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00:42 Yes. Does it work now? hmm. Oh okay. It's

00:57 I think the transcript should be on right. Yes. Oh okay.

01:25 I don't know continue to talk about today. Mm hmm particular now.

01:38 . 33 spines. Right. And kind of a more general former spines

01:54 . Alright, so last time again to return quickly. That's that's

02:01 There's put these concepts of both notes notes and notes for the thing interpretation

02:09 terms of the independent variable and not the independent variable points where you can

02:16 smooth recommendations for the joining criminal. yeah. Traditionalism. And we kind

02:27 went through 1st and 2nd degree lines the first of these plans was fooling

02:34 safari by the interpolation conditions. Or not true for The second degree.

02:41 not true for high response at 12 you will see today. No

02:48 So the approach that was taken was figure out how to get there conditions

02:55 need to be satisfied that function in determined all the they're pulling all the

03:02 that are needed. And then the step was to you can start with

03:10 highest derivative which one acquires some form growth this condition, highest order derivative

03:20 ST that should be continuous. So there's wrote an equation for each of

03:32 intervals or the highest of alternatives. then I came today. Second degree

03:41 integrated it and then we find the of the conditions and got a set

03:46 equations. And then we work for to find coalitions and those questions.

03:54 this schema for and then 3rd degree has gone to response completely the same

04:04 since the 3rd° finds that means Each polynomial has a degree of about

04:13 That means for them coming up on specified continuity or sort of the for

04:20 function itself for the spine and spoke that the derivative and cannot on the

04:26 and very sort of but not this . But we can also of course

04:31 second derivative to be the same with right side of the not. So

04:36 kind of and a way of making spine even smoother and there's some more

04:45 nice, more nice to behave then quarters explained. And right.

05:00 Alright I think that's so we'll do . That's the current population. And

05:09 through a procedure actually that determined 33 . And there's particularly one that will

05:16 with the smallest unnatural treaty explains. I'm gonna inflation a bunch of intervals

05:23 for each interval now from no degree for this construction here. Even in

05:34 thoughts were used. Mm hmm. you have nots and notes to the

05:40 . So there's just one simple independence . X values that I used both

05:49 the population and for specifying those And so the small test conditions now

05:58 it's too big spines mentioned, that the function itself. But basically was

06:03 a but also the 1st and 2nd um should be the same on by

06:11 side of it now. No, was yes. Yeah. The three

06:19 , right. One for each one the case. That's the function

06:22 1st and 2nd derivatives. So that's conditions of each knot and eternal um

06:30 of knots. And so all of condition points And is one of them

06:37 we have the total and the last ah in population. So we need

06:48 bit more. Yes. Yes. better for the normal some degree

06:53 That means that four coefficients A. C. D. And we need

06:57 department create intervals so we need foreign in order to but things that were

07:02 defined and what they have here we'll you in that forum finest eight plus

07:09 nurse finals too. So we're listening conditions in order to have in africa

07:19 able to generate enough conditions or equations victim computer all the conditions. So

07:25 this case that's covered of freedom after we had have applied both in

07:32 conditions and smoke conditions. But we a second degree polynomial was one.

07:39 in that case we use it to I think for us the derivative.

07:43 one of the one point. So way of doing it is not specifying

07:52 conditions and they can use that to Values for the 2nd derivative. Both

08:03 of zero. No one does have . The spine is known as a

08:08 to explain. So that's what we're to use to do some more particularly

08:17 for your future. But there are ones too fortunately periodic spines. And

08:24 means best products you have conditions for left and right. And whatever the

08:33 is for me is that it's a values are the same. Maybe derivatives

08:39 well. And there's also something known clients, clients and who expressed they

08:46 . Um Right. Um you just a part of the derivative and the

08:56 things. Uh The end points in case for the same. So that

09:01 enough conditions for other than natural too before. But we will run well

09:09 . It was fast. And then it. Once again, there's I

09:14 last time one of the stories of . You can use something the other

09:20 for this. Fun. Then the interpolation was hoping. Alright, so

09:28 spines. Um So mhm. Now get to the machinery and let's remember

09:41 same machine approach as for secondary based . We start with looking at the

09:50 order derivative for which you are smooth conditions. And then to explain certain

09:56 polynomial that mr derivative you can have the second derivative. And that is

10:04 second derivative is the linear function and the derivative of the third degree polynomial

10:13 and was left with the first order . So this is what I have

10:21 . So now like in the Case the 2nd degree polynomial. This old

10:28 that this category derivative in this case linear polynomial. And it has the

10:39 values which we don't know. Obviously gave us to us. We have

10:44 have conditions to determine so. And is the one way of writing down

10:54 equation for the second. Mm It's easy to verify. And if you'd

11:01 to tell them this way that plug the eye this time disappears, ci

11:10 nothing but H. I. So president you plug in X equals

11:14 I. That necessarily secondary initiative is host assumption. And uh probably very

11:24 so. That's what I think Similarly Anti High Class one and this term

11:32 and this is the first one. the right hand point is the response

11:39 the construction is correct in terms of second derivative, Assuming these values have

11:46 airports. And I just talked to about that. So and this comment

11:56 as you will discover in the next slides, there's a reason for writing

12:01 down in this particular form rather than straightforward Newton. And so for me

12:08 was there's prime Minister. So um we did second degree polynomial, then

12:20 integrate the expression for in this case secondly grateful in Omaha. And then

12:27 now we have to integrate it twice to any question for the spine or

12:35 paranormal for each one of the So now it's look forward to seeing

12:44 this corresponds to this part integrated But then there's three more terms that

12:49 in. Yeah. Okay. I the first derivative D disappear. Someone

12:56 gets up with the C. And another derivative. But yeah, but

13:00 forms are it's just the additional terms comes in from the integration. So

13:07 in fact they have both disease the . And D. That needs to

13:13 determined in order for the paranormal. . So for comedians, in terms

13:26 manipulating expressions to get to form the , that would be easy to then

13:35 what disease eventually that's what they And that was like in the second

13:42 for a normal and then uh equation and using constraints in order to get

13:51 set of equations that allowed us to the derivative about this. Uh

14:00 So now this is again rewrite of equation. Ah That is now having

14:11 forum that you have some of the . Yeah. And this equation also

14:19 up now and this form. So easier development. So you have a

14:25 between this. See when the names I. And C. And the

14:31 . So you sure about this. can see there's basically uh X.

14:38 X. Now has the best correspondent taxi and the index. Mm

14:48 Well, so the point is how try to ah But this is kind

14:54 a form that is easy to get fire. And mark he survived the

15:01 for me ah that they used the conditions. So we inspiration conditions and

15:14 the polynomial put in it. I double At the less than .3 equals

15:22 should be um The function value of has an endpoint And at the right

15:31 of all I. And the I am a wife. That's what

15:40 that are best going to take this forward as I said um let's begin

15:48 . I. So the left stand and the left hand side here because

15:52 I this time disappears and this time . This one and this one and

16:00 . I. Plus one minus I. The X. Value we're

16:05 with. It's basically a char. a different choice of distance between the

16:14 . So this becomes best is er the six times H. R.

16:21 . The one on the doctors have disappears. And then we have this

16:28 I can say. So that means have left hand side. That is

16:34 . We don't have any C. . S. Because that disappeared.

16:37 we have now in this very way saying that why I yeah equals And

16:46 Z. I divided by six times square. So they can solve the

16:53 come down. Yeah it's still if have advanced. So this is good

17:01 you can see it in that. this year this is H.

17:05 So the division. We had my on the left hand side to develop

17:10 thing that is a child. And there was this other term here that

17:15 the idea but it was six times and square. But at this

17:18 so this is the original and similarly got see now by looking at the

17:26 time for So now we have an for the polynomial for the interval

17:39 The only houses disease, the derivatives they postulated in the beginning as they

17:46 known. The rest of it is the coordinates are known but obviously we

17:52 to separate them between. There are so now we have some questions,

18:03 only contains disease at some point. , so any questions so far wrap

18:15 up and just a little bit. best that we have and then we

18:18 to do all the inquisition. So have started off with doing the continuity

18:27 the derivatives. Would you explain that knots? So that guy's a conditions

18:35 on this one. So that was answer and money zone conditions. And

18:41 using population conditions for CDS and DVDS that was to conditional left and right

18:49 each interval. So that's two. So how do you stop three and

18:54 is one condition. So that means Commission and Plus one Conditions. And

19:03 what didn't you not used so So we did not use were um

19:20 they did not use what the continent the First Amendment continuity and in preparation

19:30 Mhm. Find themselves they use continuity the secondary relative. But we didn't

19:37 what the first degree for the first then give us but the knots for

19:45 in front of the not So that's that there's help beforehand. But Michael

19:51 , so then they don't additional conditions imposed from the natural sciences were too

19:59 but all of that then we are for it. So what they need

20:05 do is to go and the for part, the rest of it you

20:10 used. And in some ways they to of course the degrees of freedom

20:16 used. But the actual achievements. , so now I was going to

20:25 at name continuity condition order first derivative space ah at the men you may

20:36 T. I the left and the . Ah well, in all March

20:42 understanding. So then that same question they have at the bottom of the

20:52 . The point of contact, is anything longer, respectively? Maybe it's

20:59 that cycle that's missing and then they the fights are the best we have

21:06 term comes from here and then we this term here and then we have

21:12 rest of it here and we'll take derivative evolved and that some of the

21:16 that relate to X that survives in innovation. That's right. So so

21:30 know these ability to find it right . So this is kind of the

21:39 and I'm going to go products um in T. I. But this

21:46 correspondent for this And then we need do another one Change in the Index

21:52 -1. Also ci and then put meat say that and make sure that

22:00 expressions are the same. So plugging T. I. Into this question

22:09 , then this fund disappears and get squared here. So you can see

22:16 a few times a child, a . Um These are they are best

22:23 . A guy that's fun is showing here. The thing was the I

22:29 have one here and one here and . And what is this 1?

22:37 then you have the rest that is for this part. And this part

22:43 that can be consolidated in this case B. I. As you can

22:49 at this time this time and has so now they have to find a

22:56 equation for the derivative of these. over endpoint and then we need to

23:08 the same for as yourself take That's polynomial. That's the same.

23:16 it's I'm not sure about that. you just switch out our Prime -1

23:22 it gets here and then plug Yeah. So in this case it's

23:31 plug in. First to change the are into I minus one. So

23:36 becomes T. D. I. then you for excellent. Since this

23:41 disappears and this one marble counts. the I minus t. Oh minus

23:53 . So anyway so then you yeah expression satisfy the straightforward and now the

24:02 of the doctors these this impression of expression should be the same. So

24:08 we go to the best to get questions for the cities they had at

24:15 bottom of the previous slide just putting equals and rearrange terms. So now

24:21 just get this equation that is followed consequence of the Small Movements Foundation on

24:31 1st so now we can see this in fact again coming back. It

24:40 so that explains this now is a of equations. This holds for of

24:47 the internal, not for this and is one of these questions um and

24:56 had a choice from the effective response upon these two. So the same

25:02 is one here and then they students fact they had them plus one conditions

25:08 mps one unknown disease. So now kind of done. We just need

25:15 put it and to do that and protection a little bit. So one

25:23 is done. Thanks. The question the diagonal thermal was on diagonal and

25:31 diagonal matrix called a huge and all right time. Sorry thank you.

25:37 then I get like this one simple . Um that is not sufficient to

25:44 all the facts. You know, two of them are already given some

25:49 degrees of freedom used to specify So it's only 10 -1 that actually

25:57 that's handed down the processes the fully . Oh okay. My question that

26:07 want to talk to this particular Mhm Right. So find a little

26:19 first thing the notes and notes and is not to respond. So that's

26:26 two of the three unknowns. I know what's coming from you and here

26:32 reforms the procedures. You uh is from really no position of the,

26:48 we're not special. There's basically related the distance between. It may not

26:54 the same and then the B follows the values that is used for the

27:04 so the right time so I can computed from words given at the table

27:08 so can be used. So this and this system of the question,

27:15 basically only the was he used a that no, no, now again

27:22 the next slide machine that we have nodes are nuts from the tree and

27:30 we have the right values interesting and you need to figure out what the

27:37 of all life evolved from the one and then it's just getting to be

27:43 right hand side values um um yeah of course that's it to go back

27:53 look up the definition the beast governments is successive you know why values divided

28:01 their separation those corresponding nos or not this case they are going to say

28:10 we have a bunch of these and we'll plug it in and get these

28:14 eventually that this technical system in this . Um I guess two of the

28:22 derivatives are in the Cayman there is one of the computer industry so there's

28:30 little bit all of the simplistic example that shows the machine there wants to

28:37 set up to try the angle system how to find the right hand side

28:44 I still wanted that. I had proficiency in the tide animal systems and

28:52 we can write down once we have disease that we have this sparking to

28:59 expression for it polynomial for each one the sub intervals. This case is

29:05 the two combined is 10.0-1 so invested these two polynomial on the conductor 27

29:16 . So that's kind of the way to the find those spots unless it's

29:26 inside the equations. And so this kind of the general form obviously for

29:36 particular conditions what you have and this kind of an equation. You don't

29:41 it needs to be with me the object. Strip those things off Just

29:47 system for the online as one Yes. Ah So then if you're

30:01 you got some elimination. let's try out of the system in the elimination

30:08 . The only thing you need to the diagonal values for the matrix.

30:13 this is just a simple equation that kind of the factory ization part in

30:19 of doing the interview or meditation. then you also in the form of

30:24 needs to work on the right What a very simple question. I

30:29 to have that disease to the And again, that's simple, wow

30:38 So well that's true practice just putting for the number of a specific

30:51 The interval length. These are our somewhere and the Yes there are millions

31:01 millions. Very straightforward and disease and . Mhm. Right. Any questions

31:14 not? But where common companies machine same first sort out. Mm

31:27 Find the conditions after me and make you have enough equations to able to

31:34 walter. There are unknowns and the is always the highest order derivative of

31:41 parts the and applied conditions there was words second or third degree or any

31:50 degree spun. That you start with highest total derivative that is as the

31:56 linear function. Yeah. And that serious. The conditions for every Not

32:06 have one other conditions applied. And we then use whatever this force to

32:13 Paula. Normally instinct it's when I second degree polynomial that was there so

32:20 . Then you only needed to integrate wants to get something that is quite

32:25 in this case is stupid. So in your functions. And it's first

32:33 the polynomial choice. And then you all the interpolation conditions and disposed of

32:42 for. Mm hmm The polynomial and the derivative for which you have conditions

32:51 the highest fund because you already have the construction and then there's degrees of

32:58 left. And you use stuff too the polynomial and some other properties such

33:02 they want. But it's not so from a normal for us. 619

33:13 . So one thing and one wonders the things to behave nicely is based

33:17 whether they use since you have this formula fear not updates to use um

33:28 wanted to kill you. There will sort of problematic if it turns out

33:33 it's used. They came very close zero because and during the divided on

33:40 . So there is of interest on kind of normal what happens to the

33:48 ah basically we're gonna get away from . This is kind of what this

33:55 . Oh, calculation says in terms that they use are basically guaranteed.

34:05 The bounded away from zero services. was the update formally use or a

34:14 of things in there to ensure that are always running away from the inter

34:20 . So they have a lot of there. As long as you have

34:25 . So it kind of works for . Doesn't have to worry in terms

34:29 things going back in terms of there a nomination for solving the system.

34:41 right. So um now. Mm . Yeah. Collective. And this

34:54 just a little bit example. So colleges are on the same thing and

35:01 the index than their space, what ? The system looks like this,

35:07 like this. And that's all they that the dominant and it's very

35:13 Um it's huge. Go back and up the next year about there was

35:22 denominational direct solvers when we talked about system. You have a system of

35:30 form than they use emerge to the . So they don't really have to

35:40 to do that. Yes, cultivation update this calculation. You can terminate

35:54 a modest number of ice. So if you have a very large

35:57 I'm not, if they want something detailed then you can still get away

36:04 only executing this statement and the statement have to carry through all of

36:10 But in terms of the characterization and can terminate after this step. So

36:24 that my questions and this the next will do is best for saying,

36:32 , maybe this form is not physical for doing in my rations are doing

36:38 more like ah this corresponds to the function or one thing that is one

36:48 the evaluation of their starting points. the next one here is just starting

36:56 hmm. Then figure out the correspondence thinking get values for a. B

37:02 C and D. From this form the expression for the for each of

37:08 intervals. So, so this service kind of the form of the taylor

37:18 expansion. So no, that S M T I. The rest of

37:25 people's ai So that's kind of we know that from the population

37:31 What is um then we can also the government and what they also

37:43 So basically this gives it the coefficients this formulation as a function of the

37:50 celebrators. Oh, really? So finding Hayley, as I

38:00 it's given by the interpolation conditions what rest of the boys. So that

38:06 fine. No. And this is . I. Which is the second

38:13 second derivative of this plug in tr are gone in the second derivative From

38:21 disappearance because this time zero. So clear that the second ceo and that

38:27 the second derivative ah of Divided by because this is two times to the

38:36 . So senor, Yes, that's . That the property that they're going

38:41 . So now the second derivative was . That the But the machinery to

38:48 . So this is kind of a they can directly go get A and

38:59 . And the so and this equation only appears here and it's only appears

39:18 I understand multiplied by D. And so that this I can see

39:25 where activity has kind of voice. if you are still identifying terms But

39:33 fact coefficients from X three and this from this the gap is this

39:41 This part someone you can invest get directed for comparing the coefficients for the

39:49 of the term in these two So then the only thing left,

39:55 you're on is how did it can in this question from this form?

40:01 polynomial expression. Yeah. So so this case we have to look at

40:09 first derivative that is being equals. then we have this form. So

40:18 with this we can since we are disease and their homes. So everything

40:22 this question is home from that. you can also go, so it's

40:29 too complicated from this form. So form with us from what of the

40:37 . So then we can write it me office. Okay. Just there's

40:48 examples of uh huh. Yeah, up the traditions and this one is

41:00 of the evaluation first determine which finally which polynomial in the spinal you're going

41:08 use. So you need to figure this interval explains in and this is

41:14 this kind of look here does make a lot which docs will be used

41:20 what correspondentsassociation being used to do the evaluation. So this point guests can

41:27 from, this is written from um from the highest. Okay.

41:36 Most not. And then those left of these conditions too. And they

41:40 found the interval. Mm hmm. ? Yes. So is this a

41:50 recursive? Is that why is that there's like or is that um in

41:58 case this is an assignment. So, so I guess that this

42:18 right. No, never question comin there's such self concrete example I'm

42:31 I think we have this before another cooker the polynomial approximately in sign next

42:42 explain that to explain to be The approximate next for uh huh.

42:50 our world different intervals of four equally apart for some intervals. And then

43:03 . Yes, here it is. evaluating the difference between the sine function

43:19 uh 10 points and so the endpoints so take a different set of points

43:27 comparing design function and find hotels The mark of the not in the

43:39 . And where is this kind of ? Go through the interval and look

43:46 a bunch of points in this Yes. The difference between the spine

43:52 is a critically important topics and then keep clear the maximum. So we'll

43:58 to figure out where they are absolute is the largest walking through from left

44:04 right and these evaluation points. The by ah this council, it is

44:15 to be used for generating the coefficients the spines. And then they have

44:23 sufficient and music. Yeah That is times as many points when you speak

44:34 mm mm mm mm mm mm mm mm mm. Mhm. So so

44:44 was actually used to that is generating and then you compare the polynomial that

44:53 sources favorable function values. And a of points other than the ones used

45:01 college. So for more questions on . So so in this case um

45:18 is an example of the other Whether they have just introduced the character

45:22 fine for this except for values. I think the next five is showing

45:28 the outcome was using after to respond this collection point. But it doesn't

45:35 too done. It's not very this to be 74 and that's not so

45:44 , wow. This example there's more but it was a little bit

45:54 So I'm yourself, this second example it's sometimes it may be beneficial even

46:05 it finds the best. You, the population problem as kind of dealing

46:14 true separate segments of the internet in case choose to look adorable twins,

46:23 for. And the one spy this now that's buying approximation for the last

46:35 . And the reason is that may be always looking at the table but

46:39 kind of and look at this So in this case against kind of

46:43 nice approximation but he sets up points another offer, he sets of

46:51 But if you have tried to do um spying across all points if they

46:58 not today. That's nice. Of we have this point thousands continued.

47:06 so I guess that I should point even those spines gives so much better

47:12 and our behavior now that's the simple . It's still not necessarily the case

47:20 you just want to I want to for better off. Uh huh.

47:31 the substance of what to do with . So let's see what's meant.

47:47 , just summarizing all things dar oh government or not. And there's a

47:57 of more things and then we talked little bit about this point. So

48:04 next thing here is basters asbestos and can do kind of parametric approximations if

48:11 want to first. So the parliamentary here is the best of the one

48:21 relating really things or is not to next variable. Another spying that relates

48:35 asked to provide values that jewel And third or put the X five points

48:41 the plane. He is under way from the press Between the X five

48:51 . So this is kind of It's used in this particular case up

48:57 this case district functions. What's perfect relationship between that so that the data

49:09 a parameter two. Move along The one for you. This particular

49:20 Remember the trip the you can see so X squared. Then it's gonna

49:32 four of it, tangent square banging signed on the cold side. So

49:39 we're gonna launch forward here and there have it. Thus another 1.

49:43 times sine squared of the coastline square is 1 plus um signed up the

49:54 manipulated, it gets the best in bottom here you have signed plus coastline

49:59 squared plus cosine squared, which is of the one and then on top

50:03 you have mm hmm the one half a sign of the coastline and then

50:13 that's that's a multiplied colored transparent so best of what to get on top

50:19 do sign call sign, which is science escorting. So it's important to

50:25 . So this is just an unaware parameter rising this particular expression. And

50:38 in this case the vividness and use t as for these points here,

50:47 values And there's 14 values than investigating amateurs and that was still, it's

50:57 . That is versus just phenomenal. saying just this one world in which

51:06 sometimes it's useful. See that parameters how they're moving on. And then

51:16 was this other things about the smoothness that is again, underlying this whole

51:23 exercises in spines instead of a collection polynomial instead of a single point

51:31 Mhm. And then we talked about , we talked about corona and that

51:39 for so um they have the arguments looking at derivatives in this case we

51:48 a function like this. And then stick to everything that supports comes from

51:55 . But my point is really This part in terms of understanding the

52:02 conditions. So in this case the has the property that the interval um

52:09 is the second derivative square is always in some sense the area or under

52:17 second derivative of the function itself. spine is satisfying this unless variation.

52:27 dr caribbean function has worked most the . Not necessarily that stuff just as

52:34 . So very many then they certainly to the function itself. So I

52:45 that was it in terms of all state former relative notion or Our 1st

52:58 and 3rd. This appliance that we've about so far is that's the thinking

53:05 the common on each other. Uh of standard form. But you

53:12 A plus Bx plus C. The combination of mono. He also powers

53:21 was underlying this whole exercise 1st, and 3rd. And then we had

53:25 machine to figure out the minerals as . The spines almost every difference.

53:39 for holidays, january spines that the selection. So yeah, is that

53:50 are not the switch and different things these points okay from predator colonials.

54:00 the basis or the degree of spine have seen so far. That's to

54:06 last. So coming back to some and they went back content view the

54:17 , the powers of X as the functions from being approximations. And that's

54:22 they did in the 1st, 2nd 3rd degree. Both the polynomial approximation

54:27 final. Well, what he pointed when we did talk about polynomial that

54:37 were no, no, not necessarily behaved and they're very briefly commented on

54:46 championship polynomial that again, whichever degree want. But they have, it's

54:55 equal oscillation properties And yeah, That's they want being developed between and to

55:05 smartest one and 1 and they never of grew out of bounds. So

55:12 have this phenomenon has said they're always . So that sounds very nice to

55:21 and whereas polynomial so they get more more extreme behavior behind this coral.

55:31 that's why many times state championship on on them. Its development in the

55:36 in terms of, I compute the in the polynomial now. Please.

55:48 plants were going to talk about them ah, very nice people would

55:55 And that's fine. Quite popular as alternative interpretation. So and that was

56:12 talked about the naming of these points and one is based on the kind

56:20 look like belle cars which you will them. So I said come himself

56:30 . So racist sets. But that's for on all meals as well as

56:36 well. Um, but they call romantic and otherwise they kind of bell

56:43 check. So I'm going to start zero degrees spots of this one 0°,

56:58 constant first degree. It's just X. Is in there zero degree

57:05 X. That's going zero cost, . So, so here is the

57:17 of zero degrees. Bye. So it is, it's basically one

57:30 one interval zero everywhere else. And also one more particular thing to pay

57:40 to is that is defined on it open and half closed, whichever you

57:47 to call it intervals. So the hand point is voted at the interval

57:57 the The spine is one but the endpoint is not. So that's what's

58:05 half open. So it's defined building last stand points to be won on

58:11 way, Bring the right 10.5, including the right at the right end

58:19 . This is important for us to through how to use this, these

58:24 and multi construction. So a lot being in the subscription construct, you

58:34 think response standing kind of extent. as I said first, it's not

58:45 . Um, now when we talked first of responding so far and I

58:50 the sponge, then the spine itself continuous, but that's not true.

58:54 the is fine. The president is constant self. If she forced it

59:00 be continued one value across the board or area of interest start continues not

59:11 it says here, it is continuous the right. So if there are

59:17 and go left uh in the limit the zero that in the limit to

59:24 . And that is the fact that bass pond was about to be

59:27 So distance is continuous. And also this point, if you approach one

59:33 the right then since it's one all way it will become one and just

59:39 finds defined for the Wanda, there continuous from west but not okay.

59:47 of that someone is just one of just stopped too. And then there's

59:55 notion of support for this kind of form and that system defined with support

60:04 region or the section of it X or accept of independent variables for which

60:11 function is not safe. So that the support for this zero degrees.

60:21 ? Yes. Half open. Because defined in the one at the left

60:25 point in all the way to direct the right. So we'll use that

60:33 proving some properties, all of these stuff. So obviously the first one

60:43 pretty trivial. The way they were find that it's always not negative.

60:50 it's also true. So again, indicated the left standpoint of the ancient

60:56 for which ah mm hmm. Everything fine is down there while 20%.

61:09 this is an infinite sum. This about the final four because for any

61:17 select. Um is there anything It's only 90. Where in the

61:28 exercise for us very well. It's . So it's only one of

61:35 zero. That's the final accounts for nations started trading. So this is

61:40 like this. one says no. the infinite someone's contract. So

61:54 So this is then you know I you fire cause that's where construct I

62:00 he's blind as best function. That the spice constant and mr than the

62:08 from the right. It's simpler to to bother proper zero spine 0 one

62:19 what the value of the constant is that pinto. And then you can

62:25 it up because you just plug in X. Value and only one of

62:29 foundation terms survives Because all the other are zero. So in this case

62:35 that the swiss constant function. Where it is the constant values for anything

62:47 as well defined again are continuous Right? In on their properties.

62:52 a change. Oh Alright. So I want to watch Honey. You

63:02 20 different spots. And that's the construction and now get someone tested

63:10 We're sorry about that. This looks I think they're not safe. Next

63:18 that So there's someone constructs to take spine are too um same one as

63:28 or less like order particularly less. hmm. This fun function they want

63:36 use two of them. This one best way is starting uh T.

63:48 . At all. That point is . I. Um And the other

63:55 mills is shifted by one. So starts up the point or the

64:02 Well, it's a watch. A day likes axes. The other point

64:09 urgency here is yeah, this the is scale. So this factor and

64:23 is explain this one as well. see in the reports of construction is

64:30 best to define um non zero on interval. And the one that has

64:39 by one is just replacing ci or with I plus one. So this

64:45 I plus one. Where did you him you get this impression exactly to

64:52 the sign of it. So And and look at these impressions of

64:58 it means. The one thing between two these spikes is such that when

65:06 move from T. I. Towards right hand point. So X.

65:10 continuing always faces factor zero. And the other end points the factory is

65:17 then also I found this case or to the scale that this is the

65:24 Viniar waiting between the two endpoints of ah display this other fellow works in

65:33 opposite direction. So this that But the left hand points ah Which

65:41 the G. R. Plus That's where it starts. Then This

65:47 is one at its right 10 The X equals 10 point years of

65:54 at zero. So the white thing this one g stuff has to move

66:00 exports. And this one goes So that's the problem. It's not

66:12 we're going to do it for the degree polynomial because to generate the first

66:19 response, sorry To depend on the on stuff that has talked about the

66:24 constant. Thank you. So that , actually I Then it's just defined

66:35 one and then the bottom rent So that was K. one for

66:40 he wants to get for this um idea. So what does this look

66:48 ? So there were in the 70s fine. So now the one so

66:57 know, But this one is zero this interval and this one is zero

67:07 they can evolve from ah from the like plastic. So if they are

67:14 to the right of the right hand to the left of the left hand

67:19 , it's definitely zero. Mhm. this interval this one the one that

67:33 left point that um Is going from to 1. This one that's the

67:42 of stuff. So so that's the that something like this. So so

67:51 is coming from the B. Ah zero degrees spy. And this

68:00 from them, the IRS correspondent zero term goes from 1-0. So It's

68:12 constant. So it's one is defined be one at this point. So

68:18 is continuous. And as well the . But at the right hand point

68:27 almost starting here is zero outside. this one gets this so have its

68:36 And sometimes problem that is the first use but so that's good too.

68:42 Thanks for being here, wow, . And the first The support is

68:51 zero and this open interval for any on this. Uh huh. So

69:14 the zero degree point These points. have the property that the sum of

69:20 all was one anywhere for any But something is always one because in

69:26 place was only one of them that was not there and that one now

69:35 any given an X value, ah 1st responders are over that so on

69:46 everyone is not totally obvious that this also holds true for firstly responsible all

69:55 one everywhere nes But like it's from , one thing is to look at

70:02 here that for any interval that you since The underlying find it's one

70:12 so the great which one rights rates is the same as the other one

70:18 are So in that case the sun always one of the Yeah, it's

70:26 it doesn't matter what the length of interval between the knots. It's almost

70:31 . So funny people the slope So that's something. So that's Uh

70:43 . So that's something important, that song. So then it's asbestos

70:57 no part. So that for example to get some in tradition going in

71:02 of first three at this part. of this don't have functions. The

71:11 thing is that it is okay. now you're looking at in general for

71:16 higher degree spine. Some of faith his spine. Yeah, it is

71:24 fact that so that the support like function of the area for the set

71:32 X values for which it is zero . Right? They started with the

71:40 that was on the non-0 for one . And as we show from the

71:46 function, The first degree spine was for two in intervals of on

71:52 Already done on the next one. in general as the degree of the

71:58 increases the set of X values for is um non zero. Obviously talking

72:11 the fact that it's incredible the states . But So first place non zero

72:17 the widening intervals of zero. As as you're outside start painting.

72:25 again, for the first degree spine that was non-0 Between I and Ii

72:31 two and outside. I think the is the signals of texas not and

72:39 in turn off That it is All right. So, and this

72:48 I'm going to talk about that by And the production assumption look at 10

72:54 one and then figured out what happens the next K. So then what

73:01 have is for the combined as well to the assumption with induction. Then

73:09 this is the welcome. I thought stay and then the next find that

73:15 used to construct the chase. It's . Is there screening which jumped by

73:23 . So that is outside. It clear. And then obviously done by

73:33 . If X is outside both which is a statement here, then

73:38 they left the first one that I the one at five plus one.

73:42 zero has been straightforward zero and that's inside the interval. It's down

73:51 They consist either this one or that is zero. And I can see

73:56 forgiven the construction here. That it at the left hand point. You

74:02 this Factor for this Formula zero. in fact so and strengthen this to

74:10 outside the open interval Picks up four . 40 Where the spine.

74:21 ? That is not true. That's everything else. It is a

74:26 Sorry, nonsense. So this shows began that these span the harbor

74:35 well defined region In which were there non zero. And then there's hair

74:42 else stolen. That's not a good . I wanted to be use them

74:46 a basis function. And figure out weighting of different what these points turns

74:57 because you only have to consider your number because for any energy given X

75:04 , There's a finite number of these that are around zero. So

75:08 there was only one zero. That fine. There were two In this

75:16 . Right? That there is two . One Planning for the next five

75:22 You have two spines are around Well, this was coming on to

75:27 used population. All right. This is pretty much to go back

75:39 the same formula Basically greater than And the open interval Between the two

75:50 because of computation factory here Translates to also. And then that's important.

76:07 . So here is a special or intuition Find one of these fights.

76:18 we have the first one. The one was the help function. But

76:23 as you can see the heart of that's fine sir. It's both of

76:27 accounts and then we can also senior and then give an exile. You

76:37 right. You can imagine I guess There is more social degree three

76:52 So if you have then then there's obviously the figure. But then there's

76:56 third degree spine that starts here. will also be non-0 here. So

77:02 really that's so hard think of the of these points that are involved for

77:10 the next father is in response to degree of the spot. It was

77:16 one for 0°2 for one. the number of spines. Um,

77:22 you can use for interpolation and then the next value there is there's

77:45 Okay, so this is now getting the point that the sentiments unfortunately a

77:54 bit that's the equations quickly. So if I want to use this these

78:06 are sending queen kei to do an of the function than comments here.

78:16 . It's not going to be that large number of nanomaterials but it depends

78:24 the degree of this plan is coming the need for human expansion and what

78:31 is which ones depending on what So the best thing. There are

78:37 um a number of them to the of our exes that reaches the

78:43 Value that needs to be working Bring out the approximation. So there

78:52 kind of service looks nicely on the . There was the definition of

78:58 the spine of the barricades. So want them an approximation linear combination of

79:04 finds in the free trade and manipulate expression of it fine. That's when

79:13 second term here where we have I one. Since it's an infinite

79:19 You can play your armor than investing . Again, change the I.

79:24 here to be the same as in first. Ah So we're replacing The

79:30 part here. I passed one with the investing becomes this becomes the

79:40 Will they survive. And this becomes . O. I. Plus one

79:45 I. Plus J. Sorry. then we have to adjust the come

79:51 This family replaced eight last 1 So now the investor has an

80:00 Um So the function here, see happens to be also function events.

80:09 then you have now a lower degree . So now instead of starting doing

80:16 with respect to amazing. I guess . Find my $10 to have also

80:23 to claim them into another expression And order our response. And then you

80:30 repeat that a bunch of times. I congratulate then you'll get to something

80:35 They only have to worry about one the 0°. finds that coverage the interval

80:43 it's it's But the one thing on difference, yeah, these spines are

80:51 in these proficient. And here was formula for which generates these core efficiency

81:00 it's only the highest order one where started some of them back to this

81:05 . So we start here. Those the ones that are not depending on

81:10 expert As the index was down to . Then there or in this case

81:19 experiment here, the wise divine. these are dependent on the X.

81:27 this is for so then they get formula here that our dependence on X

81:31 clear. But it's a starting That is the highest thing that state

81:38 are not. So then when they dispersion formula to compute the coefficients,

81:45 of them waiting together. The you the scheme like this to compute the

81:56 . Singapore technology. And unless my is a massage stop. No,

82:04 God has been much less side. . So, so, but it's

82:11 of messy, but it's a recursive that for the popular indian proficient that

82:19 the different Despina implicitly from the limiting . And use the fact that the

82:26 response. That's the one where it . Oh, Sylvester, that's But

82:36 the next and they get the one for the Dr. one correspondent

82:41 what that means? It's okay. . I examine exception appliance under the

82:53 . They don't, yeah, this be on the phone. Uh Most

82:58 . Yes. So everything addressed through next week. Have you as legal

83:09 put underneath term whether it will be or not, since I haven't constructed

83:12 . But most likely it will be of this point. But I don't

83:17 I will put the most complex piece it.

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