Complex Polynomials Orthogonal on the Semicircle
|
|
- Brook Owen
- 5 years ago
- Views:
Transcription
1 Chapter Cmplex Plynmials Orthgnal n the Semicircle.. Intrductin GRADIMIR V. MILv ANOVIC, University fnis Suppse that X is a real linear space f functins, with an inner prduct if, g) :,X2 -+ R such that (a) if+ g, h) = if, h) + (g, h) (b) (a/, g) = a if, g) (c) if, g) = (g,j) (d) if,j) > 0, if,j) = 0 :> f= 0 where/, g, hex and a is a real scalar. (Linearity) (Hmgeneity) (Symmetry) (psitivity) If X is a cmplex linear space f functins, then the inner prduct if, g) maps,x2 int C and the requirement (c) is replaced by (c' if, g) = (g, f) (Hermitian Symmetry) where the bar designates the cmplex cnjugate. A system f plynmials {Pk}' where Pk(/) = Ik + tenns f lwer degree (k =0,,... ) and (Pk' p",) = 0 (k *m), (Pk' p",»o (k=m) is called a system f (mnic) rthgnal plynmials with respect t the inner prduct (.,. ). The mst cmmn type f rthgnality is with respect t the fllwing inner prduct (f, g)= J!(t)g(t)dJ.(t), R where da.{t) is a nnnegative measure n the real line R with cmpact r infinite supprt, 47
2 48 Cbapter fr which all mments I'k= J tkcu(t), k=o,,... R exist and are finite, and Jl > O. Then the (mnic) rthgnal plynmials {Pk} satisfy the fundamental three-term recurrence relatin () PHI (t) =(t - ak) Pk(t) - bkpk-l (t), P-l (t)=o, P (t)=, k= 0,, 2,..., where the cefficients ak and b k are given by ak= (tpk,pk) (k=o,,... ), (PkPk) bk = (Pk, Pk) (k =, 2,... ). (Pk-II Pk-t) We nte that b k > 0 fr k. The cefficient b in () is arbitrary, but the definitin is smetimes cnvenient. Typical examples f such plynmials are the classical rthgnal plynmials f Legendre, Ceby ev, Gegenbauer, Jacbi, Laguerre and Hermite. An ther type f rthgnality is the rthgnality n the unit circle with respect t the inner prduct 2n (/, g)= J /(ef")g(ef") dp.(o), These plynmials were intrduced and studied by SzegO []. Mnic rthgnal plynmials { <l>t} n the unit circle satisfy the recurrent relatin cp k + (z) = Z cpk (z) + cpk (0) Zk cpk (liz), k=o,,2,..., which is nt f the frm (). Fr mre details cnsult Nevai [2]. Similarly, we may cnsider rthgnal plynmials n a rectifiable curve r an arc lying in the cmplex plane (e.g. Gernimus [3], SzegO [4]). Cmplex rthgnal plynmials may als be cnstructed by means f duble integrals. Namely, intrducing the inner prduct by
3 Cmplex Plynmials Orthgnal n the Semicircle 49 (J, g)= J J J(z)g(z)w(z)dxdy. B fr a suitable psitive weight functin w where B is a bunded regin f the cmplex plane, a system f rthgnal plynmials can be generated (see Carleman [5] and Bchner [6])..2. Orthgnality n the Semicircle Recently Gautschi and [7] (see als [8]) intrduced a new type f rthgnality, the s-called rthgnality n the semicircle. The inner prduct is defined by () (J, g) = J J(z)g (Z)(iZ)- dz, r where r= {z eel z = 8, 0 S (}S tr}. Alternatively, () can be expressed in the frm (2) (J, g)= J f(e'')g (e'') do. r Ntice that this inner prduct des nt satisfy the cnditins (c' and (d). Namely, the secnd factr in (), i.e. (2), is nt cnjugated, s that this prduct des nt pssess Hermitian symmetiy; instead it has prperty (c). The crrespnding (mnic) rthgnal plynmials exist uniquely and satisfy a threeterm recurrence relatin f the frm () frm l., due t the prperty (zj, g) = if, zg). The general case f rthgnality with the cmplex weight functin w with respect t the inner prduct i.e. (J, g)= J!(z)g(z)w(Z)(iZ)-l dz, r r (3) (J, g)= J J(e'll)g(e'6) w(ei6) do, was cnsidered by Gautschi, Landau and [9]. Let w : (-, ) -. R+ be a weight functin, which can be extended t a functin z 4 w(z) which is regular in the half disc
4 ISO Chapter Tgether with (3) cnsider the inner prduct (4) [f. g) = J I(x)g (x)w(x)dx, - which is psitively definite and therefre generates a unique set f real (mnic) rthgnal plynmials {Pk}: [Pi' p",]=o fr k*,m and [Pi' p",]>o fr k=m (k, m=o,, 2,... ) On the ther hand, the inner prduct (3) is nt Hermitian; the secnd factr g is nt cnjugated and the integratin is nt with respect t the measure Iw(e j ')ld6. The existence f crrespnding rthgnal plynmials, therefre, is nt guaranteed. We call a system f cmplex plynmials {lrk} rthgnal n the semicircle if [lr i, '..] = 0 fr k *' m and ['." '..]*,0 fr k=m (k, m=o,, 2,...) where we assume that lrk is mnic f degree k. The existence f the rthgnal plynmials {lrk} can be established assuming nly that,. (5) Re(I,I)= Re lw(el9)cl6==o..3. Existence and Representatin f n;. Assume that the weight functin w is psitive n (-, ), regular in D+ and such that the integrals (3) and (4) frm.2 exist fr smth/and g (pssibly) as imprper integrals. We als assume that the cnditin (S) f.2 is satisfied. Let C 8' & > 0 dente the bundary f D + with small circular parts f radius & and centres at ±l spared ut and let P be the set f all algebraic plynmials. Then. by Cauchy's therem, fr any g e P we have () 0= J g(z)w(z)dz c.. J-. =( J + J + J )g(z)w(z)dz= J g (x) w (x) dx, r. C _l c
5 Cmplex Plynmials Orthgnal n the Semicircle 5 where rs and C.!;±l are the circular parts f Cs (with radii and & respectively). We assume that w is such that fr all g E P (2) lim J g(z)w(z)dz=o._0 C ±I (VgEP). Then, if 0 in (), we btain (3) 0= J g (z) w (z) dz = J g (z) w (z) dz + J g (x) w (x) dx, gep. C r -I I The (mnic, real) plynmials {Pk}' rthgnal with respect t the inner prduct (4) f.2, as well as the assciated plynmials f the secnd kind qk(z)= J Pk (Z)-Pk(X) w(x) dx z-x -I (k=o,, 2,... ), are knwn t satisfy a three-term recurrence relatin f the frm (4) (k=o,, 2,... ), where (5) Y_I = 0, Y = fr {Pk} and Y_I = -, Y = 0 fr {qk}. Dente by mk and Pk the mments assciated with the inner prducts (4) and (3) f.2, respectively where, in view f (5) (6) b = "'0. THEOREM. Let w be a weight functin. psitive n (-, ), regular in D+ = {z E Cllzl <, Imz> O} and such that (2) is satisfied and the integrals in (3) exist (pssibly) as imprper integrals. Assume in additin that If (7) Re(, ) = Re J w{e(9)do:t O. Then there exists a unique system f (mnic. cmplex) rthgnal plynmials {Irk} relative t the inner prduct (3) f.2. Denting by {Pk} the (mnic. rea/) rthgnal plynmials relative t the inner prduct (4) fl.2, we have
6 52 Chapter (8) where nn (z) =Pn (z) - i 0n-Pn-l (Z) (n=o,,2,... ), (9) = l'pn (0)+ iqn (0) n-l.. i l'pn-l (O)-qn-l (0) (n=o,,2,... ). Alternatively, (0) (n=o,, 2,... ); 0_ =-'0' where ak' bk are the recursin cefficients in (4) and P = (, ). In particular, all On are real (in fact, psitive) if an = 0 fr all n O. Finally, (n=,2,... ), Prf. Assume first that the rthgnal plynmials {Nk} exist. Putting in (3) we find g(z) = Nn(Z)Zk-l, I s: k < n 0= J nn (z) zk (iz)-l W (z) dz - i J nn (x),xk-l w (x) dx r-l ( :;;.k<n), and hence, upn expanding Nn in the plynmials {Pk}' (2) nn (z) = Pn (z) - i 0n_l Pn-l (z) (n=o,,2,... ). fr sme cnstants On-I. T determine these cnstants, put g (z)= [nn (z) - nn (0)] (iz)-l = {Pn(Z)-Pn (0) -i 0n-l Pn-l (Z)-Pn-l(O)},z z in (3) and use the first expressin fr g t evaluate the first integral, and the secnd t evaluate the secnd integral in (3). This gives ). Since (N n, ) = 0, (, ) = P, and using (2) with z = 0, we get (9) fr n. Nte that the denminatr in (9) (and the numeratr, fr that matter) des nt vanish, since Re P * 0
7 Cmplex Plynmials Orthgnal n the Semicircle 53 by (7) and Pk(O), qk(o) cannt vanish simultaneusly, {Pk} and {qk} being linearly independent slutins f (4). Fr n = 0, (9) yields, by virtue f (5), 0_ = JI. T shw the first relatin in (0), replace n by n + in (9) and use (4) fr z = 0, t btain _POPII+ (O)+iqll+ (0),- - ippii (O)-qll (0) P [-ailpii (O)-hIlPn_ (0)] + i [-all qll (O)-hll qll_ (0)] i POPII (O)-qll(O) iall [ippii(o)-qll (O)]-hll lpopii- (0) + iqll_ (0)] i P PII (O)-qll (0)' (- ). Using (9) with n =, (4) with k = 0 and (5), yields 8 P (-a) + ih m =Ia+-' 'P P since b = m (see (6». Therefre, (0) als hlds fr n = O. If all an = 0, then w is symmetric and we can prve that (see Therem in l.6) P = (,) = nw(o) > O. Hence, using (0) we cnclude that On is real. Cnversely, defining "n by (8) and (9), it fllws readily frm (3) that fr n 2, (nn, zk)= J r n,,(z)zk- w(z)dz=i J n,,(x)xk- w(x)dx=o _I and frm (3), (9) and (8) fr z = n that ("n' ) = 0 fr n l. Furthermre, (nil' nil) = J nn (z) zn w (Z)(iZ)- dz r J =[ nn(z)zn-w(z)dz=i f nil (x)xn-i w(x)dx r _I.. i J [PII(x)-iO Il _ PII_I(X)]xn-w(x)dx -I =0_ f - ' (x)w (x) dx,
8 IS4 Chapter prving (). We nte frm (8) that " (4) (p", )=io"_ (P"-h )=... = n (io._ )(I, ),.- and, similarly, which, applied repeatedly, gives (IS) Here, () has been used in the last step. Frm (4) and (IS) there fllws (6) the inversin f (8). When k = n, the empty prduct in (6) is t be interpreted as. EXAMPLE. w(z) = + z. Here, J.l = (I, ) = Ir + 2;, Re J.l *' 0, s that the rthgnal plynmials {Irk} exist. Fwhennre, b = m = 2, s that by (0) a = " (2n + X2n + 3) b = n(n+) " (2n+)2 n-4i 0 0 = 3 (2 - in), 3n+8i 0 =, S (4+ in) by (4) and (5), and by (8),
9 Cmplex Plynmials Orthgnal n the Semicircle 55 EXAMPLE 2. w(z) = r. Here " P- = J e2i8 do = 0 in 4 n ==Z2_.-- z-, 2 4+in 3 (4+ in) s that (7) is vilated and thus the plynmials {Irk} d nt exist, even thugh w(x) 0 n [-I, ] and the plynmials {Pk} d exist. It is easily seen that = 0 when k is even, s that 0n-I is zer fr n even, and undefmed fr n dd. Fr an explanatin f this example see Therem in Recurrence Relatin We assume that tr () Re(l, ) = Re J wk 8 )d8;t:. s that rthgnal plynmials {7rk} exist. Since (zf, g) = if, zg), it is knwn that they must satisfy a three-tenn recurrence relatin (2) 7'- (z) = 0, k =0,, 2,..., Using (8) f.3 and (2), fr k we get and substituting here fr zpk(z) and zpk_l (z) the expressins btained frm the basic recurrence relatin (4) f.3, yields [k + i «()k - ()k-l - a/] Pk (z) + [bk - {Jk - ()k-l (ak + iok-)]pk-l (z) + i [{Jk 0k-2 - bk- Ok-I] Pk-2 (z)= 0, k!;.. By the linear independence f the plynmials {Pk} we cnclude that ak +i(ok-ok_l- ak)=o, k!;.l, (3) k!;.i,
10 56 Chapter Frm the last equality in (3) and (0) f.3, we get (4) fr k > 2. The first equality in (3) gives (5) T verify that (4) als hlds fr k =, it suffices t apply the secnd relatin (3) fr k =, in cmbinatin with (0) f.3 and (5) fr k =. With a", Pk thus determined, the secnd equality in (3) is autmatically satisfied, as fllws easily frm (0) f.3. Finally, frm (z) = z- ja = PI (z) - jo =z - a - jo' we find Alternatively, by (0) f.3 we may write (5) and (6) as (7) We have therefre prved: THEOREM. Under the assumptin (). the (mnic. cmplex) plynmials {l'k} rthgnal with respect t the inner prduct (3) f.2 satisfy the recurrence relatin (2), where the cefficients ale> Pt are given by (5) (r (7» and (4), respectively, with the On defined in (9) (r (0» fll.3. By cmparing the cefficients f zk n the left and right f (2), we btain frm (5), (6) that (n )..5. Jacbi Weight We cnsider nw the case f the Jacbi weight functin
11 Cmplex Plynmials Orthgnal n the Semicircle 57 () +Z)II, a> -, P>I, where fractinal pwers are understd in terms f their principal branches. We first btain the existence f the crrespnding rthgnal plynmials {t4 a Jl)}. THEOREM. We have n (2) '0 =,00. {J) = J w<. II) (ei 8) do = 3: + i v. p. J W(O,: (x) dx, and hence Re P *" O. - Prf. Let C E, &> 0, be the cntur frmed by {JD+, with a semicircle f radius r abut the rigin spared ut. Then, by Cauchy's therem where rand ce are the circular parts f Ce (with radii and &, respectively). If (3) we get O=I'-i v. p. J W;X) dx-nw(o), - 0 in which prves (2). The fllwing therem is als prved in [9]: THEOREM2. We have 3:(fl.O)(z) ( ),,-(0. /I) ( ) " = - 3:". - Z, where frio dentes the plynmial frn with all cefficients cnjugated, i.e. n...(z) = frll(z)..6. Symmetric Weights and Gegenbauer Weights THEOREM. If the weight functin w. in additin t the assumptins stated in.3, satisfies () w( -z) =w(z) and w(o»o, then
12 58 (2),u = (, ) = nw (0), and the system %rthgnal plynmials {Kn} exists uniquely. Prf. Prceeding as in the prf f Therem frm.5, we find O=,u-l v.p.. J w(x) - -;-dx-nw(o), where the Cauchy principal value integral n the right vanishes because f symmetiy f w. This prves (2). Under the assumptin () we have ak = 0 fr all k 0 in (4) f.3. In this case the relatins (6), (5) and (4) f.4 reduce t. Furthermre, by (0) f.3 wherem =, 2,... In particular, fr the Gegenbauer weight (3) A> -/2, we have p" (z) = C" (z) - the mnic Gegenbauer plynmials - fr which as is well knwn, b =m = lrn r (i.+l/2) 0 r"' r(i.+l), b - k(k+2a-l) k-4(k+i.)(k+i.-l) ' - Therefre, by (0) f.3,
13 Cmplex Plynmials Orthgnal n the Semicircle 59 n(n+2a-l) ()n= -, n=l, 2, "" 4(n+A)(n+A-l) 8n - () _ r(a+l/2) 0- Vn r(a+l) i.e.. The crrespnding rthgnal plynmials can be represented in the frm :n;k(z)=c;(z)-i()k-l CLt(z) and their nrm is given by In particular, we have: The Legendre case A. = 2: () = ( r «k + 2)/2) )2 k 0; k r«k+l)/2), 2 The teby ev case A. = 0: 0 0 =, Ok = 2, k ; 3 The teby ev case f the secnd kind A. = : Ok = 2, k O. The Legendre case is cnsidered in detail in [7], and Gegenbauer case, including varius applicatins t numerical analysis, in [0]..7. The zers f n;,(z) It fllws frm (2) f.4 that the zers f 7rn(z) are the eigenvalues f the (cmplex, tridiagnal) matrix J= n iag 0 PI ia, p, iaz 0 Pn-I ian_,
14 60 chapter The elements f I n are easily cmputed using (6), (5), (4) f.4 and (0) f.3, since the recursin cefficients ale> bk fr the rthgnal plynmials {Pk} are knwn. If the weight w is symmetric, then Pk = LI is psitive, and I n can be transfrmed int a real matrix. Indeed, a similarity transfrmatin with the diagnal matrix transfrms the cmplex matrix I n int the real nnsymmetric tridiagnal matrix with eigenvalues Jv = -isv. Using the EISPACK subrutine HQR (see [» we can evaluate all the eigenvalues Jv (v=,...,n) f An' and then all the zers sv= ijv (v=,...,n) f 7rn(z). A therem n the distributin f zers f 7rn(z) in the case when the weight functin w is symmetric, i.e. w(-z) = w(z) and w(o) > 0 is prved in [9]. We shall qute here a particular, but imprtant, result regarding the distributin f zers f the plynmials n;!(z), rthgnal with respect t the cmplex Gegenbauer weight w(z) = (l-z 2 r" 2, A. > -2. THEOREM.f A. > -2, all the zers f are simple and fr n 2 they belng t the upper unit half disc D+ = {z E Cllzl <, Imz> O}. REMARK. The prblem f distributin f zers fr general weight functins is nt slved. The case f Jacbi weights (see () f.5) is particularly interesting. Numerical experiments indicate that all the zers belng t the half disc D +. REMARK 2. Fr the Gegenbauer case a secnd rder linear differential equatin is fund in [9] whse particular slutin is the plynmial 7r:(z). Applicatins f thse plynmials t numerical integratin and numerical differentiatin f analytic functins are given in [0). REFERENCES. G. SzegO: Ober Trignmetrische und Harmnische Plynme. Math. Ann. 79(98),
15 Cmplex Plynmials Orthgnal n the Semicircle 6 2. P. Nevai: Geza Freud, Orthgnal Plynmials and Christffel Functins. A Case Study. J. Apprx. Thery 48(986), Va. L. Gernimus: Plynmials Orthgnal n a Circle and Interval. Pergamn, Oxfrd G. SzegO: Orthgnal Plynmials. 4th ed. Amer. Math. Sc. Cllq. Publ. Vl. 23, Amer. Math. Sc., Prvidence, R T. Carlemann: Ober die Apprximatin Analytischer Funktinen durch lineare Aggregate vn vrgegebenen Ptenzen. Ark. Mat. Astrnm. Fys. 7( 92223), S. Bchner: Ober rthgnale Systeme Analytischer Funktinen. Math. Z. 4(922), W. Gautschi, G. V. Milvanvic: Plynmials Orthgnal n the Semicircle. J. Apprx. Thery 46(986), W. Gautschi, G. V. Milvanvic: Plynmials Orthgnal n the Semicircle. Rend. Sem. Mat. Univ. Plitec. Trin (Special Functins: Thery and Cmputatin), 985, W. Gautschi, H. J. Landau, G. V. Milvanvic: Plynmials Orthgnal n the Semicircle. Cnstr. Apprx. 3(987), G. V. Milvanvic: Cmplex Orthgnality n the Semicircle with respect t Gegenbauer Weight: Thery and Applicatins. In: Tpics in Mathematical Analysis (Th. M. Rassias, ed.), Wrld Scientific Singapre 989, pp B. T. Smith et al.: Matrix Eigensystem Rutines - EISPACK Guide. Lect. Ntes Cmp Sci. Vl. 6, Springer-Verlag, New Yrk 974.
Admissibility Conditions and Asymptotic Behavior of Strongly Regular Graphs
Admissibility Cnditins and Asympttic Behavir f Strngly Regular Graphs VASCO MOÇO MANO Department f Mathematics University f Prt Oprt PORTUGAL vascmcman@gmailcm LUÍS ANTÓNIO DE ALMEIDA VIEIRA Department
More informationNOTE ON APPELL POLYNOMIALS
NOTE ON APPELL POLYNOMIALS I. M. SHEFFER An interesting characterizatin f Appell plynmials by means f a Stieltjes integral has recently been given by Thrne. 1 We prpse t give a secnd such representatin,
More informationChapter 9 Vector Differential Calculus, Grad, Div, Curl
Chapter 9 Vectr Differential Calculus, Grad, Div, Curl 9.1 Vectrs in 2-Space and 3-Space 9.2 Inner Prduct (Dt Prduct) 9.3 Vectr Prduct (Crss Prduct, Outer Prduct) 9.4 Vectr and Scalar Functins and Fields
More informationA Simple Set of Test Matrices for Eigenvalue Programs*
Simple Set f Test Matrices fr Eigenvalue Prgrams* By C. W. Gear** bstract. Sets f simple matrices f rder N are given, tgether with all f their eigenvalues and right eigenvectrs, and simple rules fr generating
More informationHomology groups of disks with holes
Hmlgy grups f disks with hles THEOREM. Let p 1,, p k } be a sequence f distinct pints in the interir unit disk D n where n 2, and suppse that fr all j the sets E j Int D n are clsed, pairwise disjint subdisks.
More informationLyapunov Stability Stability of Equilibrium Points
Lyapunv Stability Stability f Equilibrium Pints 1. Stability f Equilibrium Pints - Definitins In this sectin we cnsider n-th rder nnlinear time varying cntinuus time (C) systems f the frm x = f ( t, x),
More informationSupport-Vector Machines
Supprt-Vectr Machines Intrductin Supprt vectr machine is a linear machine with sme very nice prperties. Haykin chapter 6. See Alpaydin chapter 13 fr similar cntent. Nte: Part f this lecture drew material
More informationChapter Summary. Mathematical Induction Strong Induction Recursive Definitions Structural Induction Recursive Algorithms
Chapter 5 1 Chapter Summary Mathematical Inductin Strng Inductin Recursive Definitins Structural Inductin Recursive Algrithms Sectin 5.1 3 Sectin Summary Mathematical Inductin Examples f Prf by Mathematical
More informationBuilding to Transformations on Coordinate Axis Grade 5: Geometry Graph points on the coordinate plane to solve real-world and mathematical problems.
Building t Transfrmatins n Crdinate Axis Grade 5: Gemetry Graph pints n the crdinate plane t slve real-wrld and mathematical prblems. 5.G.1. Use a pair f perpendicular number lines, called axes, t define
More informationf t(y)dy f h(x)g(xy) dx fk 4 a. «..
CERTAIN OPERATORS AND FOURIER TRANSFORMS ON L2 RICHARD R. GOLDBERG 1. Intrductin. A well knwn therem f Titchmarsh [2] states that if fel2(0, ) and if g is the Furier csine transfrm f/, then G(x)=x~1Jx0g(y)dy
More informationRevision: August 19, E Main Suite D Pullman, WA (509) Voice and Fax
.7.4: Direct frequency dmain circuit analysis Revisin: August 9, 00 5 E Main Suite D Pullman, WA 9963 (509) 334 6306 ice and Fax Overview n chapter.7., we determined the steadystate respnse f electrical
More informationComputational modeling techniques
Cmputatinal mdeling techniques Lecture 4: Mdel checing fr ODE mdels In Petre Department f IT, Åb Aademi http://www.users.ab.fi/ipetre/cmpmd/ Cntent Stichimetric matrix Calculating the mass cnservatin relatins
More informationOF SIMPLY SUPPORTED PLYWOOD PLATES UNDER COMBINED EDGEWISE BENDING AND COMPRESSION
U. S. FOREST SERVICE RESEARCH PAPER FPL 50 DECEMBER U. S. DEPARTMENT OF AGRICULTURE FOREST SERVICE FOREST PRODUCTS LABORATORY OF SIMPLY SUPPORTED PLYWOOD PLATES UNDER COMBINED EDGEWISE BENDING AND COMPRESSION
More information(2) Even if such a value of k was possible, the neutrons multiply
CHANGE OF REACTOR Nuclear Thery - Curse 227 POWER WTH REACTVTY CHANGE n this lessn, we will cnsider hw neutrn density, neutrn flux and reactr pwer change when the multiplicatin factr, k, r the reactivity,
More informationAn Introduction to Complex Numbers - A Complex Solution to a Simple Problem ( If i didn t exist, it would be necessary invent me.
An Intrductin t Cmple Numbers - A Cmple Slutin t a Simple Prblem ( If i didn t eist, it wuld be necessary invent me. ) Our Prblem. The rules fr multiplying real numbers tell us that the prduct f tw negative
More informationPattern Recognition 2014 Support Vector Machines
Pattern Recgnitin 2014 Supprt Vectr Machines Ad Feelders Universiteit Utrecht Ad Feelders ( Universiteit Utrecht ) Pattern Recgnitin 1 / 55 Overview 1 Separable Case 2 Kernel Functins 3 Allwing Errrs (Sft
More informationENGI 4430 Parametric Vector Functions Page 2-01
ENGI 4430 Parametric Vectr Functins Page -01. Parametric Vectr Functins (cntinued) Any nn-zer vectr r can be decmpsed int its magnitude r and its directin: r rrˆ, where r r 0 Tangent Vectr: dx dy dz dr
More informationSOLUTIONS TO EXERCISES FOR. MATHEMATICS 205A Part 4. Function spaces
SOLUTIONS TO EXERCISES FOR MATHEMATICS 205A Part 4 Fall 2014 IV. Functin spaces IV.1 : General prperties Additinal exercises 1. The mapping q is 1 1 because q(f) = q(g) implies that fr all x we have f(x)
More informationThis section is primarily focused on tools to aid us in finding roots/zeros/ -intercepts of polynomials. Essentially, our focus turns to solving.
Sectin 3.2: Many f yu WILL need t watch the crrespnding vides fr this sectin n MyOpenMath! This sectin is primarily fcused n tls t aid us in finding rts/zers/ -intercepts f plynmials. Essentially, ur fcus
More informationMODULE 1. e x + c. [You can t separate a demominator, but you can divide a single denominator into each numerator term] a + b a(a + b)+1 = a + b
. REVIEW OF SOME BASIC ALGEBRA MODULE () Slving Equatins Yu shuld be able t slve fr x: a + b = c a d + e x + c and get x = e(ba +) b(c a) d(ba +) c Cmmn mistakes and strategies:. a b + c a b + a c, but
More informationCOMP 551 Applied Machine Learning Lecture 11: Support Vector Machines
COMP 551 Applied Machine Learning Lecture 11: Supprt Vectr Machines Instructr: (jpineau@cs.mcgill.ca) Class web page: www.cs.mcgill.ca/~jpineau/cmp551 Unless therwise nted, all material psted fr this curse
More informationChapter 2 GAUSS LAW Recommended Problems:
Chapter GAUSS LAW Recmmended Prblems: 1,4,5,6,7,9,11,13,15,18,19,1,7,9,31,35,37,39,41,43,45,47,49,51,55,57,61,6,69. LCTRIC FLUX lectric flux is a measure f the number f electric filed lines penetrating
More informationReview Problems 3. Four FIR Filter Types
Review Prblems 3 Fur FIR Filter Types Fur types f FIR linear phase digital filters have cefficients h(n fr 0 n M. They are defined as fllws: Type I: h(n = h(m-n and M even. Type II: h(n = h(m-n and M dd.
More informationMATHEMATICS SYLLABUS SECONDARY 5th YEAR
Eurpean Schls Office f the Secretary-General Pedaggical Develpment Unit Ref. : 011-01-D-8-en- Orig. : EN MATHEMATICS SYLLABUS SECONDARY 5th YEAR 6 perid/week curse APPROVED BY THE JOINT TEACHING COMMITTEE
More informationECE 2100 Circuit Analysis
ECE 2100 Circuit Analysis Lessn 25 Chapter 9 & App B: Passive circuit elements in the phasr representatin Daniel M. Litynski, Ph.D. http://hmepages.wmich.edu/~dlitynsk/ ECE 2100 Circuit Analysis Lessn
More informationPreparation work for A2 Mathematics [2018]
Preparatin wrk fr A Mathematics [018] The wrk studied in Y1 will frm the fundatins n which will build upn in Year 13. It will nly be reviewed during Year 13, it will nt be retaught. This is t allw time
More information1 The limitations of Hartree Fock approximation
Chapter: Pst-Hartree Fck Methds - I The limitatins f Hartree Fck apprximatin The n electrn single determinant Hartree Fck wave functin is the variatinal best amng all pssible n electrn single determinants
More informationSections 15.1 to 15.12, 16.1 and 16.2 of the textbook (Robbins-Miller) cover the materials required for this topic.
Tpic : AC Fundamentals, Sinusidal Wavefrm, and Phasrs Sectins 5. t 5., 6. and 6. f the textbk (Rbbins-Miller) cver the materials required fr this tpic.. Wavefrms in electrical systems are current r vltage
More informationPressure And Entropy Variations Across The Weak Shock Wave Due To Viscosity Effects
Pressure And Entrpy Variatins Acrss The Weak Shck Wave Due T Viscsity Effects OSTAFA A. A. AHOUD Department f athematics Faculty f Science Benha University 13518 Benha EGYPT Abstract:-The nnlinear differential
More informationSurface and Contact Stress
Surface and Cntact Stress The cncept f the frce is fundamental t mechanics and many imprtant prblems can be cast in terms f frces nly, fr example the prblems cnsidered in Chapter. Hwever, mre sphisticated
More informationThe Equation αsin x+ βcos family of Heron Cyclic Quadrilaterals
The Equatin sin x+ βcs x= γ and a family f Hern Cyclic Quadrilaterals Knstantine Zelatr Department Of Mathematics Cllege Of Arts And Sciences Mail Stp 94 University Of Tled Tled,OH 43606-3390 U.S.A. Intrductin
More informationA crash course in Galois theory
A crash curse in Galis thery First versin 0.1 14. september 2013 klkken 14:50 In these ntes K dentes a field. Embeddings Assume that is a field and that : K! and embedding. If K L is an extensin, we say
More informationModule 4: General Formulation of Electric Circuit Theory
Mdule 4: General Frmulatin f Electric Circuit Thery 4. General Frmulatin f Electric Circuit Thery All electrmagnetic phenmena are described at a fundamental level by Maxwell's equatins and the assciated
More informationIntroduction to Smith Charts
Intrductin t Smith Charts Dr. Russell P. Jedlicka Klipsch Schl f Electrical and Cmputer Engineering New Mexic State University as Cruces, NM 88003 September 2002 EE521 ecture 3 08/22/02 Smith Chart Summary
More informationKinetic Model Completeness
5.68J/10.652J Spring 2003 Lecture Ntes Tuesday April 15, 2003 Kinetic Mdel Cmpleteness We say a chemical kinetic mdel is cmplete fr a particular reactin cnditin when it cntains all the species and reactins
More informationE Z, (n l. and, if in addition, for each integer n E Z there is a unique factorization of the form
Revista Clmbiana de Matematias Vlumen II,1968,pags.6-11 A NOTE ON GENERALIZED MOBIUS f-functions V.S. by ALBIS In [1] the ncept f a cnjugate pair f sets f psi tive integers is int~dued Briefly, if Z dentes
More informationFunction notation & composite functions Factoring Dividing polynomials Remainder theorem & factor property
Functin ntatin & cmpsite functins Factring Dividing plynmials Remainder therem & factr prperty Can d s by gruping r by: Always lk fr a cmmn factr first 2 numbers that ADD t give yu middle term and MULTIPLY
More informationREPRESENTATIONS OF sp(2n; C ) SVATOPLUK KR YSL. Abstract. In this paper we have shown how a tensor product of an innite dimensional
ON A DISTINGUISHED CLASS OF INFINITE DIMENSIONAL REPRESENTATIONS OF sp(2n; C ) SVATOPLUK KR YSL Abstract. In this paper we have shwn hw a tensr prduct f an innite dimensinal representatin within a certain
More informationA NOTE ON THE EQUIVAImCE OF SOME TEST CRITERIA. v. P. Bhapkar. University of Horth Carolina. and
~ A NOTE ON THE EQUVAmCE OF SOME TEST CRTERA by v. P. Bhapkar University f Hrth Carlina University f Pna nstitute f Statistics Mime Series N. 421 February 1965 This research was supprted by the Mathematics
More informationChE 471: LECTURE 4 Fall 2003
ChE 47: LECTURE 4 Fall 003 IDEL RECTORS One f the key gals f chemical reactin engineering is t quantify the relatinship between prductin rate, reactr size, reactin kinetics and selected perating cnditins.
More informationIN a recent article, Geary [1972] discussed the merit of taking first differences
The Efficiency f Taking First Differences in Regressin Analysis: A Nte J. A. TILLMAN IN a recent article, Geary [1972] discussed the merit f taking first differences t deal with the prblems that trends
More informationSOLUTIONS TO EXERCISES FOR. MATHEMATICS 205A Part 4. Function spaces
SOLUTIONS TO EXERCISES FOR MATHEMATICS 205A Part 4 Fall 2008 IV. Functin spaces IV.1 : General prperties (Munkres, 45 47) Additinal exercises 1. Suppse that X and Y are metric spaces such that X is cmpact.
More informationPart a: Writing the nodal equations and solving for v o gives the magnitude and phase response: tan ( 0.25 )
+ - Hmewrk 0 Slutin ) In the circuit belw: a. Find the magnitude and phase respnse. b. What kind f filter is it? c. At what frequency is the respnse 0.707 if the generatr has a ltage f? d. What is the
More information, which yields. where z1. and z2
The Gaussian r Nrmal PDF, Page 1 The Gaussian r Nrmal Prbability Density Functin Authr: Jhn M Cimbala, Penn State University Latest revisin: 11 September 13 The Gaussian r Nrmal Prbability Density Functin
More information(Communicated at the meeting of September 25, 1948.) Izl=6 Izl=6 Izl=6 ~=I. max log lv'i (z)1 = log M;.
Mathematics. - On a prblem in the thery f unifrm distributin. By P. ERDÖS and P. TURÁN. 11. Ommunicated by Prf. J. G. VAN DER CORPUT.) Cmmunicated at the meeting f September 5, 1948.) 9. Af ter this first
More information[COLLEGE ALGEBRA EXAM I REVIEW TOPICS] ( u s e t h i s t o m a k e s u r e y o u a r e r e a d y )
(Abut the final) [COLLEGE ALGEBRA EXAM I REVIEW TOPICS] ( u s e t h i s t m a k e s u r e y u a r e r e a d y ) The department writes the final exam s I dn't really knw what's n it and I can't very well
More informationIntroduction: A Generalized approach for computing the trajectories associated with the Newtonian N Body Problem
A Generalized apprach fr cmputing the trajectries assciated with the Newtnian N Bdy Prblem AbuBar Mehmd, Syed Umer Abbas Shah and Ghulam Shabbir Faculty f Engineering Sciences, GIK Institute f Engineering
More informationKinematic transformation of mechanical behavior Neville Hogan
inematic transfrmatin f mechanical behavir Neville Hgan Generalized crdinates are fundamental If we assume that a linkage may accurately be described as a cllectin f linked rigid bdies, their generalized
More informationEquilibrium of Stress
Equilibrium f Stress Cnsider tw perpendicular planes passing thrugh a pint p. The stress cmpnents acting n these planes are as shwn in ig. 3.4.1a. These stresses are usuall shwn tgether acting n a small
More informationLead/Lag Compensator Frequency Domain Properties and Design Methods
Lectures 6 and 7 Lead/Lag Cmpensatr Frequency Dmain Prperties and Design Methds Definitin Cnsider the cmpensatr (ie cntrller Fr, it is called a lag cmpensatr s K Fr s, it is called a lead cmpensatr Ntatin
More informationTHE FINITENESS OF THE MAPPING CLASS GROUP FOR ATOROIDAL 3-MANIFOLDS WITH GENUINE LAMINATIONS
j. differential gemetry 50 (1998) 123-127 THE FINITENESS OF THE MAPPING CLASS GROUP FOR ATOROIDAL 3-MANIFOLDS WITH GENUINE LAMINATIONS DAVID GABAI & WILLIAM H. KAZEZ Essential laminatins were intrduced
More informationThermodynamics Partial Outline of Topics
Thermdynamics Partial Outline f Tpics I. The secnd law f thermdynamics addresses the issue f spntaneity and invlves a functin called entrpy (S): If a prcess is spntaneus, then Suniverse > 0 (2 nd Law!)
More informationOn Topological Structures and. Fuzzy Sets
L - ZHR UNIVERSIT - GZ DENSHIP OF GRDUTE STUDIES & SCIENTIFIC RESERCH On Tplgical Structures and Fuzzy Sets y Nashaat hmed Saleem Raab Supervised by Dr. Mhammed Jamal Iqelan Thesis Submitted in Partial
More informationLEARNING : At the end of the lesson, students should be able to: OUTCOMES a) state trigonometric ratios of sin,cos, tan, cosec, sec and cot
Mathematics DM 05 Tpic : Trignmetric Functins LECTURE OF 5 TOPIC :.0 TRIGONOMETRIC FUNCTIONS SUBTOPIC :. Trignmetric Ratis and Identities LEARNING : At the end f the lessn, students shuld be able t: OUTCOMES
More informationRevisiting the Socrates Example
Sectin 1.6 Sectin Summary Valid Arguments Inference Rules fr Prpsitinal Lgic Using Rules f Inference t Build Arguments Rules f Inference fr Quantified Statements Building Arguments fr Quantified Statements
More informationA NONLINEAR STEADY STATE TEMPERATURE PROBLEM FOR A SEMI-INFINITE SLAB
A NONLINEAR STEADY STATE TEMPERATURE PROBLEM FOR A SEMI-INFINITE SLAB DANG DINH ANG We prpse t investigate the fllwing bundary value prblem: (1) wxx+wyy = 0,0
More informationTHE QUADRATIC AND QUARTIC CHARACTER OF CERTAIN QUADRATIC UNITS I PHILIP A. LEONARD AND KENNETH S. WILLIAMS
PACFC JOURNAL OF MATHEMATCS Vl. 7, N., 977 THE QUADRATC AND QUARTC CHARACTER OF CERTAN QUADRATC UNTS PHLP A. LEONARD AND KENNETH S. WLLAMS Let ε m dente the fundamental unit f the real quadratic field
More informationSemester 2 AP Chemistry Unit 12
Cmmn In Effect and Buffers PwerPint The cmmn in effect The shift in equilibrium caused by the additin f a cmpund having an in in cmmn with the disslved substance The presence f the excess ins frm the disslved
More informationCurriculum Development Overview Unit Planning for 8 th Grade Mathematics MA10-GR.8-S.1-GLE.1 MA10-GR.8-S.4-GLE.2
Unit Title It s All Greek t Me Length f Unit 5 weeks Fcusing Lens(es) Cnnectins Standards and Grade Level Expectatins Addressed in this Unit MA10-GR.8-S.1-GLE.1 MA10-GR.8-S.4-GLE.2 Inquiry Questins (Engaging-
More informationPreparation work for A2 Mathematics [2017]
Preparatin wrk fr A2 Mathematics [2017] The wrk studied in Y12 after the return frm study leave is frm the Cre 3 mdule f the A2 Mathematics curse. This wrk will nly be reviewed during Year 13, it will
More informationELECTRON CYCLOTRON HEATING OF AN ANISOTROPIC PLASMA. December 4, PLP No. 322
ELECTRON CYCLOTRON HEATING OF AN ANISOTROPIC PLASMA by J. C. SPROTT December 4, 1969 PLP N. 3 These PLP Reprts are infrmal and preliminary and as such may cntain errrs nt yet eliminated. They are fr private
More informationCambridge Assessment International Education Cambridge Ordinary Level. Published
Cambridge Assessment Internatinal Educatin Cambridge Ordinary Level ADDITIONAL MATHEMATICS 4037/1 Paper 1 Octber/Nvember 017 MARK SCHEME Maximum Mark: 80 Published This mark scheme is published as an aid
More informationA PLETHORA OF MULTI-PULSED SOLUTIONS FOR A BOUSSINESQ SYSTEM. Department of Mathematics, Penn State University University Park, PA16802, USA.
A PLETHORA OF MULTI-PULSED SOLUTIONS FOR A BOUSSINESQ SYSTEM MIN CHEN Department f Mathematics, Penn State University University Park, PA68, USA. Abstract. This paper studies traveling-wave slutins f the
More informationDepartment of Economics, University of California, Davis Ecn 200C Micro Theory Professor Giacomo Bonanno. Insurance Markets
Department f Ecnmics, University f alifrnia, Davis Ecn 200 Micr Thery Prfessr Giacm Bnann Insurance Markets nsider an individual wh has an initial wealth f. ith sme prbability p he faces a lss f x (0
More informationLim f (x) e. Find the largest possible domain and its discontinuity points. Why is it discontinuous at those points (if any)?
THESE ARE SAMPLE QUESTIONS FOR EACH OF THE STUDENT LEARNING OUTCOMES (SLO) SET FOR THIS COURSE. SLO 1: Understand and use the cncept f the limit f a functin i. Use prperties f limits and ther techniques,
More informationAn Introduction to Matrix Algebra
Mdern Cntrl Systems, Eleventh Editin, by Richard C Drf and Rbert H. Bish. ISBN: 785. 8 Pearsn Educatin, Inc., Uer Saddle River, NJ. All rights reserved. APPENDIX E An Intrductin t Matrix Algebra E. DEFINITIONS
More informationFebruary 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA
February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA Mental Experiment regarding 1D randm walk Cnsider a cntainer f gas in thermal
More informationA new Type of Fuzzy Functions in Fuzzy Topological Spaces
IOSR Jurnal f Mathematics (IOSR-JM e-issn: 78-578, p-issn: 39-765X Vlume, Issue 5 Ver I (Sep - Oct06, PP 8-4 wwwisrjurnalsrg A new Type f Fuzzy Functins in Fuzzy Tplgical Spaces Assist Prf Dr Munir Abdul
More informationFundamental Concepts in Structural Plasticity
Lecture Fundamental Cncepts in Structural Plasticit Prblem -: Stress ield cnditin Cnsider the plane stress ield cnditin in the principal crdinate sstem, a) Calculate the maximum difference between the
More informationCHAPTER 3 INEQUALITIES. Copyright -The Institute of Chartered Accountants of India
CHAPTER 3 INEQUALITIES Cpyright -The Institute f Chartered Accuntants f India INEQUALITIES LEARNING OBJECTIVES One f the widely used decisin making prblems, nwadays, is t decide n the ptimal mix f scarce
More informationA solution of certain Diophantine problems
A slutin f certain Diphantine prblems Authr L. Euler* E7 Nvi Cmmentarii academiae scientiarum Petrplitanae 0, 1776, pp. 8-58 Opera Omnia: Series 1, Vlume 3, pp. 05-17 Reprinted in Cmmentat. arithm. 1,
More informationinitially lcated away frm the data set never win the cmpetitin, resulting in a nnptimal nal cdebk, [2] [3] [4] and [5]. Khnen's Self Organizing Featur
Cdewrd Distributin fr Frequency Sensitive Cmpetitive Learning with One Dimensinal Input Data Aristides S. Galanpuls and Stanley C. Ahalt Department f Electrical Engineering The Ohi State University Abstract
More informationDead-beat controller design
J. Hetthéssy, A. Barta, R. Bars: Dead beat cntrller design Nvember, 4 Dead-beat cntrller design In sampled data cntrl systems the cntrller is realised by an intelligent device, typically by a PLC (Prgrammable
More information22.54 Neutron Interactions and Applications (Spring 2004) Chapter 11 (3/11/04) Neutron Diffusion
.54 Neutrn Interactins and Applicatins (Spring 004) Chapter (3//04) Neutrn Diffusin References -- J. R. Lamarsh, Intrductin t Nuclear Reactr Thery (Addisn-Wesley, Reading, 966) T study neutrn diffusin
More information45 K. M. Dyaknv Garsia nrm kfk G = sup zd jfj d z ;jf(z)j = dened riginally fr f L (T m), is in fact an equivalent nrm n BMO. We shall als be cncerned
Revista Matematica Iberamericana Vl. 5, N. 3, 999 Abslute values f BMOA functins Knstantin M. Dyaknv Abstract. The paper cntains a cmplete characterizatin f the mduli f BMOA functins. These are described
More informationModeling the Nonlinear Rheological Behavior of Materials with a Hyper-Exponential Type Function
www.ccsenet.rg/mer Mechanical Engineering Research Vl. 1, N. 1; December 011 Mdeling the Nnlinear Rhelgical Behavir f Materials with a Hyper-Expnential Type Functin Marc Delphin Mnsia Département de Physique,
More informationMaterials Engineering 272-C Fall 2001, Lecture 7 & 8 Fundamentals of Diffusion
Materials Engineering 272-C Fall 2001, Lecture 7 & 8 Fundamentals f Diffusin Diffusin: Transprt in a slid, liquid, r gas driven by a cncentratin gradient (r, in the case f mass transprt, a chemical ptential
More informationCOMP 551 Applied Machine Learning Lecture 9: Support Vector Machines (cont d)
COMP 551 Applied Machine Learning Lecture 9: Supprt Vectr Machines (cnt d) Instructr: Herke van Hf (herke.vanhf@mail.mcgill.ca) Slides mstly by: Class web page: www.cs.mcgill.ca/~hvanh2/cmp551 Unless therwise
More informationON THE ABSOLUTE CONVERGENCE OF A SERIES ASSOCIATED WITH A FOURIER SERIES. R. MOHANTY and s. mohapatra
ON THE ABSOLUTE CONVERGENCE OF A SERIES ASSOCIATED WITH A FOURIER SERIES R. MOHANTY and s. mhapatra 1. Suppse/(i) is integrable L in ( ir, it) peridic with perid 2ir, and that its Furier series at / =
More informationSlide04 (supplemental) Haykin Chapter 4 (both 2nd and 3rd ed): Multi-Layer Perceptrons
Slide04 supplemental) Haykin Chapter 4 bth 2nd and 3rd ed): Multi-Layer Perceptrns CPSC 636-600 Instructr: Ynsuck Che Heuristic fr Making Backprp Perfrm Better 1. Sequential vs. batch update: fr large
More informationA little noticed right triangle
A little nticed right triangle Knstantine Hermes Zelatr Department f athematics Cllege f Arts and Sciences ail Stp 94 University f Tled Tled, OH 43606-3390 U.S.A. A little nticed right triangle. Intrductin
More informationLecture 17: Free Energy of Multi-phase Solutions at Equilibrium
Lecture 17: 11.07.05 Free Energy f Multi-phase Slutins at Equilibrium Tday: LAST TIME...2 FREE ENERGY DIAGRAMS OF MULTI-PHASE SOLUTIONS 1...3 The cmmn tangent cnstructin and the lever rule...3 Practical
More informationHomework 1 AERE355 Fall 2017 Due 9/1(F) NOTE: If your solution does not adhere to the format described in the syllabus, it will be grade as zero.
1 Hmerk 1 AERE355 Fall 217 Due 9/1(F) Name NOE: If yur slutin des nt adhere t the frmat described in the syllabus, it ill be grade as zer. Prblem 1(25pts) In the altitude regin h 1km, e have the flling
More informationMore Tutorial at
Answer each questin in the space prvided; use back f page if extra space is needed. Answer questins s the grader can READILY understand yur wrk; nly wrk n the exam sheet will be cnsidered. Write answers,
More informationWe can see from the graph above that the intersection is, i.e., [ ).
MTH 111 Cllege Algebra Lecture Ntes July 2, 2014 Functin Arithmetic: With nt t much difficulty, we ntice that inputs f functins are numbers, and utputs f functins are numbers. S whatever we can d with
More informationA proposition is a statement that can be either true (T) or false (F), (but not both).
400 lecture nte #1 [Ch 2, 3] Lgic and Prfs 1.1 Prpsitins (Prpsitinal Lgic) A prpsitin is a statement that can be either true (T) r false (F), (but nt bth). "The earth is flat." -- F "March has 31 days."
More informationCalculus Placement Review. x x. =. Find each of the following. 9 = 4 ( )
Calculus Placement Review I. Finding dmain, intercepts, and asympttes f ratinal functins 9 Eample Cnsider the functin f ( ). Find each f the fllwing. (a) What is the dmain f f ( )? Write yur answer in
More informationA Matrix Representation of Panel Data
web Extensin 6 Appendix 6.A A Matrix Representatin f Panel Data Panel data mdels cme in tw brad varieties, distinct intercept DGPs and errr cmpnent DGPs. his appendix presents matrix algebra representatins
More informationPerturbation approach applied to the asymptotic study of random operators.
Perturbatin apprach applied t the asympttic study f rm peratrs. André MAS, udvic MENNETEAU y Abstract We prve that, fr the main mdes f stchastic cnvergence (law f large numbers, CT, deviatins principles,
More informationLCAO APPROXIMATIONS OF ORGANIC Pi MO SYSTEMS The allyl system (cation, anion or radical).
Principles f Organic Chemistry lecture 5, page LCAO APPROIMATIONS OF ORGANIC Pi MO SYSTEMS The allyl system (catin, anin r radical).. Draw mlecule and set up determinant. 2 3 0 3 C C 2 = 0 C 2 3 0 = -
More informationLecture 7: Damped and Driven Oscillations
Lecture 7: Damped and Driven Oscillatins Last time, we fund fr underdamped scillatrs: βt x t = e A1 + A csω1t + i A1 A sinω1t A 1 and A are cmplex numbers, but ur answer must be real Implies that A 1 and
More informationCHAPTER 4 DIAGNOSTICS FOR INFLUENTIAL OBSERVATIONS
CHAPTER 4 DIAGNOSTICS FOR INFLUENTIAL OBSERVATIONS 1 Influential bservatins are bservatins whse presence in the data can have a distrting effect n the parameter estimates and pssibly the entire analysis,
More informationLHS Mathematics Department Honors Pre-Calculus Final Exam 2002 Answers
LHS Mathematics Department Hnrs Pre-alculus Final Eam nswers Part Shrt Prblems The table at the right gives the ppulatin f Massachusetts ver the past several decades Using an epnential mdel, predict the
More informationSOLUTIONS SET 1 MATHEMATICS CLASS X
Tp Careers & Yu SOLUTIONS SET MTHEMTICS CLSS X. 84 7 Prime factrs f 84 are, and 7.. Sum f zeres 5 + 4 Prduct f zeres 5 4 0 Required plynmial x ( )x + ( 0) x + x 0. Given equatin is x + y 0 Fr x, y L.H.S
More informationDistributions, spatial statistics and a Bayesian perspective
Distributins, spatial statistics and a Bayesian perspective Dug Nychka Natinal Center fr Atmspheric Research Distributins and densities Cnditinal distributins and Bayes Thm Bivariate nrmal Spatial statistics
More informationChapter 3 Kinematics in Two Dimensions; Vectors
Chapter 3 Kinematics in Tw Dimensins; Vectrs Vectrs and Scalars Additin f Vectrs Graphical Methds (One and Tw- Dimensin) Multiplicatin f a Vectr b a Scalar Subtractin f Vectrs Graphical Methds Adding Vectrs
More informationON PRODUCTS OF SUMMABILITY METHODS OTTO SZÁSZ
ON PRODUCTS OF SUMMABILITY METHODS OTTO SZÁSZ 1. At the recent Internatinal Cngress I. M. Sheffer asked me the fllwing questin : Given a sequence {sn} ; frm the sequence {a^} í the Cesàr means f rder a
More informationMath 302 Learning Objectives
Multivariable Calculus (Part I) 13.1 Vectrs in Three-Dimensinal Space Math 302 Learning Objectives Plt pints in three-dimensinal space. Find the distance between tw pints in three-dimensinal space. Write
More informationUNIV1"'RSITY OF NORTH CAROLINA Department of Statistics Chapel Hill, N. C. CUMULATIVE SUM CONTROL CHARTS FOR THE FOLDED NORMAL DISTRIBUTION
UNIV1"'RSITY OF NORTH CAROLINA Department f Statistics Chapel Hill, N. C. CUMULATIVE SUM CONTROL CHARTS FOR THE FOLDED NORMAL DISTRIBUTION by N. L. Jlmsn December 1962 Grant N. AFOSR -62..148 Methds f
More information