:18:31,690 --> 00:18:34,520 about differentiability sometime back. 357 00:18:34,520 --> 00:18:36,990 Namely, I claim that there is an interesting connection 358 00:18:36,990 --> 00:18:39,690 between differentiable and continuous, and that the 359 00:18:39,690 --> 00:18:43,070 connection is that any differentiable function is 360 00:18:43,070 --> 00:18:44,220 continuous. 361 00:18:44,220 --> 00:18:48,020 And by the way, the proofs utilizes that which we used in 362 00:18:48,020 --> 00:18:51,040 our first lecture on derivatives in this block. 363 00:18:51,040 --> 00:18:54,200 Namely, we take the expression 'f' of-- 364 00:18:54,200 --> 00:18:58,370 we want to show that if 'f prime of a' exists, that 'f' 365 00:18:58,370 --> 00:19:00,690 must be continuous at 'x' equals 'a'. 366 00:19:00,690 --> 00:19:03,550 That means we want to show that the limit of 'f of x' as 367 00:19:03,550 --> 00:19:06,240 'x' approaches 'a' is 'f of a', and that's the same as 368 00:19:06,240 --> 00:19:09,550 saying we want to show that this difference approaches 0 369 00:19:09,550 --> 00:19:10,360 and the limit. 370 00:19:10,360 --> 00:19:14,320 And the trick is we take 'f of x' minus 'f of a' and write it 371 00:19:14,320 --> 00:19:20,230 as ''f of x' minus 'f of a' divided by 'x - a'' times 'x - 372 00:19:20,230 --> 00:19:23,270 a', the idea being that we'll now take the limit as 'x' 373 00:19:23,270 --> 00:19:24,130 approaches 'a'. 374 00:19:24,130 --> 00:19:27,760 The limit of a product is the product of the limits. 375 00:19:27,760 --> 00:19:30,360 The limit of this as 'x' approaches 'a' is just going 376 00:19:30,360 --> 00:19:31,600 to be 'f prime of a'. 377 00:19:31,600 --> 00:19:33,390 That's our definition of derivative. 378 00:19:33,390 --> 00:19:37,090 And the limit of 'x - a' as 'x' approaches 'a' is just 0. 379 00:19:37,090 --> 00:19:38,920 In other words, putting these steps together, 380 00:19:38,920 --> 00:19:39,870 look what we get. 381 00:19:39,870 --> 00:19:43,820 The limit as 'x' approaches 'a', 'f of x' minus 'f of a', 382 00:19:43,820 --> 00:19:47,010 is the limit as 'x' approaches 'a' of this bracketed 383 00:19:47,010 --> 00:19:51,400 expression ''f of x' minus 'f of a' over 'x - a'' times the 384 00:19:51,400 --> 00:19:54,340 limit of 'x - a' as 'x' approaches 'a'. 385 00:19:54,340 --> 00:19:58,420 By definition, 'f' being differentiable at 'a' means 386 00:19:58,420 --> 00:20:02,430 that this limit exists and is, in fact, 'f prime of a'. 387 00:20:02,430 --> 00:20:06,530 But any finite number times 0 is still 0. 388 00:20:06,530 --> 00:20:09,350 And therefore, it follows that the limit of 'f of x' as 'x' 389 00:20:09,350 --> 00:20:11,150 approaches 'a' is 'f of a'. 390 00:20:11,150 --> 00:20:16,780 There's a legitimate analytic proof that differentiability 391 00:20:16,780 --> 00:20:18,650 implies continuity. 392 00:20:18,650 --> 00:20:21,760 Now, it's not necessarily true that continuity implies 393 00:20:21,760 --> 00:20:23,190 differentiability. 394 00:20:23,190 --> 00:20:25,720 And you see even though you can prove these things 395 00:20:25,720 --> 00:20:28,370 analytically, if you don't form some picture in your 396 00:20:28,370 --> 00:20:32,720 mind, you frequently will my wind up memorizing results 397 00:20:32,720 --> 00:20:34,890 rather than having a feeling for them. 398 00:20:34,890 --> 00:20:39,870 What I mean by having pictures and proofs coexist is this. 399 00:20:39,870 --> 00:20:42,570 Instead of saying to yourself, let's see, continuity is a 400 00:20:42,570 --> 00:20:44,550 weaker condition than differentiability, it's a 401 00:20:44,550 --> 00:20:45,890 strong-- which one is it? 402 00:20:45,890 --> 00:20:47,520 You say look-it. 403 00:20:47,520 --> 00:20:50,880 We identified continuity with unbroken. 404 00:20:50,880 --> 00:20:53,230 Remember, continuous means unbroken. 405 00:20:53,230 --> 00:20:55,380 What did differentiable mean? 406 00:20:55,380 --> 00:20:58,480 Differentiable meant that the curve had a tangent line, and 407 00:20:58,480 --> 00:21:01,260 that, in turn, meant that the curve was smooth. 408 00:21:01,260 --> 00:21:04,290 In other words, we may think of differentiable as the 409 00:21:04,290 --> 00:21:07,960 geometric analog of smoothness, continuity as the 410 00:21:07,960 --> 00:21:10,740 geometric analog of unbrokenness. 411 00:21:10,740 --> 00:21:13,990 And now I think it's very easy to see pictorially that a 412 00:21:13,990 --> 00:21:18,430 smooth curve must be unbroken, but an unbroken curve doesn't 413 00:21:18,430 --> 00:21:19,630 have to be smooth. 414 00:21:19,630 --> 00:21:22,540 And in fact, a very trivial illustration of this is the 415 00:21:22,540 --> 00:21:25,900 graph 'y' equals the absolute value of 'x'. 416 00:21:25,900 --> 00:21:27,740 You see, well, what happens here? 417 00:21:27,740 --> 00:21:32,370 At the origin, notice that we have a sharp corner, but that 418 00:21:32,370 --> 00:21:34,030 the curve itself is unbroken there. 419 00:21:34,030 --> 00:21:37,080 You see, I can draw the curve without taking the pencil off 420 00:21:37,080 --> 00:21:38,550 the paper, the chalk off the board. 421 00:21:38,550 --> 00:21:40,340 That's what continuity means from an 422 00:21:40,340 --> 00:21:41,910 intuitive point of view. 423 00:21:41,910 --> 00:21:43,900 Yet I have a sharp corner. 424 00:21:43,900 --> 00:21:45,680 It's not smooth here. 425 00:21:45,680 --> 00:21:48,030 That's why I write smooth in quotation marks. 426 00:21:48,030 --> 00:21:52,490 Hopefully, the textbook, together with our exercises, 427 00:21:52,490 --> 00:21:54,050 will make this much clear to you. 428 00:21:54,050 --> 00:21:57,350 But notice again in terms of the picture how an unbroken 429 00:21:57,350 --> 00:22:00,450 curve doesn't have to be smooth, but a smooth curve has 430 00:22:00,450 --> 00:22:01,410 to be unbroken. 431 00:22:01,410 --> 00:22:04,180 Now, the point is we could say much more 432 00:22:04,180 --> 00:22:05,830 about continuous functions. 433 00:22:05,830 --> 00:22:08,580 I think that all we have to say, though, has 434 00:22:08,580 --> 00:22:09,770 already been said. 435 00:22:09,770 --> 00:22:12,180 It'll be reinforced in the text. 436 00:22:12,180 --> 00:22:13,870 We'll have exercises on this. 437 00:22:13,870 --> 00:22:16,810 But the important thing for now is to understand what we 438 00:22:16,810 --> 00:22:20,605 mean by continuous, how we will use it in the future, and 439 00:22:20,605 --> 00:22:23,860 at any rate, we'll be talking about that more later. 440 00:22:23,860 --> 00:22:25,640 And so until next time, goodbye. 441 00:22:28,450 --> 00:22:30,980 NARRATOR: Funding for the publication of this video was 442 00:22:30,980 --> 00:22:35,700 provided by the Gabriella and Paul Rosenbaum Foundation. 443 00:22:35,700 --> 00:22:39,870 Help OCW continue to provide free and open access to MIT 444 00:22:39,870 --> 00:22:44,070 courses by making a donation at ocw.mit.edu/donate.