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00:24 we're buying the shuttle conform to race . Yeah. Yeah wow. I

00:46 . And then you talk about the integration and next thing up there an

00:54 version Simpson's rule and I talked about time and then a few other aspects

01:00 integration. So just to remind you of what the who are they doctors

01:11 ruled and the Simpson's rule and point really have this status, the focus

01:18 the director. So I always like point out that the so they're higher

01:27 bounds or values I think of the that goes into the error term.

01:34 model that needs to be in order whatever errors from what so the

01:45 So if I have something like look this where the obviously the derivatives some

01:54 is in the beginning that means that need to have a very small age

02:02 order to get the activity you But that's I will not be um

02:07 court that's here. Where so if everything's are likely to be very

02:13 So so far in the persons we've about before last time that one would

02:19 to that's for you adapt or decide a change based on so that the

02:26 of derivatives kind of the worst section the of the function for the intervals

02:32 interested in. So that's not computational efficient. So that's what the ad

02:39 comes into play where everyone wants to to look at different parts of the

02:44 in different ways and then it gets decide on using different suitable length and

02:53 upon where you are on the So that's a simple idea. These

02:59 versions of integration benefits. So we'll it just show how you can develop

03:09 adapted version for Simpson's method and um coming next I think so basically yes

03:19 need to um underlying it at the office and then they used the error

03:26 for submit doubles and decided whether it good enough or not or what the

03:32 maybe and the relevant period. The that's the simple but the underlying all

03:41 them and then specifically how one can with that for them. The Simpson's

03:47 there is on the next few slides . So let's just do this in

03:55 basics. Same social they have uh is the symptom and then the other

04:03 and then the basic version and there's one into all this. Make it

04:10 . So then we basically have the area somewhere in the integral of the

04:16 , let's say in return. And again here it was the return,

04:20 just had one seat putting. So then um I kind of like simple

04:28 terms of principle to show how little where businesses okay for a look at

04:38 how the error of scales with the size in the algorithm and then just

04:48 the derivative plus all the other terms goes into the area terms. But

04:56 maximize whatever that value might be and it C. So I just taking

05:04 cap of what follows after the age divide itself. So now there there

05:16 stuff too get the activity idea is we're finding it should make his father

05:25 , for simplicity just divide things. as usual, so that means now

05:31 another saying some version. Where are now have operated? Yes, they

05:38 there. Sorry state. Give out evolving to have these four letters.

05:44 then they get another value for Simpson another based off now HP or the

05:51 they have the sites. So then with your heart, an error for

05:58 first half from A to C. another error from C to B.

06:02 that's why we get this. But few terms now in terms of there

06:08 it seems that operates but the size and then you manipulate these expressions and

06:15 the same idea. That's somebody's very returns here almost after Thanks to the

06:26 factor and make sure it's kind of the same maximum less. Yeah.

06:33 one single step. So that's what do. And then why can I

06:42 that? But you're wrong with this a little bit to figure out how

06:46 decide to verifying that is good So that's for these are the two

06:54 from the previous life for this on interval. I'm going to split the

06:59 into bats. And so that's the that relationship between the two errors for

07:07 in the morning. So now I'm minutes to figure out when they get

07:12 estimate of what the error is. saying that the true integral.

07:20 The one so that the coal seams you want plus it's earlier or the

07:25 sites two intervals Simpson his error and equal to the integral so that it's

07:32 this and get an estimate for the term. That is, there's a

07:38 between the two symptoms intervention values and proper factor 15 comes from, it's

07:45 comparing to do the subtraction sort of the uh this is 15 times of

07:51 times as large as despite from this . So In the 15 times error

07:59 oh my God, have the usable . That's enough thomas. And I

08:07 an estimate of error. And that's you can do 17 control. So

08:14 estimated error based on Um two versions the Simpsons are on the Say one

08:21 Winter Wonderland on behalf in Tomorrowland So if that's within the tolerance that

08:30 accept and we're done. And if not then you guys believe are going

08:37 repeat the subdivisions until you got something the area that's kind of a simple

08:47 creating something that is adaptive and kind self adaptive because you have underestimated,

08:54 compute as you go and then we decide when to stop science here.

09:07 and of course every time you refine and so you start with one and

09:14 you get two intervals but the error accumulate. So you get one area

09:22 of the interval and you get another of the other interval. So that's

09:27 for simplicity you kind of say, fine. It's something to walk and

09:31 half the area of the food in types of the summer. See the

09:40 but this is not this sense. then there's just a little bit of

09:46 and respectful. This is true because their problem interval over the which the

09:57 happens on the supply seems into each of their hats and they basically get

10:03 return for each one of the So for the sum to be less

10:08 the absolute that you wanted in the want to ever take half of

10:13 A lot of energy economy. So also need to produce the error tolerance

10:20 the number of intervals four of victims the message about us. Yes.

10:31 also in the book there's the movie the national reversal according four billion.

10:37 almost and lastly picks up, has talked about way back in terms of

10:44 of these, if the algorithms they to have need to stopping criteria one

10:50 the error tolerance and one mr I to go on forever. So it's

10:57 true. Yeah. One something for number of some decisions if it doesn't

11:05 what you expect, Man, that . Mhm mm hmm. So the

11:16 questions on that. But the best . Use successive refinements. They've got

11:24 estimate for the error and then they it's good enough for now with

11:31 The very same one. You can the same innovation for integration for most

11:36 that. Okay. So this just more concrete examples from the book.

11:46 . So it's best to say Yes. You can obviously used the

11:51 age but that was not necessarily in of that of course. Mm

12:03 Well summarized movement and this works for same time. The next another set

12:14 rules known as the comments schools. some comments before for the back

12:27 So again started to talk about the the integration. He started with

12:34 Okay, okay fine. Doctors aren't is to think of it doing this

12:40 size. There's actually one be approximated function with a bunch of straight line

12:47 between the nose, useful integration. then use this uh concept instead of

12:57 you know and say, okay, at that. Finding an algorithm for

13:08 these ways vineyard kurds or functions He was in that idea and

13:17 okay fine. That's the quadratic Instead of straight line approximation and get

13:23 then it's exactly when they're after the . Some schools. So with this

13:29 concept that working with Interpol, waiting monogamy Als come down from the integration

13:37 . That's part of the icons. was there idea or principle views and

13:42 men from those rules and this just parents what I just said. So

13:53 one thing that's so or the doctors invested an arbitrary set of correspondent function

14:05 straight behind approximation for Simpson they took for each segment of all this kind

14:14 one continue evaluation and that taste for big point because we have a second

14:20 polynomial with three points in the second polynomial and use the midpoint between who

14:29 to use for the filling of the I've been following so at least you

14:39 coach rules but you can use the idea picked a bunch of points,

14:44 spaced points. A polynomial that is to the order of the points that

14:52 him and then develop the weights for function values in the way we did

15:02 we talked or derived the Simpson's rule use the lagrange formulation of interpolation polynomial

15:09 then integrated the cardinal polynomial property proficient be in waiting the function. So

15:18 the principle also for them And calls the one example and first became a

15:27 again. So and they said they to the grand formulation of Interpol integrating

15:35 . There was contingent on the integration because then uh the ways of the

15:44 yeah function values after nodes are simply implication of the cardinal for more than

15:53 get the proper weights All function values . Mhm Yes. So we sneaked

16:05 code schools It comes in two One that is known as cold someone

16:12 known as open. So the difference that the open ones do not contain

16:21 use the endpoints of the integration for contractors. Sword and Simpson where we

16:30 about them. They used the endpoint develop integration interval between two successful.

16:38 in the open formulas that those endpoints excluded so I can come back for

16:48 . So so here is just a of lines that Give two examples of

16:57 sneaked in some enclosed rolls and this not distribution. So and so that

17:07 cold suspect producing the general rules for they divide. Oh you're right.

17:14 will also depending upon It's affected two and the first of the polynomial.

17:22 they get the trappers or rules they their cultural. Another one is to

17:28 two end points in the mid points they did the symptoms and let's get

17:33 ah ruling India. They know the sets of rules for ah coast.

17:41 integration of divorce. There is also one that symptoms came up with this

17:48 I actually uses four points Including the phones and two and between and I

17:57 uh have more points and also have points in general you've got higher accuracies

18:05 . But when you get the composite to have many smaller intervals than from

18:13 , It became a page to the for this formulates four for this

18:18 The basic one in the morning. in this case between the sometimes both

18:27 third room um of Simpson then it's it is an age before one of

18:35 less than ideal and you didn't gain order you game the system but the

18:43 factor of about 2 2.5 the cancer not too much can but if you

18:48 to Including the more points you get higher order polynomial five 4th audible and

18:55 approximation than you do And more after one. So now in the next

19:06 copy some of it's open speaking culture you're navy. So now examples but

19:19 means that this is kind of a point in an interval between A and

19:24 . It's not just so that means basically the council value actually point value

19:32 the function so it becomes a rectangle campus. And what is this on

19:42 method using now there are stop the . Fabulous. We have three

19:52 one from that standpoint. The first and the function value has fun one

20:01 the first internal for the second. so there's still a few Kind of

20:07 . So that's what you see is number three here 702 and two.

20:14 you have 33 intervals. So that's for them but there are equal

20:21 So and they another one that is fairly well known in the literature and

20:30 around with this movement that essentially gives the same or similar order of accuracy

20:37 the those same. Some truth. I think on the next slide I

20:43 to be talked about the trap his at the same time the rule.

20:49 Quantum and compare it to the area terms same order about scientific concerts

20:57 Mhm And the way and the hope that most of the time they don't

21:03 this for the same number of function . So you don't gain much in

21:09 stuff Using one or the other and on. Just three function evaluations.

21:15 is the error term. Just against function evaluations and the end of the

21:22 . But the point is that they about signing over excess integrating that and

21:31 can't do that with the post formula X equals zero is an important And

21:37 Sine X over X is on the . 00. And most software will

21:45 to do that for that. There serious expansion but if you use an

21:52 formula then you never evaluated for That something like so there's merits to

22:00 broken formulas but not necessarily for efforts be more terrible, particularly. Uh

22:09 . No or x values for the . So they're still worth. Uh

22:18 familiar with the open rules. Thank for holding. Mm hmm. That

22:25 to evaluate for being too All Thank you. Have an example.

22:34 . So but this is then using So this is the end of

22:41 Of -2-2. And they did this an open rule and it's the best

22:46 about In this case three notes are for the information. So the polynomial

22:53 these three points and but not until end. So that means we have

23:02 points. Um so we can get second order polynomial and so we have

23:12 distinct points. And then we define cardinal polynomial supported too. There's a

23:18 idea which is based on the noble and has written them down here for

23:24 constant 1st and 2nd. Ah our what they are and symptoms then just

23:35 this corner of the normals on the to the integral integration for the entire

23:43 intervals not just for the uh interval between the noble savages and interpolations service

23:51 case. The distinction in terms of , to get the endpoints of the

23:58 and not necessarily the extreme points of note. Uh huh. Park it

24:07 and then let's come on up the and then to get inside of

24:14 Not with that thing integration formula. Constance that follows from the information.

24:23 cardinal polynomial. So the information that wanted to choose and No, we're

24:32 already petitions for the function values and this particular case The function interpolation or

24:39 -10 and one. So that is that's the report. Yeah. But

24:48 is that's the big point of That was it proficient. So if

24:54 look at the table and have before some of the difference, the point

25:00 this place is for this. So have the mind of a for which

25:06 here from my industry, use of internet in the wall over which you

25:11 this platform so that investors can see this formula oh five ah for example

25:23 help. Right? So the general that is implement which is where someone

25:32 someone zone Mohammad. Mm hmm. . The question on this one.

26:00 . Um a lot. Oh this comes back from the nominal

26:10 There's nothing really different for novel and respondents shows playing around will have to

26:16 . You need to go to work standard in the border maybe 01 minus

26:21 to 11 is 2 to 13. example today. So yeah, just

26:31 through the things that variable changed on case. In this case 50.

26:37 is of this form on the left . It's 15 C&D. failing and

26:47 of the central point this way. is the stretching of the sending of

26:52 length of the interval. Yeah, see you not. Right. He

26:57 something So integration from C to They think there's something that it's the

27:04 comedy to be, which I think following woman inside working through the details

27:09 struggling it into dangerous. Mm All the values. Uh, expression

27:19 looks a bit messy but it's just confusing. Um, regarding girls.

27:26 you. So one more thing in of operation. So, so,

27:39 this is the, so after this building the grown folks. Um,

27:51 molds used for the polynomial in population was then used to, yeah.

28:02 awaits of function values. They all that for equal specs. Now I

28:12 after that of the normal interpretation, this another function that was started in

28:22 more. Um, so I didn't much, but I showed them before

28:28 happens, people have equally spaced but that's not necessarily a good

28:34 So then there were the championship points resulted in a much smaller than.

28:41 this is just to say that sort one thing is to okay at

28:46 The entire wonderful aromas such as the . Another point is how do you

28:52 the board is not necessarily. And sort of thing in terms of integration

29:01 do something known as Gaussian selected for selected points ah and not television in

29:10 case. And I'm not talking about girls came up on the way of

29:17 selecting the notes, the gaps and I act person and they of

29:29 So I think this is put on line but also not. So.

29:39 yes. What's known as God's hand . So you stick it out.

29:50 if you choose the no being used of them is going to be used

30:00 knowing and interpretation of the function as roads of polynomial has particular properties.

30:12 when we talk about championship there was formula what the rules are the ship

30:20 ship polynomial in this case. Different . That's the that's the property that

30:30 this polynomial because Degree and Plus Then the integral of the interval.

30:41 with all the difference polynomial that are an order less than the order of

30:50 polynomial. Many of the cultural Mm hmm. Up to end where

30:58 . Is probably and personal. So you use a particular property that the

31:07 with respect to august normals is identically . Then that's a good choice of

31:14 . And then you find that polynomial those are then they know to use

31:21 population. So it's kind of two process wants to find you then too

31:30 the interpolation after he had found the . So that's to remember that it's

31:38 of step forward. So you know you can have. It's just saying

31:46 . So it is spicy basically increases order for accuracy by the power of

31:59 instead of being so the same center older. It's more than we get

32:06 that's over. Mm hmm considerably higher accuracy for the same number of hope

32:20 would like to do that. Um that's enough to be generic example kind

32:27 here. So it's symmetric interval of -1 last month. Um And

32:38 um we I guess decided to have a normal here of Degree three so

32:48 it's um three points to get the order from now. Two points gets

32:58 first order. Mm hmm. So for the normal so in a way

33:06 be try to find out well the uh yeah, 30 weeks X

33:15 So that should have three zeros. that I'm used for the population

33:27 So practice. Um We have them figure out in this case what the

33:33 are in this polynomial in order to a few that is suitable. So

33:39 you to be good then there should The Sisters 3 3 than the

33:46 And this guy up here where K 01 and two should be zero.

33:52 this is Integration of the constant zero 1 and K two. And you

34:00 have these properties to qualify to be him. And probably they want the

34:06 . We need to produce the same . No. So, so

34:16 we have four conditions. So we paramount degrees of freedom. And this

34:24 to choose uh These two coefficients are we have not simple for an overall

34:30 because it's ah since um this is the interval here so soon it's symmetric

34:47 X equals zero. That means these the meeting integration and other power of

35:04 . Um The green line is one 1 is automatically zero so that's kind

35:11 being used. Uh huh. Ah develop the coefficients here. So I'm

35:25 take first to the constant so if guys are zero then we'll have this

35:30 um and then again for the yes then we'll see. So where can

35:43 get this expression right? To take integral? We have two of this

35:49 . So let's say we're not consuming The integral should be 04. That

35:58 the texture first degree. So there's now what the gaps that seems um

36:09 quickly integrate this thing we get. So the integration our experience becomes next

36:21 so this part and this becomes extra . Just the old powers. Um

36:29 that's going in ah we Sure Um So we have C1 times basically

36:40 to the 3rd power. And that's of an answer obviously and then subject

36:47 for the lower power twice X. or three similar reports. Uh This

36:57 make it and mhm. You that's invested and if one chooses so one

37:07 to have one relationship here they say they have two degrees of freedom.

37:11 the C. One and c degrees one of them had decided basically ratio

37:15 been fixed but then you can fix the ratio And the number from this

37:23 was the curious what's best cheers um 5 -3 And then again zero is

37:34 problem. And the other two rules basically five X squared 93 equals

37:43 So yeah these two are the Um and there's and there's the three

37:50 groups so even actually And the group the best produce these two coefficients to

37:58 And then there's the choose the ratio c. one and c.

38:01 But and I seem to hear then still have three valid roads of the

38:10 . So now I missed it at point we're about to the point where

38:17 ah good choices for interpolation or department to interpolate the function. So please

38:32 coming now and integration formula that will was the root of the particular for

38:39 normal jews and then Q. Is unique. That was one choice and

38:44 is accused or these are by no the only choices of notes and the

38:51 longer longer depends on. But with accused of this is what we ended

38:57 with in terms of uh notes for population from And then the best to

39:06 what we've done before it induces your that we have no points. So

39:14 is integration. Yeah the branch for polynomial to get the very spot christian

39:22 already wanted and since it was supposed be integration now a certain degree Polynomial

39:37 have three points. So it should correctly. Like the concept of first

39:44 in the second degree so that what did is fascinating ah make sure that

39:52 get the questions so when we integrate these streets and to be someone else

39:58 , That's correct. So so now approved Same thing integrated constantly into its

40:07 power in section four of X. the door and then the gonna shoot

40:17 is the form that right? So plug in the function values of mm

40:23 The three notable points. So if integrate the concepts from -1 to 1

40:30 get it to and then invested in value on function that is not one

40:41 this point at this point that if is a constant. So we basically

40:46 that's zero times one. The function is independent of X for one.

40:52 that's why we have just the sum it three positions now to integrate X

41:01 and um then we get X squared Itunes and apple ah then put in

41:11 upper and lower integration bugs and the because it there's a lot of functions

41:18 around 0 - zero. And now the function value that is the value

41:27 X. Ah less interpolation notices. value themselves chronometer. This is basically

41:39 that we have 4 -4, The function value 00 and zero stuff

41:47 like to get to the airport and corresponding provisions for the informed and similar

41:54 them integration of exporters fit in. now we have three equations. I

42:00 figure out 15 years Calendars from the and so we need to get something

42:06 looks like this. So now the to have also an integration formula and

42:15 we have an old points. We the weapons. So now ha that's

42:23 . The gas production formula. It's on this particular people excuse in

42:33 So yes obviously and then we can it and see if it works on

42:43 can do the integration here. So this is the gun and three points

42:50 things for interpolation. So there was quadratic polynomial. Um that was just

42:57 fifth but not at least three particular points. Not for once. Um

43:02 the Simpsons role that was 59 points eight point. Ah But now so

43:12 this case is too. So the The order of the polynomial Q.

43:21 three. So um so the N one was thinking still N plus one

43:29 five. So we can test So it integrates the fourth order problem

43:35 correctly. So get in here and best of the functionalities 64 that this

43:47 points to do that. The question the same result. And aggressively during

43:55 integration in this case the endpoint bad . And in principle it should hold

44:04 for The 5th order. So they to find out that it is

44:11 So that's just part of the proof example that the plane problem is quite

44:20 . That is correct. At least oh that's sweet. And then there's

44:30 translation Frankenstein questions. Um so it seemed to go quite around without the

44:48 times and previous lectures have come from was on your intervention to the minus

44:56 squared to use. Ah no So the president, the former just

45:04 imploding function values and change the interval final 1 to 1 to 0 to

45:10 instead. That is what you want this protection. That's funny through all

45:17 proper substitution what was on this side then what there are concerns uh some

45:30 but then the end result them. the God Squad editor. Again there

45:38 three points and this is um so f of -43 on the interval and

45:51 midpoint and direct 10 points. So got these values and plug it in

45:56 you get something like this. So pretty close to three. Well we

46:02 two environment that he's using that script all this in the function. So

46:11 is compared to what they had before rule there was 72. So this

46:19 considerably better for the same and it be for the absolute last furniture by

46:29 inc oh and breakfast also you can that first much smaller. Care about

46:40 12th Oh No 1's following separation on ground. So you know um for

46:58 next what? It's on finding the any questions because some of the other

47:13 the perfect. So All right. so the genre was some fellow that

47:22 it up. A procedure for finding would seem common audience and there is

47:33 a list in the amount of polynomial This was around me previous an example

47:42 it for the the best that it after the first formula for defining Oh

47:51 which you can use the rules probably through this version formula has this property

48:01 when we integrate them in perspective Morneau up to par les sunday the order

48:09 a few functions. Yeah. The property is zero and then use

48:18 roots but not now. Okay, that is stable spectacle for ah the

48:34 what are the rules? That's why sometimes called the because it's based on

48:44 for enormous Judd's because don't start see it does. The open I think

48:55 wanted to remember except that terrorists are and their tables worth that and finding

49:01 but you know you are and what correspondent the weights are for those functions

49:08 ways to get our integrated Cardinal No one else for the nose of

49:19 . There is a geometry problem. . Thanks to it's not that simple

49:27 values so don't guess principal. So , sponsors so far. Yes it

49:42 three equal space points and that was . Not necessarily for the tractors on

49:50 road but the simple the reform that use for the space point, the

49:57 rule. Um It was that's been the midpoint for each interval but then

50:04 intervals of different lengths and the composite . But for this again each some

50:11 . The midpoint was the 164 defining . And then for the new England

50:21 wall for generalized institution actually different and notes for each little something terrible.

50:30 then there are still in a war equal respect And he saw the generalization

50:37 must move beyond that achieved 30 points that was the house ah majority rules

50:43 fund interpolation points during this for enormous the special property integration was enormously and

50:57 the reversal form and and these nights is a okay fine market generalize it's

51:08 fun. Sometimes very useful that you the integration is back to some form

51:14 awaiting functions um trying to integrate the of functions and generalized what they've done

51:26 terms of getting this economy integration. this is that's the same way but

51:36 through the integration respect what the to the enormous too. So that now

51:44 integral as the mystery trump represents. was earlier. I just assumed that

51:49 boy compunction was and then to the of what watch it you have some

51:57 we wanted to do. Yeah from software. Um Yes. 2016 for

52:21 their expression of someone to find Yeah. No with respect to higher

52:28 better than this are given. And then went to the doctor

52:37 Okay. I don't know. okay. Got any questions on the

52:53 . Okay. Two starts again demand trickery to being watched. Wow

53:06 So you don't have one. So we talked about saint sonics or

53:14 one of the tricks was to lose say the serious expansion and then The

53:21 of the sign it's over except for . Also next was small and it's

53:26 serious punch. Another thing was used approach rules avoid using that picture um

53:35 value. And he was yet another to use valuable substitution to the this

53:47 right here. And that sort of for ah T. and between zero

53:56 one that was zero about to Mm Hmm. Um quarterbacks from

54:06 Then you get to the T squared of the so find the derivative of

54:16 . Then as derivative of squarely And so let's go ahead and get

54:26 of the phenomenal. So That means x suspects the two attacks T.

54:35 pretty. So you have digital T top of them get on the

54:44 Can we get the simple expression works some learning can be this type

54:49 So this is kind of the variable to you can use for instance the

54:57 integration formula no whatever. Um once get this so the for many of

55:15 functions that kind of victory that's the for the warning um transformation or also

55:28 . Oh this is a summary of I said. This is about in

55:35 case for all this integration formulas. think this way of rewriting them and

55:40 about them is to think about it a systematic way has fallen on the

55:47 . And then the second branch formulations get the dependence of coefficients of function

55:59 by having separate don't find somebody and forget it better actors than sequence space

56:12 . The university was english and spells performance the service for enormous next example

56:32 and yes. Yeah. Mhm And then we'll send them information tomorrow

56:44 then Yes. No and that's a not you one polynomial fits for that

57:12 rule was essential to self control and as linear approximation of a function instead

57:17 just the states and promoting the walls that was and for Yeah it's also

57:31 um for its internal segments some proper about formations of that whatever they choose

57:44 the last time. Yeah, that's yes. So this idea after uses

57:55 prize approximation comes back to all my was going on instead of the polynomial

58:07 for a large number of points of example and the more the number of

58:16 that means contributes to errors. Not well they hate. So it's better

58:25 have Many approximations. Piecewise No order than one fire woman. So 100

58:39 to be paranormal. 600 points and reverse results than they deserved. Simple

58:45 normal. It's so that's just thankful . So yeah. Thank you.

58:56 . So as I said, So that's well the next step for

59:04 is about spying and finally face there's find the collection of no order at

59:17 in your meals on the water for different polynomial at different intervals and then

59:28 these enormous distance up in the most Then you have a much nicer than

59:37 71 for normal with all the Yes, that was the question.

59:47 , I remember hearing that term when, when and when it comes

59:51 like making curves. They basically use in drawing applications to make precise

59:59 Right? So that's what it So let's see what don't have very

60:07 like probably Find one common somewhere back . All right. Yeah. In

60:19 twenties. Yes. Yes. so here is. So I flew

60:29 the next subject of all that. have a bunch here to get this

60:33 wise um straight line segments and in case depending upon what whatever the next

60:42 value here and the straight from is you get something where it's not very

60:49 when you go from one segment to other. Yes they are connected.

60:52 there is no job. No this . But as you can see it

60:56 another straight time. You know there's continuity saying the derivative. Um That

61:04 necessarily also teach you here is another but it could potentially. So what

61:09 with finances in addition to your serving interpolation between points. You also put

61:18 on this kind of the smoothness when move from one segment to the

61:23 So the spines that specifies there behavior you transition from one polynomial approximation to

61:31 next. So you can in addition specify that it's continuous. Like it

61:37 be, you know, underlying the one's linear but it's continues. So

61:45 next thing is to specify, I the first delivery thing also to be

61:49 same on the on the left side , that's on the right side.

61:53 that the tangent is kind of a move around. And then you can

61:58 , well I also want the second to be the same to the left

62:02 right. That gets you different order restrictions on it polynomial stuff and get

62:11 smooth 1st. And that's what photographic . And you don't want necessarily to

62:19 it like a bunch of flat surfaces you want to have a conservatory but

62:26 small. But then the polynomial is one of them or the reporters.

62:32 they don't grab around the block smaller pieces to do the smoothness conditions so

62:45 we have many low order for no else? Government's fault domains. But

62:50 their schools. So that is what talked about, constructive. The different

63:00 . So they have this property but also seeing extra force derivatives. There's

63:12 limit on how many derivatives of course the same on the left and right

63:18 side. They're not ending up with single pull and all. So that's

63:24 phones so far. This is seven paranormal. Left and right. And

63:30 want the 2nd river. They've also this movie actually wonderful. But we'll

63:38 about that. No. Mm I'm going to look at one

63:53 Did they kill the guards predator? right now. I'm busy just like

64:03 for every like point that you're making approximation of. You've got to make

64:08 you want that approximation. You can anything you can do with that.

64:17 , I just picked it to us . The best buddy you can have

64:20 paranormal city. The only point is , the, the higher best for

64:30 . Yes. What are you? so that it still is over even

64:36 not change. I can look after . Wonderful. A normal I

64:41 Oh good question. So this is gun. There are so it's just

64:54 for every increase order that's being One more hope. Right so

64:59 This simply for the normal approximation We got three points. We have

65:07 points. So for every water you one more point. Yeah. So

65:15 where is the idea that the so like an at the end of term

65:23 points within the interpolated fall now then how what degrees of polynomial visits?

65:33 Is that I remember it has to like a specific or did he like

65:41 them? Thank you. Yeah. we'll see if I ask questions.

65:56 highest order upon the normal is unique a number of Um whatever number four

66:05 one order less than the number four needs. So if you have three

66:13 you can fit an inordinate number of order form enormous but only 1/2.

66:22 once you try to get the order paranormal of northern and central points then

66:27 degrees of freedom and then they're normal points such as okay. What?

66:36 it goes on from the incident. are three points. It doesn't mean

66:41 is necessarily but that is falling normal if these three points are on the

66:47 lines but you end up getting it's the first order from the north.

66:52 what There is no way of defining than a second order a few

67:03 Mhm. And the number of rules a polynomial equals the number of disagree

67:13 the following all of that stuff. looking for evidence. Yes. Yes

67:19 the crosses. Yes. Excuse our . And process it twice. There

67:25 two rules. Their post or you talk to you. First owner is

67:33 crossing. So the number of The rules from the number of rules

67:38 the melanoma. Is that most of degree of the north. So this

67:45 when we talked about They wanted a number of so they want three operational

67:54 . Then you need three routes because points. So if you want the

68:01 points we need the development. Mm . Get four points. We need

68:08 choose. So in that case the of the polynomial is tied to the

68:15 of collection points that they want. hmm. That's also that defines the

68:23 of polynomial consensus point. The operation Different 53rd Degree polynomial to those

68:31 And asked them to find the accurate . Again connected so. And then

68:50 . Mm hmm. I think sometimes song. But this is the expression

69:00 . So this is based on this So the rules are the interpolation and

69:06 number of rules on the number of points determines the degree of the uniquely

69:16 the degree of the polynomial defend defines personnel was you know, simple

69:25 That's the point. First degree. without a requirement Simpson normal export in

69:35 of home. The composite note. that's it accurately In spite of the

69:41 in the home and a music class that was in general the degree of

69:50 is connected to The number of inspiration . This is definitely true.

70:00 So this is where I have to about. It is I started collecting

70:07 dr Simpson. The higher order polynomial our police still segments better than the

70:19 . So what they want that are accurate. They want. That's also

70:24 integration or no other forms. I the question now it's adopted. You

70:31 choose some very cleverly downstairs. They need as many. I think that

70:37 can take formula in the effort. in this case this instead of caring

70:46 something proportional to cover and then there's that is more best and so

70:54 This place to get The higher order eight or higher power of eight.

71:00 certainly the temperature. The pictures are equally with the party basic choices.

71:14 order polynomial higher accuracy and the normal . If you want determined the number

71:22 interpolation points that you need. And if you want to be on the

71:26 instead of picking them equally spaced to them as roots for this performance.

71:35 again these polynomial is about the need the minerals constructing such polynomial. Uh

71:45 the finding falling almost that has this . But it's not. So the

72:00 behind the rules concept the complicated mechanics questions. Alright. So that someone

72:30 you. Oh

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