1 00:00:00,220 --> 00:00:03,410 We now continue our discussion of infinite series. 2 00:00:03,410 --> 00:00:06,350 Sometimes we have to deal with series where the terms being 3 00:00:06,350 --> 00:00:09,710 added are indexed by multiple indices, as in 4 00:00:09,710 --> 00:00:11,220 this example here. 5 00:00:11,220 --> 00:00:15,710 We're given numbers, aij, and i ranges over all 6 00:00:15,710 --> 00:00:17,390 the positive integers. 7 00:00:17,390 --> 00:00:21,910 j also ranges over all the positive integers. 8 00:00:21,910 --> 00:00:25,250 So what does this sum represent? 9 00:00:25,250 --> 00:00:27,480 We can think of it as follows. 10 00:00:27,480 --> 00:00:31,330 We have here a two-dimensional grid that corresponds to all 11 00:00:31,330 --> 00:00:33,750 the pairs (i,j). 12 00:00:33,750 --> 00:00:37,290 And in essence, each one of those points corresponds to 13 00:00:37,290 --> 00:00:40,280 one of the terms that we want to add. 14 00:00:40,280 --> 00:00:43,840 So we can sum the different terms in some arbitrary order. 15 00:00:43,840 --> 00:00:45,430 Let's say we start from here. 16 00:00:45,430 --> 00:00:50,950 Take that term, add this term, then add this term here, then 17 00:00:50,950 --> 00:00:55,570 add this term, then the next term, next term, and so on. 18 00:00:55,570 --> 00:00:59,640 And we can keep going that way, adding the different 19 00:00:59,640 --> 00:01:02,850 terms according to some sequence. 20 00:01:02,850 --> 00:01:06,220 So essentially, what we're doing here is we're taking 21 00:01:06,220 --> 00:01:11,470 this two-dimensional grid and arranging the terms associated 22 00:01:11,470 --> 00:01:14,950 with that grid, in some particular linear order. 23 00:01:14,950 --> 00:01:19,090 And we're summing those terms in sequence. 24 00:01:19,090 --> 00:01:25,220 As long as this sum converges to something as we keep adding 25 00:01:25,220 --> 00:01:29,010 more and more terms, then this double series 26 00:01:29,010 --> 00:01:30,800 will be well defined. 27 00:01:30,800 --> 00:01:33,930 Notice, however, we can add those terms in 28 00:01:33,930 --> 00:01:36,100 many different orders. 29 00:01:36,100 --> 00:01:39,320 And in principle, those different orders might give us 30 00:01:39,320 --> 00:01:41,490 different kinds of results. 31 00:01:41,490 --> 00:01:47,979 On the other hand, as long as the sum of the absolute values 32 00:01:47,979 --> 00:01:54,090 of all the terms turns out to be finite, then the particular 33 00:01:54,090 --> 00:01:58,190 order in which we're adding the different terms will turn 34 00:01:58,190 --> 00:02:02,240 out that it doesn't matter. 35 00:02:02,240 --> 00:02:05,620 There's another way that we can add the terms together, 36 00:02:05,620 --> 00:02:07,500 and this is the following. 37 00:02:07,500 --> 00:02:13,860 Let us consider fixing a particular choice of i, and 38 00:02:13,860 --> 00:02:18,000 adding all of the terms that are associated with this 39 00:02:18,000 --> 00:02:23,300 particular choice of i, as j ranges from 1 to infinity. 40 00:02:23,300 --> 00:02:28,980 So what we're doing is we're taking the summation from j 41 00:02:28,980 --> 00:02:37,160 equal to 1 to infinity, while keeping the value of i fixed. 42 00:02:37,160 --> 00:02:39,450 We do this for every possible i. 43 00:02:39,450 --> 00:02:41,970 So for every possible i, we're going to get 44 00:02:41,970 --> 00:02:43,810 a particular number. 45 00:02:43,810 --> 00:02:47,360 And then we take the numbers that we obtain for the 46 00:02:47,360 --> 00:02:53,170 different choices if i, so i ranges from 1 to infinity. 47 00:02:53,170 --> 00:02:56,700 And we add all those terms together. 48 00:02:56,700 --> 00:03:00,230 So this is one particular order, one particular way of 49 00:03:00,230 --> 00:03:02,720 doing the infinite summation. 50 00:03:02,720 --> 00:03:06,600 Now, why start with the summation over j's while 51 00:03:06,600 --> 00:03:08,090 keeping i fixed? 52 00:03:08,090 --> 00:03:09,790 There's no reason for that. 53 00:03:09,790 --> 00:03:14,410 We could also carry out the summation by fixing a 54 00:03:14,410 --> 00:03:19,880 particular choice of j and summing over all i's. 55 00:03:19,880 --> 00:03:25,500 So now it is i that ranges from 1 to infinity. 56 00:03:25,500 --> 00:03:28,650 And we look at this infinite sum. 57 00:03:28,650 --> 00:03:31,170 This is the infinite sum of those terms. 58 00:03:31,170 --> 00:03:35,780 We obtain one such infinite sum for every choice of j. 59 00:03:35,780 --> 00:03:39,720 And then we take that sum that we obtain for any particular 60 00:03:39,720 --> 00:03:43,880 choice of j, and add over the different 61 00:03:43,880 --> 00:03:45,860 possible values of j. 62 00:03:45,860 --> 00:03:48,510 So j goes from 1 to infinity. 63 00:03:48,510 --> 00:03:51,700 This is a different way of carrying out the summation. 64 00:03:51,700 --> 00:03:56,490 And these are going to give us the same result, and the same 65 00:03:56,490 --> 00:03:59,610 result that we would also obtain if we were to add the 66 00:03:59,610 --> 00:04:05,060 terms in this particular order, as long as the double 67 00:04:05,060 --> 00:04:09,020 series is well-defined, in the following sense. 68 00:04:09,020 --> 00:04:13,030 If we have a guarantee that the sum of the absolute values 69 00:04:13,030 --> 00:04:17,970 of those numbers is finite, no matter which way we add them, 70 00:04:17,970 --> 00:04:22,110 then it turns out that we can use any particular order to 71 00:04:22,110 --> 00:04:23,810 add the terms in the series. 72 00:04:23,810 --> 00:04:25,750 We're going to get the same result. 73 00:04:25,750 --> 00:04:30,540 And we can also carry out the double summation by doing-- 74 00:04:30,540 --> 00:04:35,440 by adding over one index at a time. 75 00:04:35,440 --> 00:04:37,540 A word of caution-- 76 00:04:37,540 --> 00:04:40,690 this condition is not always satisfied. 77 00:04:40,690 --> 00:04:43,970 And in those cases, strange things can happen. 78 00:04:43,970 --> 00:04:49,620 Suppose that the sequences we're dealing with, the aij's, 79 00:04:49,620 --> 00:04:54,110 take those particular values indicated in this picture. 80 00:04:54,110 --> 00:04:58,450 And all the remaining terms, the aij's associated with the 81 00:04:58,450 --> 00:05:01,150 other dots, are all 0's. 82 00:05:01,150 --> 00:05:05,930 So all these terms out there will be 0's. 83 00:05:05,930 --> 00:05:12,230 If we carry out the summation by fixing a j and adding over 84 00:05:12,230 --> 00:05:19,270 all i's, what we get here is 0, and a 0, and a 0, and a 0. 85 00:05:19,270 --> 00:05:24,020 That's because in each row we have a 1 and a minus 1, which 86 00:05:24,020 --> 00:05:26,560 cancel out and give us 0's. 87 00:05:26,560 --> 00:05:32,960 So if we carry out the summation in this manner, we 88 00:05:32,960 --> 00:05:39,940 get a sum of 0's, which is 0. 89 00:05:39,940 --> 00:05:43,540 But if we carry out the summation in this order, fix 90 00:05:43,540 --> 00:05:48,380 an i, and then add over all j's, the first term that we 91 00:05:48,380 --> 00:05:53,270 get here is going to be 1, because in this column, this 92 00:05:53,270 --> 00:05:54,980 is the only non-zero number. 93 00:05:54,980 --> 00:05:58,510 And then in the remaining columns, as we add the terms, 94 00:05:58,510 --> 00:06:03,060 we're going to get 0's, and 0's, and so on. 95 00:06:03,060 --> 00:06:06,970 And so if we carry out the summation in this way, we 96 00:06:06,970 --> 00:06:08,500 obtain a 1. 97 00:06:08,500 --> 00:06:12,010 So this is an example that shows you that the order of 98 00:06:12,010 --> 00:06:15,670 summation actually may matter. 99 00:06:15,670 --> 00:06:19,160 In this example, the sum of the absolute values of all of 100 00:06:19,160 --> 00:06:22,780 the terms that are involved is infinity, because we have 101 00:06:22,780 --> 00:06:27,780 infinitely many plus or minus 1's, so this condition here is 102 00:06:27,780 --> 00:06:31,210 not satisfied in this example. 103 00:06:34,380 --> 00:06:38,110 Let us now consider the case where we want to add the terms 104 00:06:38,110 --> 00:06:42,800 of a double sequence, but over a limited range of indices as 105 00:06:42,800 --> 00:06:46,490 in this example, where we have coefficients aij, which we 106 00:06:46,490 --> 00:06:50,690 want to add, but only for those i's and j's for which j 107 00:06:50,690 --> 00:06:53,580 is less than or equal to i. 108 00:06:53,580 --> 00:06:57,420 Graphically, this means that we only want to consider the 109 00:06:57,420 --> 00:06:59,909 pairs shown in this picture. 110 00:06:59,909 --> 00:07:04,470 So these points here correspond to i,j pairs for 111 00:07:04,470 --> 00:07:06,690 which i is equal to j. 112 00:07:06,690 --> 00:07:11,200 Terms on the right, or points to the right, correspond to 113 00:07:11,200 --> 00:07:16,400 i,j pairs for which i is at least as large as j. 114 00:07:16,400 --> 00:07:19,550 We can carry out this summation in two ways. 115 00:07:19,550 --> 00:07:21,740 One way is the following. 116 00:07:21,740 --> 00:07:25,720 We fix a value of i, and we consider all of the 117 00:07:25,720 --> 00:07:29,550 corresponding terms, that correspond to different 118 00:07:29,550 --> 00:07:31,640 choices of j. 119 00:07:31,640 --> 00:07:37,320 But we only go up to the point where i is equal to j. 120 00:07:37,320 --> 00:07:39,230 This is the largest term. 121 00:07:39,230 --> 00:07:41,159 So what are we doing here? 122 00:07:41,159 --> 00:07:46,960 We're taking the coefficients aij, and we are adding over 123 00:07:46,960 --> 00:07:51,360 all j's, starting from 1, which 124 00:07:51,360 --> 00:07:52,840 corresponds to this term. 125 00:07:52,840 --> 00:07:58,560 And j goes up to the point where it becomes equal to i. 126 00:07:58,560 --> 00:08:01,330 We do this for every value of i. 127 00:08:01,330 --> 00:08:05,470 And so we get a number for the sum of each one of the 128 00:08:05,470 --> 00:08:10,650 columns, and then we add those numbers together. 129 00:08:10,650 --> 00:08:14,350 So we're adding over all i's, and i ranges 130 00:08:14,350 --> 00:08:16,300 from 1 up to infinity. 131 00:08:16,300 --> 00:08:19,670 This is one way of carrying out the summation. 132 00:08:19,670 --> 00:08:24,770 Alternatively, we could fix a value of j, and consider doing 133 00:08:24,770 --> 00:08:28,090 the summation over all choices of i. 134 00:08:28,090 --> 00:08:32,039 So this corresponds to the sum over all 135 00:08:32,039 --> 00:08:35,169 choices of i, from where? 136 00:08:35,169 --> 00:08:39,690 The smallest term, the first term, happens when i is equal 137 00:08:39,690 --> 00:08:42,780 to the value of j. 138 00:08:42,780 --> 00:08:47,610 And then we have larger choices of i, numbers for 139 00:08:47,610 --> 00:08:50,880 which i is bigger than the corresponding value of j. 140 00:08:50,880 --> 00:08:56,460 And so i ranges from j all the way to infinity. 141 00:08:56,460 --> 00:09:01,260 And this is the sum over one of the rows in this diagram. 142 00:09:01,260 --> 00:09:03,140 We do this for every j. 143 00:09:03,140 --> 00:09:06,130 We get a result, and then we need to add all 144 00:09:06,130 --> 00:09:07,840 those results together. 145 00:09:07,840 --> 00:09:15,170 So we're summing for all j's from 1 up to infinity. 146 00:09:15,170 --> 00:09:20,050 So these are two different ways that we can evaluate this 147 00:09:20,050 --> 00:09:23,550 series associated with a double sequence. 148 00:09:23,550 --> 00:09:28,060 We can either add over all j's first and then over i's, or we 149 00:09:28,060 --> 00:09:33,960 can sum over all i's first, and then over all j's. 150 00:09:33,960 --> 00:09:39,010 The two ways of approaching this problem, this summation, 151 00:09:39,010 --> 00:09:41,210 should give us the same answer. 152 00:09:41,210 --> 00:09:45,210 And this is going to be, again, subject to the usual 153 00:09:45,210 --> 00:09:46,440 qualification. 154 00:09:46,440 --> 00:09:50,830 As long as the sum of the absolute values of the terms 155 00:09:50,830 --> 00:09:54,320 that we're trying to add is less than infinity-- 156 00:09:54,320 --> 00:09:58,800 if this condition is true, then the two ways of carrying 157 00:09:58,800 --> 00:10:02,650 out the summation are equal, and they're just two different 158 00:10:02,650 --> 00:10:03,900 alternatives.