Algebra of linear recurrence relations in arbitrary characteristic

Size: px
Start display at page:

Download "Algebra of linear recurrence relations in arbitrary characteristic"

Transcription

1 Algebra of lnear recurrence relatons n arbtrary characterstc Nkola V. Ivanov Contents Preface 1. Dvded dervatves of polynomals 2. Sequences and dualty 3. Adjonts of the left shft and of dvded dervatves 4. Endomorphsms and ther egenvalues 5. Torson modules and a property of free modules 6. Polynomals and ther roots 7. The man theorems Note bblographque Bblographe c Nkola V. Ivanov, 2014, Nether the work reported n ths paper, nor ts preparaton were supported by any governmental or non-governmental agency, foundaton, or nsttuton. 1

2 Preface The goal of ths paper s to present an algebrac approach to the basc results of the theory of lnear recurrence relatons. Ths approach s based on the deas from the theory of representatons of one endomorphsms a specal case of whch may be better known to the reader as the theory of the Jordan normal form of matrces). The noton of the dvded dervatves, an analogue of the dvded powers, turned out to be crucal for provng the results n a natural way and n ther natural generalty. The fnal form of our methods was nfluenced by the the umbral calculus of G.-C. Rota. Nether the theory of representaton of one endomorphsm, nor the theory of dvded powers, nor the umbral calculus apply drectly to our stuaton. For each of these theores we need only a modfed verson of a fragment of t. Ths s one of the reasons for presentng all proofs from the scratch. Both these fragments and our modfcatons of them are completely elementary and beautful by themselves. Ths s another reason for presentng proofs ndependent of any advanced sources. Fnally, the theory of the lnear recurrence relaton s an essentally elementary theory, and as such t deserves a self-contaned exposton. The prerequstes for readng ths paper are rather modest. Only the famlarty wth the most basc notons of the abstract algebra, such as the notons of a commutatve rng, of a module over a commutatve rng, and of endomorphsms and homomorphsms are needed. No substantal results from the abstract algebra are used. A taste for the abstract algebra and a superfcal famlarty wth t should be suffcent for the readng of ths paper. The standard expostons of the theory of lnear recurrence relatons present ths theory over algebracally closed felds of characterstc 0, or even only over the feld of complex numbers. In contrast, such restrctons are very unnatural from our pont of vew. The methods of ths paper apply equally well to all commutatve rngs wth unt and wthout zero dvsors; no assumptons about the characterstc are needed. Of course, a form of the condton of beng algebracally closed s needed. We assume only that all roots of the characterstc polynomal of the lnear recurrence relaton n queston are contaned n the rng under consderaton ths can be done usng any of the standard approaches to the theory also). Structure of the paper. The man results are stated and proved n Secton 7, whch depends on all prevous ones. Sectons 1 6 are ndependent wth only one excepton: Secton 3 depends on both Secton 1 and 2. All references are relegated to the Note bblographque at the end. The reasons are the same as N. Bourbak s reasons for not ncludng any references wth the excepton of hs Notes hstorques. We denote by Z the rng of ntegers and by N the set of non-negatve ntegers. We denote by k a fxed entre rng,.e. a commutatve rng wth a unt wthout zero dvsors and such that ts unt s not equal to ts zero. There s a canoncal rng homomorphsm Z k takng 0, 1 Z to the zero and the unt of k respectvely, makng k nto a Z-algebra, and every k-module nto a Z-module. We dentfy 0, 1 Z wth ther mages n k. 2

3 1. Dvded dervatves of polynomals Polynomals n two varables. Let x be a varable, and let k[x] be the k -algebra of polynomals n x wth coeffcents n k. Let y be some other varable, and let k[x, y] be the k -algebra of polynomals n two varables x, y wth coeffcents n k. As s well known, k[x, y] s canoncally somorphc to the k -algebra k[x][y] of polynomals n y wth coeffcents n k[x]. We wll dentfy these two algebras. Ths allows us to wrte any polynomal fx, y) n two varables x, y n the form fx, y) = n = 0 g nx)y n. In fact, ths sum s obvously fnte. Equvalently, the polynomals g n x) are equal to 0 for all suffcent bg n N. The polynomals g n x) are unquely determned by fx, y). The defnton of the dvded dervatves. Let px) k[x]. Then px hence px y) has the form y) k[x, y], and 1) px y) = n = 0 δn p)x)y n, for some polynomals δ n p)x) unquely determned by px). The sum n 1) s actually fnte. Equvalently, δ n p)x) = 0 for all suffcent bg n N. The coeffcent δ n p)x) n front of y n n the sum n 1) s called the n-th dvded dervatve of the polynomal px). We wll also denote δ n p)x) by δ n px) ) or δ n px). Operators δ n. Let n N. By assgnng δ n px) k[x] to px) k[x] we get a map δ n : px) δ n px). Clearly, δ n s a k-lnear operator k[x] k[x]. After substtuton y = 0 the equaton 1) reduces to px) = δ 0 px). Therefore, δ 0 = d = d k[x] Theorem Lebnz formula). Let fx), gx) k[x], and let n N. Then δ n fx)gx)) = j = n δ fx)δ j gx). 3

4 Proof. By applyng 1) to px) = fx) and to px) = gx), we get fx y) = = 0 δ fx)y, gx y) = j = 0 δj gx)y j. By multplyng these two denttes, we get fx y)gx y) =,j = 0 δ fx)y δ j gx)y, and hence fx y)gx y) =,j = 0 δ fx) δ j gx)y j = ) n = 0 j = n δ fx) δ j gx) y n. The theorem follows Corollary Lebnz formula for δ 1 ). Let fx), gx) k[x]. Then δ 1 fx)gx)) = δ 1 fx)gx) + fx)δ 1 gx). In other terms, δ 1 s a dervaton of the rng k[x] Lemma. ) δ 0 1) = 1 and δ n 1) = 0 for all n 1. ) δ 0 x = x, δ 1 x = 1, and δ n x = 0 for all n 2. Proof. As we noted above, δ 0 = d. In partcular, δ 0 1) = 1. For px) = 1, the formula 1) takes the form 2) 1 = δ 0 1)y 0 + n = 1 δn 1)y n. Snce δ 0 1)y 0 = 1 y 0 = 1, the formula 2) mples that 0 = n = 1 δn 1)y n. It follows that δ n 1 = 0 for n 1. Ths proves the part ) of the lemma. For px) = x, the formula 1) takes the form x + y = δ 0 x)y 0 + δ 1 x)y 1 + It follows that δ 0 x) = x, ) of the lemma. n = 2 δn x)y n. δ 1 x) = 1, and δ n x) = 0 for all n 2. Ths proves the part 4

5 1.4. Lemma. δ 1 x n ) = nx n 1 for all n N, n 1. Proof. The case n = 1 was proved n Lemma 1.3. Suppose that n N, n 1, and we already know that δ 1 x n ) = nx n 1. By Corollary 1.2, δ 1 x n 1 ) = δ 1 x x n ) = δ 1 x)x n + xδ 1 x n ) = 1 x n + xnx n 1 ) = x n + nx n = n 1)x n. An applcaton of nducton completes the proof. Remark. By Lemma 1.4, the operator δ 1 : k[x] k[x] agrees on the powers x n k[x] wth the operator d: fx) f x) of takng the usual formal dervatve. Snce both these operators are k-lnear, δ 1 = d. But f N, 2, then the operator δ s not equal to the operator of takng the -th dervatve. Ths mmedately follows ether from Lemma 1.5 or from Theorem 1.7 below. Bnomal coeffcents. Let n N. For N, n n) N, by the bnomal formula n, we defne the bnomal coeffcents 3) x + y) = n = 0 n n) x n y n. Gven arbtrary numbers a, b N, we defne a b) as n b b), where n = a b. Gven arbtrary ntegers a, b Z, we set a b) = 0 f at least one of the numbers a, b s not n N. We prefer the notaton a b) to the classcal one by the typographcal reason, and because the new notaton helps to brng to the lght the fact that we do not use any propertes of a b) except the above defnton Lemma. δ n x ) = n n) x n. Proof. It s suffcent to compare 3) wth the defnton 1) of dvded dervatves. The left shft operator. The left shft operator λ: k[x] k[x] s just the operator of multplcaton by the polynomal x: λpx) = λp)x) = xpx). 5

6 The reasons for callng λ the left shft operator wll be clear later. The man property of the left shft operator and the dvded dervatves s the followng commutaton relaton Theorem. Let us set δ 1 = 0. Then 4) δ n λ λ δ n = δ n 1. for all n N. Proof. Let px) k[x], and let y be a varable dfferent from x. By the Lebnz formula from Theorem 1.1, δ n xpx) ) = j = n δ x) δ j px) ). But by Lemma 1.3, δ 0 x = x, δ 1 x = 1, and δ x = 0 for 2. Therefore δ n xpx) ) = xδ n px) ) + δ n 1 px) ), or, what s the same, δ n xpx)) xδ n px) ) = δ n 1 px) ). Rewrtng the last dentty n terms of λ, we get δ n λp)x) ) λ δ n px) )) = δ n 1 px) ),.e. δ n λ px) ) λ δ n px) ) = δ n 1 px) ). Snce px) k[x] was arbtrary, ths proves the theorem. The followng theorem wll be not used n the rest of the paper Theorem Composton of dvded dervatves). Let n, m N. Then δ n δ m = m n) δ n+m. Proof. Let px) k[x]. Let u, z be two new varables dfferent from both x and y. If we apply 1) to u, z n the role of x, y respectvely and use m nstead of n), we get pu z) = m = 0 δm p)u)z m. Let us set u = x y and apply 1) to each polynomal δ m p)x y): 6

7 5) px y) z) = m = 0 δm p)x y) z m = m = 0 n = 0 δn δ m p)x) y n) z m = m, n = 0 δn δ m p)x) y n z m Alternatvely, we can apply 1) to y z n the role of y and then apply 3): 6) px y z)) = k = 0 δk px) y z) k = m+n=k m n)ym z n) k = 0 δk px) = m, n = 0 δm+n px) m n)y m z n = m m, n = 0 n)δm+n px) y m z n. By the assocatvty of the addton, x y) z = x y z) and hence px y) z) = px y z)). By combnng ths equalty wth 5) and 6) we conclude that δ n δ m px)) = m n)δ m+n px)) for all px) k[z] and n, m N. The theorem follows. 2. Sequences and dualty Sequences. A sequence of elements of a set X s defned as a map N X. For a sequence s we usually denote the value s), N by s and often call t the -th term of s. The set of all sequences of elements of X wll be denoted by S X. We are, frst of all, nterested n the case when X s a k-module, and especally n the case when X s equal to k consdered as a k-module. When t s clear from the context to what set X the terms of the consdered sequences belong, we call the sequences of elements of X smply sequences. Let M be a k-module. Then the set S M has a canoncal structure of a k-module. The k-module operatons on S M are the term-wse addton of sequences and the term-wse multplcaton of sequences by elements of k, defned n the followng obvous way. 7

8 The term-wse sum r s of sequences r, s S M s defned by r s) = r s, and the term-wse product cs of c k and s S M s defned by cs) = cs. Modules of homomorphsms. Let M, M be k-modules. Then the set HomM, M ) of k-homomorphsms M M has a canoncal structure of a k-module. The addton s defned as the addton of k-homomorphsms, and the product af of an element a k and a k-homomorphsms F: M M s defned by af)m) = afm), where m M. Note that the obvous) verfcaton of the fact that af s a k-homomorphsm uses the commutatvty of k. We are mostly nterested n the case of M = k[x], and especally n the case of M = k[x] and M = k, where k[x] s consdered as a k-module by forgettng about the multplcaton of elements of k[x], and the rng k s consdered as a module over tself. For the rest of ths secton M denotes a fxed k-module. A parng between S M and k[x]. Consder a sequence s S M and a polynomal px) = = 0 c x k[x]. Of course, the sum here s actually fnte,.e. c = 0 for all suffcently large. Let s, px) = = 0 c s M. Snce c = 0 for all suffcently large, the sum n the rght hand sde of ths formula s well defned. The map defned by, : S M k[x] M, : s, px)) s, px) s our parng between k[x] and S M. Obvously, t s a k-blnear map and hence ndeed deserves to be called a parng). The parng, defnes a k-lnear map D M : S M Hom k[x], M ) by the usual rule D M s): px) s, px). 8

9 Note that, obvously, s, x = s for every s S M, 7) s = D M s) x ) n N. Therefore for every N and every s S M Theorem Dualty). The parng, s non-degenerate n the sense that the map D M : S M Hom k[x], M ) s an somorphsm of k-modules. Proof. Note that k-homomorphsm F: k[x] M s determned by ts values Fx ) on the monomals x, N because every polynomal px) k[x] s a fnte sum of powers x, N wth coeffcents n k ). By 7) the terms s of a sequence s S M are equal to the values D M s)x ). It follows that all terms of s, and hence the sequence s are determned by the homomorphsm D M s). Therefore, the map D M s njectve. In order to prove that D M s surjectve, let us consder an arbtrary k-homomorphsm F: k[x] M. Let s S M be the sequence wth s = Fx ). Then k-homomorphsms F and D M s) take the same values at all powers x. It follows that F = D M s) cf. the prevous paragraph). Therefore, the map D M s surjectve. The theorem follows. Each k-endomorphsm E: k[x] k[x] defnes ts dual endomor- Dual endomorphsms. phsm E : Hom k[x], M ) Hom k[x], M ) by the usual formula E h) = h E, for all k-homomorphsms h: k[x] M. Obvously, f E, F are two k-endomorphsms k[x] k[x], then E F) = F E. Adjont endomorphsms. Let M be a k-module. Snce D M s an somorphsm by Theorem 2.1, we can use D M to turn the dual map E : Homk[x], M) Homk[x], M) of an endomorphsm E: k[x] k[x] nto a map S M S M. Namely, let E = D M ) 1 E D M : S M S M. Then D M E = E D M. We wll call E the adjont endomorphsm of E. 9

10 For every par E, F: k[x] k[x] of k-endomorphsms E F) = F E. Ths mmedately follows from the correspondng property E F) = F E of dual endomorphsms Lemma. Let M be a k-module, and let E: k[x] k[x] be a k-endomorphsm. The adjont map S M S M s the unque map E such that 8) p, E s) = Ep), s for all p = px) k[x], s S M. Proof. Let p = px) k[x] and let s S M. By the defnton of D M we have: p, E s) = D M E s) ) p ) = D M E s) ) p ) ; Ep), s = D M s) Ep) ) = E D M s) ) p ) = E D M s) ) p ). Therefore, 8) s equvalent to D M E s) ) p ) = E D M s) ) p ). It follows that 8) holds for all p = px) k[x], s S M f and only f D M E = E D M. The lemma follows. 3. Adjonts of the left shft and of dvded dervatves As n the prevous secton, M denotes a fxed k-module. The adjont of the left shft operator. Let L = λ, where λ s the left shft operator from Secton 1. In vew of the followng lemma call L also the left shft operator Lemma. For every sequence s S M the terms of the sequence Ls) are Ls) ) = s 1. Proof. Recall that s = s, x for any sequence s S M. Therefore by Lemma 2.2 Ls) ) = Ls), x = λ s), x = s, λx ) = s, x 1 = s 1. The lemma follows. 10

11 3.2. Corollary. For every n N and every sequence s S M the terms of the sequence L n s) are L n s) ) = s n. Proof. For n = 0 the corollary s trval, because L 0 = d. For n 1 the corollary follows from Lemma 3.1, f we use an nducton by n. The adjonts of the dvded dervatves. Let D n = δ n ), where n N and δ n s the n-th dvded dervatve operator from Secton 1. Recall see Secton 1) that δ 0 : k[x] k[x] s the dentty of k[x]. Therefore D 0 : S M S M s also the dentty of S M. Recall that n Theorem 1.6 we also ntroduced operator δ 1. Let D 1 = δ 1 ). Snce δ 1 = 0 by the defnton, we have D 1 = 0. The followng commutaton relatons are the most mportant for our purposes propertes of the adjont operators L = λ and D n = δ n ) Theorem. For every α k and every n N L D n D n L = D n 1 and L α) D n D n L α) = D n 1, where we nterpret α as the operator S M S M of multplcaton by α k. Proof. By takng the adjont dentty of the dentty 4) from Theorem 1.6, we get δ n λ ) λ δ n ) = δ n 1 ), and hence λ δ n) δ n ) λ = δ n 1). In vew of the defntons of L and D n, ths mples the frst dentty of the theorem. Snce D n s a k-lnear operator, we have α D n = D n α, where α s nterpreted as the multplcaton operator. Clearly, the frst dentty of the theorem together wth α D n = D n α mples the second one. The sequences sα) and sα, n). Let α k and n N. Let us defne sequences sα) and sα, n) by sα) = α and sα, n) = D n sα) ). 11

12 Obvously, sα, 0) = sα). Note that sα) 0 even f α = 0, because sα) 0 = α 0 = 1 by the defnton for all α k. For explct formulas for sequences sα, n) wth n 1 the reader s referred to Theorem 3.6 below. No such formulas are used n ths paper Lemma. Let α k and s S M. Then L α ) s) = 0 f and only f s has the form s = βsα), where β k. Proof. The condton L α ) s) s equvalent to Ls) = αs. The latter condton holds f and only f Ls) ) n = αs n for all n N. By Lemma 3.1 Ls) ) n = s n 1. Therefore, ) L α s) = 0 f and only f sn 1 = αs n for all n N. An applcaton of the nducton completes the proof Lemma. Suppose that a N, α k, and s S M. If n a, then L α ) a sα, n) ) = sα, n a). Proof. The lemma s trval f a = 0. Let us prove the lemma for a = 1. In vew of the defnton of sequences sα, n), we need to prove that L α ) D n sα) )) = D n 1 sα) ). By applyng the second dentty of Theorem 3.3 to sα), we get L α) D n sα) ) D n L α) sα) ) = D n 1 sα) ), whch s equvalent to L α) D n sα) )) D n L α) sα) )) = D n 1 sα) ). Snce L α ) sα) ) = 0 by Lemma 3.4, we see that L α) D n sα) )) = D n 1 sα) ), ) ).e. L α sα, n) = sα, n 1). Ths proves the lemma for a = 1. The general case follows from ths one by nducton. The followng theorem s not used n the rest of the paper. 12

13 3.6. Theorem. Let n N. For every sequence s S M the terms of the sequence D n s) are D n s) ) = n n)s n. In addton, for every α k the terms of the sequence sα, n) are sα, n) ) = n n)α n. Proof. Recall that s = s, x for any sequence s S M. Together wth Lemma 2.2 ths fact mples that D n s) ) = D n s), x = δ n ) s), x = s, δ n x ). Snce δ n x ) = n n) x n by Lemma 1.5, we have s, D n x ) = s, n n) x n = n n) s, D n x n ) = n n)s n. The frst part of the theorem follows. Let us apply the frst part to s = sα). We get sα, n) = D n sα) )) = n n)sα) n = n n)α n. Ths proves the second part of the theorem. 4. Endomorphsms and ther egenvalues Representaton of the polynomal algebra defned by an endomorphsm. Let x be a varable, and let k[x] be the k -algebra of polynomals n x wth coeffcents n k. Let M be a k-module. The k-endomorphsms M M form a k -algebra End M wth the composton as the multplcaton. For every k-endomorphsms E: M M and every a N we wll denote by E a the a-fold composton E E... E. As usual, we nterpret the 0-fold composton E 0 as the dentty endomorphsm d End M. 13

14 For a k-module endomorphsm E: M M and a polynomal fx) = c 0 x n + c 1 x n 1 + c 2 x n c n k[x] one can defne an endomorphsm fe): M M by the formula fe) = c 0 E n + c 1 E n 1 + c 2 E n c n. The map fx) fe) s a homomorphsm k[x] End M of k-algebras. Ths follows from the obvous denttes x a x b = x a b and E a E b = E a b. Ths homomorphsm defnes a structure of k[x]-module on M. Of course, ths structure depends on E. We wll denote by k[e] the mage of the homomorphsm fx) fe). commutatve, the mage k[e] s a commutatve subalgebra of End M. Snce k[x] s Egenvalues. Suppose that a k-module endomorphsm E: M M s fxed. Let α k. The kernel KerE α) s called the egenmodule of E correspondng to α and s denoted also by E α. Clearly, E α s a k-submodule of M. An element α k s called an egenvalue of E f the kernel E α = KerE α) 0. The set of elements v M such than E α) v) = 0 for some N s called the extended egenmodule of E correspondng to α and s denoted by Nlα). Clearly, Nlα) s a k- submodule of M Lemma. Let α k. Then the followng statements hold. ) The submodules E α and Nlα) are E-nvarant. ) E α and Nlα) are k[x]-submodules of M. ) The submodule Nlα) s non-zero f and only f α s an egenvalue. Proof. Let us prove ), ) frst. Note that E α) E = E E α) for every N, because k[e] s a commutatve subalgebra of End M. Therefore, f E α) v) = 0, then E α) Ev)) = ) E α) E v) = E E α) ) ) v) = E E α) v) In the case = 1 ths mples that EE α ) E α. In general, ths mples that EKerE α) ) KerE α), and hence ENlα)) Nlα). Ths proves ), and ) mmedately follows. = 0. 14

15 Fnally, let us prove ). Suppose that v 0 and E α) v) = 0. Let be the smallest nteger such that E α) v) = 0. Note that > 0 because v 0. Let w = E α) 1 v). Then w 0 and E α)w) = 0. Therefore E α = KerE α) 0. Ths proves ). Torson free modules. A k-module M s called torson-free, f αm = 0 mples that ether α = 0, or m = 0, where α k and m M. Snce k s assumed to be a rng wthout zero dvsors, k n s a torson free module for any non-zero n N. For the rest of ths secton we wll assume that M s a torson-free module Lemma. Let α 1, α 2,..., α n be dstnct egenvalues of an endomorphsm E: M M. Let Ker 1, Ker 2,..., Ker n be the correspondng egenmodules,.e. Ker = KerE α ) for each = 1, 2,..., n. Then the sum of these egenmodules s a drect sum,.e. an element v Ker 1 + Ker Ker n admts only one presentaton v = v 1 + v v n wth v Ker for all = 1, 2,..., n. Proof. It s suffcent to prove that f v 1 v 2... v n = 0 and v Ker for all, then v 1 = v 2 =... = v n = 0. Suppose that v 1 v 2... v n = 0, v Ker for all, and not all v are equal to 0. Consder the maxmal nteger m such that 9) v 1 + v v m = 0 for some elements v Ker such that v m 0. Note that n ths case v 0 also for some m 1, n vew of 9). By applyng E α m to 9), we get E α m )v 1 ) E α m )v m 1 ) + E α m )v m ) = 0. Snce v Ker = KerE α ) and therefore Ev ) = α v for all, we see that 10) α 1 α m )v α m 1 α m )v m 1 + α m α m )v m = 0, 11) α 1 α m )v α m 1 α m )v m 1 = 0. Snce the egenvalues α are dstnct, α α m 0 for m 1. Snce our module M s assumed to be torson-free, ths mples that α α m )v 0 f m 1 and v 0. As we noted above, v 0 for some m 1. Therefore, the equalty 11) contradcts to the choce of m. Ths contradcton proves the lemma. 15

16 4.3. Lemma. Let α 1, α 2,..., α n be dstnct egenvalues of an endomorphsm E: M M. Let Nl 1, Nl 2,..., Nl n be the correspondng extended egenmodules,.e. Nl = Nlα ) for = 1, 2,..., n. Then the sum of these extended egenmodules s a drect sum,.e. an element v Nl 1 + Nl Nl n admts only one presentaton v = v 1 + v v n wth v Nl for all = 1, 2,..., n. Proof. It s suffcent to prove that f v 1 v 2... v n = 0 and v Nl for all, then v 1 = v 2 =... = v n = 0. Suppose that v 1 v 2... v n = 0, v Nl for all, and not all v are equal to 0. The proof proceeds by replacng, n several steps no more than n), the orgnal elements v by new ones n such a way that eventually not only v Nl, but, moreover, v Ker = KerE α ), and stll not all v are equal to 0. Obvously, ths wll contradct to Lemma 4.2. Let E = E α for all = 1, 2,..., n. If = 1, 2,..., n 1, or n, then E 0 v ) v and E a v ) = 0 for some nteger a 1. If v 0, then we defne a as the largest nteger a 0 such E a v ) 0. Then E a v ) 0 and E a 1 v ) = 0. In partcular, E α )E a v )) = E E a v )) = E a 1 v ) = 0, and hence E a v ) Ker. If v = 0, then we set a = 0 and E a v ) Ker s stll true. Let us fx an nteger k between 1 and n. Let w = E a k k v ), where = 1, 2,..., n. By applyng E a k k to v 1 v 2... v n = 0, we conclude w 1 w 2... w n = 0. Note that snce the submodules Nl are E-nvarant by Lemma 4.1, w Nl for every. Clam 1. If v 0, then w = 0. Proof of Clam 1. If = k and v = v k 0, a k. Suppose that k and v 0. Then E a w ) = E a E a k k v ) ) = E a k k then w = w k = E a k k v k) 0 by the choce of E a v ) ) But E a v ) Ker and E a v ) 0 by the choce of a. Snce E acts of Ker as the multplcaton by α, we have E a k k E a v ) ) = E α k ) a k E a v ) ) = α α k ) a k E a v ) ). Snce α α k and k s a rng wthout zero dvsors, α α k ) a k 0. Snce M s a torson free k-module and E a v ) 0, ths mples that α α k ) a k E a v ) ) 0. It follows that E a w ) = α α k ) a k E a v ) ) 0, 16

17 and hence w 0. Ths completes the proof of the clam. Clam 2. If v Ker, then w Ker. Proof of Clam 2. Suppose that v Ker,.e. E v ) = 0. Snce E = E α and E k = E α k obvously commute, t follows that E w ) = E E a k k v )) = E a k k E v )) = 0. Ths proves the clam. To sum up, we see that by applyng E a k k to the equalty v 1 v 2... v n = 0 wth v Nl for all we get another equalty w 1 w 2... w n = 0 such that for all : ) w Nl ; ) f v 0, then w 0; ) f v Ker, then w Ker. In addton, w k = E a k k v k) Ker k even f v k dd not belonged to the egenmodule Ker k. Therefore, we can take w 1, w 2,..., w n as the new elements v 1, v 2,..., v n, ncreasng the number of elements belongng to the correspondng egenmodules by an approprate choce of k f some v dd not belonged to egenmodules yet). It follows that by startng wth the equalty v 1 v 2... v n = 0 and consecutvely applyng endomorphsms E a k k for k = 1, 2,..., n, we wll eventually prove the equalty v 1 v 2... v n = 0 for some new vectors v such that v Ker for all, and stll not all v are equal to 0. The contradcton wth Lemma 4.2 completes the proof Lemma. Let E: M M be an endomorphsm of M and let α be an egenvalue of E. Suppose that v Nlα). Let a 0 be the largest nteger such that E α) a v) 0, and let v = E α) v) for = 0, 1,..., a. Then the homomorphsm k a 1 M defned by x 0, x 1,..., x a ) x 0 v 0 + x 1 v x a v a s an somorphsm onto ts mage. In partcular, v 0, v 1,..., v a k-submodule of M. are free generators of a free Proof. It s suffcent to prove that our homomorphsm s njectve. In other terms, t s suffcent to prove that f 12) x 0 v 0 + x 1 v x a v a = 0 17

18 for some x 0, x 1,..., x a k, then x 0 = x 1 =... = x a = 0. Suppose that 12) holds and x 0 for some. Let b N be the mnmal nteger wth the property x b 0. Let us apply E α) a b to 12). Note that f > b, then ) E α) a b v ) = E α) a b E α) v) E α) a b v) = 0 because a b > a and E α) n v) = 0 for n > a by the choce of a. Therefore, the operator E α) a b takes the left hand sde of 12) to ) x b E α) a b v b ) = x b E α) a b E α) b v) = x b E α) a b b v) = x b E α) a v), and hence the result of applcaton of E α) a b to 12) s 13) x b E α) a v) = 0. But E α) a v) 0 by the choce of a, and x b 0 by the choce of b. Snce the module M s assumed to be torson free, these facts together wth 13) lead to a contradcton. Ths contradctons shows that 12) may be true only f x = 0 for all. 5. Torson modules and a property of free modules Torson modules. An element m M of a k-module M s called a torson element f xm = 0 for some non-zero x k. A k-module M s called a torson module f every element of M s a torson element Lemma. Let n N. If M s a k-submodule of a k-module N and both M and N are somorphc to k n, then the quotent N/M s a torson module. Proof. Suppose that N/M s not a torson module. Then there s an element v N/M such that αv 0 f α 0. For such a v the map α αv s an njectve homomorphsm of k-modules k N/M. Let us lft v N/M to an element v 0 N, so v s the mage of v 0 under the canoncal surjecton N N/M. Then the map α αv 0 s an njectve homomorphsm of k-modules k N. Clearly, f v 1, v 2,..., v n s a bass of M whch exsts because M s somorphc to k n ), then v 0, v 1,..., v n s a bass of kv 0 M. Therefore, kv 0 M s a submodule somorphc to k n 1 of the module N somorphc to k n. In partcular, there exst an njectve k- homomorphsm J: k n 1 k n. 18

19 Snce k has no zero dvsors, t can be embedded nto ts feld of fractons, whch we wll denote by F. Moreover, the k-homomorphsm k n 1 k n extends to an F-lnear map F n 1 F n, whch we wll denote by J F. Clam. J F s njectve. Proof of the clam. Suppose y 0, y 1,..., y n ) F n 1 s non-zero and belongs to the kernel of J F. Snce F s the feld of fractons of k, there s an element z k such that zy 0, zy 1,..., zy n k. For such an element z k the n 1)-tuple zy 0, zy 1,..., zy n ) belongs to k n 1, and Jzy 0, zy 1,..., zy n ) = J F zy 0, zy 1,..., zy n ) = z J F y 0, y 1,..., y n ) = z0 = 0. Snce F s the feld of fractons of k, y 0, y 1,..., y n ) 0 mples that the n 1)-tuple zy 0, zy 1,..., zy n ) 0. At the same tme ths n 1)-tuple belongs to the kernel of J, n contradcton wth the njectvty of J. The clam follows. As s well known, for a feld F there are no njectve F-lnear maps F n 1 F n. The contradcton wth the above clam proves that N/M s ndeed a torson module. 6. Polynomals and ther roots 6.1. Lemma. Let px) k[x] be a polynomal wth leadng coeffcent 1, and let α k. Then α k s a root of px) f and only f 14) px) = x α)qx) for some polynomal qx) k[x] wth leadng coeffcent 1. If α s a root, then qx) s unquely determned by 14). Proof. Suppose that px) = x α)qx) and both px), qx) have the leadng coeffcents 1. Then deg qx) = deg px) 1 and the polynomals px), qx) have the form px) = x n + c 1 x n a n 1 x + c n, qx) = x n 1 + d 1 x n d n 2 x + d n 1, where c 1,..., c n, d 1,..., d n 1 k. Let us compute the product x α)qx) = x α) x n d n 2 x + d n 1 ). 19

20 Obvously, x α)qx) = x n + d 1 x n d n 2 x 2 + d n 1 x αx n 1... αd n 3 x 2 αd n 2 x αd n 1. It follows that px) = x α)qx) f and only f c 1 = d 1 α c 2 = d 2 αd 1... = c n 1 = d n 1 αd n 2 c n = αd n 1, or, equvalently, d 1 = α + c 1 d 2 = αd 1 + c 2... = d n 1 = αd n 2 + c n 1 αd n 1 + c n = 0. These equaltes allow to compute the coeffcents d 1, d 2,..., d n 1 n terms of the coeffcents c 1, c 2,..., c n 1. Namely, d 1 = α + c 1 and d = α + c 1 α 1 + c 2 α c 1 α + c for 2 n 1. Therefore, the last equalty αd n 1 c n = 0 holds f and only f α α n 1 + c 1 α n c n 1 α ) + c n = 0,.e. f and only f pα) = 0. The lemma follows Corollary. Let px) k[x] be a polynomal wth leadng coeffcent 1, and let α k. Then there s a number m N and a polynomal rx) k[x] such that px) = x α) m rx) and α s not a root of rx). The number m and the polynomal rx) are unquely determned by px) and α. Proof. If pα) 0, then, obvously, m = 0 and rx) = px). If pα) = 0, we can apply Lemma 6.1. If qα) 0, then m = 1, rx) = qx) and we are done. If qα) = 0, then we can apply Lemma 6.1 agan. Eventually we wll get a presentaton px) = x α) m rx) such that rα) 0. By consecutvely applyng the unqueness part of Lemma 6.1, we 20

21 see that x α) m 1 rx), x α) m 2 rx),..., and, eventually, m and rx) are unquely determned by px) and α. The multplcty of a root. We wll denote by deg px) the degree of the polynomal px). If α s a root of px), then the number m from Corollary 6.2 s called the multplcty of the root α Corollary. Let px) k[x] be a polynomal wth leadng coeffcent 1. The number k of dstnct roots of px) s fnte and k deg px). If α 1, α 2,..., α k s the lst of all dstnct roots of px), and f µ 1, µ 2,..., µ k are the respectve multplctes of these roots, then 15) px) = x α 1 ) µ1 x α2 ) µ2 x α k ) µk rx), where rx) k[x] has no roots n k. The polynomal rx) s unquely determned by px). Proof. By consecutvely applyng the exstence part of the Corollary 6.2, we see that a factorzaton of the form 15) exsts. Smlarly, the unqueness of rx) follows from the unqueness part of Corollary 6.2. Polynomals wth all roots n k. Agan, let px) k[x] be a polynomal wth leadng coeffcent 1. We say that px) has all roots n k, f n the factorzaton 15) the polynomal rx) = 1. In other words, px) has all roots n k, f px) has the form px) = x α 1 ) µ1 x α2 ) µ2 x α k ) µk, for some α 1, α 2,..., α k k and some non-zero µ 1, µ 2,..., µ k N. Obvously, then deg px) = µ 1 µ 2... µ k. 7. The man theorems Let us fx for the rest of ths secton a polynomal px) = x n + c 1 x n c n 1 x + c n k[x] wth the leadng coeffcent 1. Consder the left shft operator L: S k S k from Secton 2. As t was explaned n Secton 4, the operator L defnes a homomorphsm of k -algebras k[x] End S k by the rule fx) fl). We are nterested n the kernel Ker pl). 21

22 7.1. Lemma. A sequence s S k belongs to Ker pl) f and only f 16) s + c 1 s c n 1 s n 1 + c n s n = 0 for all N, n. Proof. Let us compute the terms of pl)s), usng Corollary 3.2 at the last step: pl)s) ) = L n + c 1 L n c n 1 L + c n )s) ) = L n s) ) + c 1 L n 1 s) ) c ) n 1 Ls) + c ) n s = s n + c 1 s n c n 1 s 1 + c n s. Ths calculaton shows that s Ker fl) f and only f 17) s n + c 1 s n c n 1 s 1 + c n s = 0 for all ntegers 0. Clearly, 17) holds for all ntegers 0 f and only f 16) holds for all ntegers n. The lemma follows. Remark. Classcally, a sequence s S k s called recurrent f ts terms satsfy 16) for all N, n, and the equaton 16) s called a lnear recurrence relaton. Ths explans the ttle of the paper Lemma. The map F: Ker pl) k n defned by F: s s 0, s 1,..., s n 1 ) k n s an somorphsm. In partcular, Ker pl) s a free k-module of rank n. Proof. By Lemma 7.1 the kernel Ker pl) s equal to the k-submodule of S k consstng of sequences s satsfyng the relaton 16) for all N, n. Clearly, 16) allows to compute each term s, n of s as the lnear combnaton of n mmedately precedng terms s 1, s 2,..., s n of s wth coeffcents c 1, c 2,..., c n ndependent of. Therefore, such a sequence s s determned by ts frst n terms s 0, s 1,..., s n 1. Moreover, these n terms can be prescrbed arbtrarly. The lemma follows Theorem. Suppose that α k s a root of px) of multplcty µ. Then pl)sα, a)) = 0 for each a N, 0 a µ 1, where sα, a) are the sequences defned n Secton 3, the paragraph mmedately precedng Lemma

23 Proof. By Corollary 6.2, px) has the form px) = x α) µ qx). Therefore 18) pl) = L α ) µ ) µ. ql) = ql) L α If a µ 1, then µ 1 a 0, and we can present L α ) µ as the followng product: ) µ ) µ 1 a ) ) a. 19) L α = L α L α L α By Lemma ) L α ) a sα, a) ) = sα, a a) = sα, 0) = sα), and by Lemma 3.4, 21) L α ) sα) ) = 0. By combnng 19), 20), and 21), we see that L α ) µ sα, a) ) = 0. By combnng the last equalty wth 18), we get pl) sα, a) ) = ql) L α ) µ sα, a) ) = ql)0) = 0. The theorem follows Theorem. Suppose that px) has all roots n k. Let k be the number of dstnct roots of px), let α 1, α 2,..., α k be these roots, and let µ 1, µ 2,..., µ k be, respectvely, the multplctes of these roots. Then sequences sα u, a), where 1 u k and 0 a µ u 1, are free generators of a free k-submodule of Ker fl). Proof. By Theorem 7.3, all these sequences belong to Ker pl). In partcular, they are generators of a k-submodule of Ker pl). Let us prove that they are free generators. Let 1 u k. By Lemma 3.5, 22) L αu ) µu 1 sαu, µ u 1) ) = sα u, µ u 1) µ u 1)) = sα u, 0) = sα u ). By Lemma 3.4, L α u ) sαu ) ) = 0 and hence L α u ) µ u sα u, µ u 1) = L α u )sα)) = 0. In partcular, sα u, µ u 1) belongs to the extended egenmodule Nlα u ). 23

24 In addton, 22) together wth the fact that sα u ) 0 mples that µ u nteger a such that ) a L αu sαu, µ u 1) ) 0. 1 s the largest Lemma 4.4 mples that the sequences L α u ) a sα, µ u 1) ) for a = 0, 1,..., µ u 1 form a bass of a free submodule of Nlα u ) Ker pl). Snce L αu ) a sαu, µ u ) ) = sα u, µ u a) by Lemma 3.5, ths mples that the sequences sα u, a) for a = 0, 1,..., µ u 1 form a bass of a free submodule of Nlα u ) Ker pl). By combnng ths result wth Lemma 4.3, we see that the sequences sα u, a) from the theorem form a bass of a free submodule of Ker pl). Ths completes the proof Theorem. Let S Ker pl) be the free k-module generated by the sequences sα u, a) from Theorem 7.4. Then the quotent k-module Ker pl))/s s a torson module. Proof. Let n = deg px). By Lemma 7.2, Ker pl) s a free module of rank n,.e. s somorphc to k n. Snce n = µ 1... µ k, we have exactly n sequences sα u, a). By Theorem 7.4, they are free generators of S. In partcular, S s also somorphc to k n. It remans to apply Lemma Corollary. If k s a feld, then S = Ker pl). Proof. A torson module over a feld s equal to 0. Note bblographque Ths note s concerned only wth the works whch nfluenced the present paper. The author dd not attempted to wrte even an ncomplete account of the hstory of the theory of lnear recurrence relatons. The theory of recurrent sequences s an oblgatory topc for any ntroducton to combnatorcs. But all too often the proofs are presented only for Fbonacc numbers, even f the general case s dscussed. The author stumbled upon ths tradton n P. Cameron s textbook [C]. The dscusson of the general case n [C] s lmted by the followng. 24

25 In ths case, suppose that α s a root of the characterstc equaton wth multplcty d. Then t can be verfed that the the d functons α n, nα n,..., n d 1 α n are all solutons of of the recurrence relaton. Dong ths for every root, we agan fnd enough ndependent solutons that k ntal values can be ftted. The justfcaton of ths s the fact that the solutons clamed can be substtuted n the recurrence relaton and ts truth verfed. Ths dscusson gnores at least two sgnfcant ssues. Frst, the clam that the sequences n α n provde solutons cannot be justfed by the substtuton of them n the recurrence relatons and a routne verfcaton smply because they are solutons only f d 1. Second, one needs to prove that these solutons are lnearly ndependent. The standard approach to the general case s based on the theory of generatng functons and the partal fractons expanson of ratonal functons. Ths method s elegantly presented n Chapter 3 of M. Hall s classcal book [H]. A recent presentaton of ths method can be found n Secton 3.1 of M. Agner s book [A]. When ths approach s chosen, the exstence of partal fracton expansons s smply quoted as a tool external to the theory of lnear recurrence relatons. The theory of partal fractons s an applcaton of the theory of modules over prncpal entre rngs. See N. Bourbak [B], Secton 2.3, or S. Lang [L], Secton IV.5. Hence the theory of lnear recurrence relatons s also an applcaton of the theory of modules. Once ths s realzed, t s only natural to use the theory of modules drectly, wthout usng the generatng functons and partal fractons as an ntermedary. Another applcaton of the same part of the theory of modules s the theory of the Jordan normal form. See N. Bourbak [B], Secton 5, or S. Lang, Chapter XIV. Of course, the theory of the Jordan normal form precedes the theory of modules and s usually presented wthout any references to the latter. It s only natural to adapt drectly the standard arguments from the theory of the Jordan normal form to the theory of lnear recurrence relaton. Ths s done n Secton 4 of the present paper, whch was heavly nfluenced by I.M. Gelfand s classcs [G]. The materal of Sectons 2 and 3 took ts present form under the nfluence of G.-C. Rota s deas about the umbral calculus. See, for example, [RR]. The defnton of dvded dervatves was motvated by the desre to prove the man results wthout any restrctons on the characterstc of the base rng k and at the same tme to avode brute force calculatons wth bnomal coeffcents. After ths work For the purposes of ths paper, any calculaton wth bnomal coeffcents usng the well known expresson n terms of factorals s a brute force calculaton. 25

26 was completed, the author came across the paper [D] by J. Deudonné, from whch he learned that ths noton was frst ntroduced by H. Hasse, F.K. Schmdt, and O. Techmüller n 1936, wth applcatons to varous questons of algebra n mnd. See the references n [D]. Ths was a pleasant surprse, especally because a major part of the author s work s devoted to Techmüller modular groups and Techmüller spaces. Bblographe [A] M. Agner, A course n enumeraton, Sprnger-Verlag, Berln, Hedelberg, [B] [C] N. Bourbak, Algèbre, Chaptre VII, Modules sur les anneaux prncpaux, Masson, Pars, 1981 édton orgnale). Sprnger-Verlag, Berln, Hedelberg, 2007 rémpresson nchangée). P.J. Cameron, Combnatorcs: topcs, technques, algorthms. Cambrdge Unversty Press, Cambrdge, [D] J. Deudonné, Le calcul dfférentel dans les corps de caractérstque p > 0, Proceedngs of the Internatonal Congress of Mathematcans, 1954, V. 1, [G] [Ge] [H] I.M. Gelfand, Lectures on lnear algebra Russan), 4th edton, Nauka, Moscow, pp. A.O. Gel fond, The calculus of fnte dfferences n Russan), Gos. zd-vo tekhnkoteoret. lt-ry, Moscow, pp. M. Hall, Jr., Combnatoral theory, Blasdell Publshng Co., Waltham Massachussetts) - Toronto - London, 1967 Orgnal edton). Wley, Hoboken, NJ, 1986 Second edton). [L] S. Lang, Algebra, Revsed 3rd edton, Sprnger-Verlag, New York, [RR] S.M. Roman, G.-C. Rota, The umbral calculus, Advances n Mathematcs, V. 27, No ), December 30, 2014 Aprl 16, 2016 Mnor edts and Note bblographque ) 26

APPENDIX A Some Linear Algebra

APPENDIX A Some Linear Algebra APPENDIX A Some Lnear Algebra The collecton of m, n matrces A.1 Matrces a 1,1,..., a 1,n A = a m,1,..., a m,n wth real elements a,j s denoted by R m,n. If n = 1 then A s called a column vector. Smlarly,

More information

12 MATH 101A: ALGEBRA I, PART C: MULTILINEAR ALGEBRA. 4. Tensor product

12 MATH 101A: ALGEBRA I, PART C: MULTILINEAR ALGEBRA. 4. Tensor product 12 MATH 101A: ALGEBRA I, PART C: MULTILINEAR ALGEBRA Here s an outlne of what I dd: (1) categorcal defnton (2) constructon (3) lst of basc propertes (4) dstrbutve property (5) rght exactness (6) localzaton

More information

FINITELY-GENERATED MODULES OVER A PRINCIPAL IDEAL DOMAIN

FINITELY-GENERATED MODULES OVER A PRINCIPAL IDEAL DOMAIN FINITELY-GENERTED MODULES OVER PRINCIPL IDEL DOMIN EMMNUEL KOWLSKI Throughout ths note, s a prncpal deal doman. We recall the classfcaton theorem: Theorem 1. Let M be a fntely-generated -module. (1) There

More information

Fixed points of IA-endomorphisms of a free metabelian Lie algebra

Fixed points of IA-endomorphisms of a free metabelian Lie algebra Proc. Indan Acad. Sc. (Math. Sc.) Vol. 121, No. 4, November 2011, pp. 405 416. c Indan Academy of Scences Fxed ponts of IA-endomorphsms of a free metabelan Le algebra NAIME EKICI 1 and DEMET PARLAK SÖNMEZ

More information

Polynomials. 1 More properties of polynomials

Polynomials. 1 More properties of polynomials Polynomals 1 More propertes of polynomals Recall that, for R a commutatve rng wth unty (as wth all rngs n ths course unless otherwse noted), we defne R[x] to be the set of expressons n =0 a x, where a

More information

Lectures - Week 4 Matrix norms, Conditioning, Vector Spaces, Linear Independence, Spanning sets and Basis, Null space and Range of a Matrix

Lectures - Week 4 Matrix norms, Conditioning, Vector Spaces, Linear Independence, Spanning sets and Basis, Null space and Range of a Matrix Lectures - Week 4 Matrx norms, Condtonng, Vector Spaces, Lnear Independence, Spannng sets and Bass, Null space and Range of a Matrx Matrx Norms Now we turn to assocatng a number to each matrx. We could

More information

THE CHINESE REMAINDER THEOREM. We should thank the Chinese for their wonderful remainder theorem. Glenn Stevens

THE CHINESE REMAINDER THEOREM. We should thank the Chinese for their wonderful remainder theorem. Glenn Stevens THE CHINESE REMAINDER THEOREM KEITH CONRAD We should thank the Chnese for ther wonderful remander theorem. Glenn Stevens 1. Introducton The Chnese remander theorem says we can unquely solve any par of

More information

FACTORIZATION IN KRULL MONOIDS WITH INFINITE CLASS GROUP

FACTORIZATION IN KRULL MONOIDS WITH INFINITE CLASS GROUP C O L L O Q U I U M M A T H E M A T I C U M VOL. 80 1999 NO. 1 FACTORIZATION IN KRULL MONOIDS WITH INFINITE CLASS GROUP BY FLORIAN K A I N R A T H (GRAZ) Abstract. Let H be a Krull monod wth nfnte class

More information

Difference Equations

Difference Equations Dfference Equatons c Jan Vrbk 1 Bascs Suppose a sequence of numbers, say a 0,a 1,a,a 3,... s defned by a certan general relatonshp between, say, three consecutve values of the sequence, e.g. a + +3a +1

More information

MATH 241B FUNCTIONAL ANALYSIS - NOTES EXAMPLES OF C ALGEBRAS

MATH 241B FUNCTIONAL ANALYSIS - NOTES EXAMPLES OF C ALGEBRAS MATH 241B FUNCTIONAL ANALYSIS - NOTES EXAMPLES OF C ALGEBRAS These are nformal notes whch cover some of the materal whch s not n the course book. The man purpose s to gve a number of nontrval examples

More information

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal Inner Product Defnton 1 () A Eucldean space s a fnte-dmensonal vector space over the reals R, wth an nner product,. Defnton 2 (Inner Product) An nner product, on a real vector space X s a symmetrc, blnear,

More information

Affine transformations and convexity

Affine transformations and convexity Affne transformatons and convexty The purpose of ths document s to prove some basc propertes of affne transformatons nvolvng convex sets. Here are a few onlne references for background nformaton: http://math.ucr.edu/

More information

Representation theory and quantum mechanics tutorial Representation theory and quantum conservation laws

Representation theory and quantum mechanics tutorial Representation theory and quantum conservation laws Representaton theory and quantum mechancs tutoral Representaton theory and quantum conservaton laws Justn Campbell August 1, 2017 1 Generaltes on representaton theory 1.1 Let G GL m (R) be a real algebrac

More information

9 Characteristic classes

9 Characteristic classes THEODORE VORONOV DIFFERENTIAL GEOMETRY. Sprng 2009 [under constructon] 9 Characterstc classes 9.1 The frst Chern class of a lne bundle Consder a complex vector bundle E B of rank p. We shall construct

More information

Restricted Lie Algebras. Jared Warner

Restricted Lie Algebras. Jared Warner Restrcted Le Algebras Jared Warner 1. Defntons and Examples Defnton 1.1. Let k be a feld of characterstc p. A restrcted Le algebra (g, ( ) [p] ) s a Le algebra g over k and a map ( ) [p] : g g called

More information

SL n (F ) Equals its Own Derived Group

SL n (F ) Equals its Own Derived Group Internatonal Journal of Algebra, Vol. 2, 2008, no. 12, 585-594 SL n (F ) Equals ts Own Derved Group Jorge Macel BMCC-The Cty Unversty of New York, CUNY 199 Chambers street, New York, NY 10007, USA macel@cms.nyu.edu

More information

COMPLEX NUMBERS AND QUADRATIC EQUATIONS

COMPLEX NUMBERS AND QUADRATIC EQUATIONS COMPLEX NUMBERS AND QUADRATIC EQUATIONS INTRODUCTION We know that x 0 for all x R e the square of a real number (whether postve, negatve or ero) s non-negatve Hence the equatons x, x, x + 7 0 etc are not

More information

2.3 Nilpotent endomorphisms

2.3 Nilpotent endomorphisms s a block dagonal matrx, wth A Mat dm U (C) In fact, we can assume that B = B 1 B k, wth B an ordered bass of U, and that A = [f U ] B, where f U : U U s the restrcton of f to U 40 23 Nlpotent endomorphsms

More information

ALGEBRA HW 7 CLAY SHONKWILER

ALGEBRA HW 7 CLAY SHONKWILER ALGEBRA HW 7 CLAY SHONKWILER 1 Whch of the followng rngs R are dscrete valuaton rngs? For those that are, fnd the fracton feld K = frac R, the resdue feld k = R/m (where m) s the maxmal deal), and a unformzer

More information

An Introduction to Morita Theory

An Introduction to Morita Theory An Introducton to Morta Theory Matt Booth October 2015 Nov. 2017: made a few revsons. Thanks to Nng Shan for catchng a typo. My man reference for these notes was Chapter II of Bass s book Algebrac K-Theory

More information

The Order Relation and Trace Inequalities for. Hermitian Operators

The Order Relation and Trace Inequalities for. Hermitian Operators Internatonal Mathematcal Forum, Vol 3, 08, no, 507-57 HIKARI Ltd, wwwm-hkarcom https://doorg/0988/mf088055 The Order Relaton and Trace Inequaltes for Hermtan Operators Y Huang School of Informaton Scence

More information

Foundations of Arithmetic

Foundations of Arithmetic Foundatons of Arthmetc Notaton We shall denote the sum and product of numbers n the usual notaton as a 2 + a 2 + a 3 + + a = a, a 1 a 2 a 3 a = a The notaton a b means a dvdes b,.e. ac = b where c s an

More information

On the size of quotient of two subsets of positive integers.

On the size of quotient of two subsets of positive integers. arxv:1706.04101v1 [math.nt] 13 Jun 2017 On the sze of quotent of two subsets of postve ntegers. Yur Shtenkov Abstract We obtan non-trval lower bound for the set A/A, where A s a subset of the nterval [1,

More information

MTH 819 Algebra I S13. Homework 1/ Solutions. 1 if p n b and p n+1 b 0 otherwise ) = 0 if p q or n m. W i = rw i

MTH 819 Algebra I S13. Homework 1/ Solutions. 1 if p n b and p n+1 b 0 otherwise ) = 0 if p q or n m. W i = rw i MTH 819 Algebra I S13 Homework 1/ Solutons Defnton A. Let R be PID and V a untary R-module. Let p be a prme n R and n Z +. Then d p,n (V) = dm R/Rp p n 1 Ann V (p n )/p n Ann V (p n+1 ) Note here that

More information

DISCRIMINANTS AND RAMIFIED PRIMES. 1. Introduction A prime number p is said to be ramified in a number field K if the prime ideal factorization

DISCRIMINANTS AND RAMIFIED PRIMES. 1. Introduction A prime number p is said to be ramified in a number field K if the prime ideal factorization DISCRIMINANTS AND RAMIFIED PRIMES KEITH CONRAD 1. Introducton A prme number p s sad to be ramfed n a number feld K f the prme deal factorzaton (1.1) (p) = po K = p e 1 1 peg g has some e greater than 1.

More information

NOTES ON SIMPLIFICATION OF MATRICES

NOTES ON SIMPLIFICATION OF MATRICES NOTES ON SIMPLIFICATION OF MATRICES JONATHAN LUK These notes dscuss how to smplfy an (n n) matrx In partcular, we expand on some of the materal from the textbook (wth some repetton) Part of the exposton

More information

where a is any ideal of R. Lemma Let R be a ring. Then X = Spec R is a topological space. Moreover the open sets

where a is any ideal of R. Lemma Let R be a ring. Then X = Spec R is a topological space. Moreover the open sets 11. Schemes To defne schemes, just as wth algebrac varetes, the dea s to frst defne what an affne scheme s, and then realse an arbtrary scheme, as somethng whch s locally an affne scheme. The defnton of

More information

DIFFERENTIAL FORMS BRIAN OSSERMAN

DIFFERENTIAL FORMS BRIAN OSSERMAN DIFFERENTIAL FORMS BRIAN OSSERMAN Dfferentals are an mportant topc n algebrac geometry, allowng the use of some classcal geometrc arguments n the context of varetes over any feld. We wll use them to defne

More information

Canonical transformations

Canonical transformations Canoncal transformatons November 23, 2014 Recall that we have defned a symplectc transformaton to be any lnear transformaton M A B leavng the symplectc form nvarant, Ω AB M A CM B DΩ CD Coordnate transformatons,

More information

5 The Rational Canonical Form

5 The Rational Canonical Form 5 The Ratonal Canoncal Form Here p s a monc rreducble factor of the mnmum polynomal m T and s not necessarly of degree one Let F p denote the feld constructed earler n the course, consstng of all matrces

More information

Math 101 Fall 2013 Homework #7 Due Friday, November 15, 2013

Math 101 Fall 2013 Homework #7 Due Friday, November 15, 2013 Math 101 Fall 2013 Homework #7 Due Frday, November 15, 2013 1. Let R be a untal subrng of E. Show that E R R s somorphc to E. ANS: The map (s,r) sr s a R-balanced map of E R to E. Hence there s a group

More information

Problem Set 9 Solutions

Problem Set 9 Solutions Desgn and Analyss of Algorthms May 4, 2015 Massachusetts Insttute of Technology 6.046J/18.410J Profs. Erk Demane, Srn Devadas, and Nancy Lynch Problem Set 9 Solutons Problem Set 9 Solutons Ths problem

More information

Determinants Containing Powers of Generalized Fibonacci Numbers

Determinants Containing Powers of Generalized Fibonacci Numbers 1 2 3 47 6 23 11 Journal of Integer Sequences, Vol 19 (2016), Artcle 1671 Determnants Contanng Powers of Generalzed Fbonacc Numbers Aram Tangboonduangjt and Thotsaporn Thanatpanonda Mahdol Unversty Internatonal

More information

Random Walks on Digraphs

Random Walks on Digraphs Random Walks on Dgraphs J. J. P. Veerman October 23, 27 Introducton Let V = {, n} be a vertex set and S a non-negatve row-stochastc matrx (.e. rows sum to ). V and S defne a dgraph G = G(V, S) and a drected

More information

= z 20 z n. (k 20) + 4 z k = 4

= z 20 z n. (k 20) + 4 z k = 4 Problem Set #7 solutons 7.2.. (a Fnd the coeffcent of z k n (z + z 5 + z 6 + z 7 + 5, k 20. We use the known seres expanson ( n+l ( z l l z n below: (z + z 5 + z 6 + z 7 + 5 (z 5 ( + z + z 2 + z + 5 5

More information

8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS

8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS SECTION 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS 493 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS All the vector spaces you have studed thus far n the text are real vector spaces because the scalars

More information

Ballot Paths Avoiding Depth Zero Patterns

Ballot Paths Avoiding Depth Zero Patterns Ballot Paths Avodng Depth Zero Patterns Henrch Nederhausen and Shaun Sullvan Florda Atlantc Unversty, Boca Raton, Florda nederha@fauedu, ssull21@fauedu 1 Introducton In a paper by Sapounaks, Tasoulas,

More information

Math 594. Solutions 1

Math 594. Solutions 1 Math 594. Solutons 1 1. Let V and W be fnte-dmensonal vector spaces over a feld F. Let G = GL(V ) and H = GL(W ) be the assocated general lnear groups. Let X denote the vector space Hom F (V, W ) of lnear

More information

A CHARACTERIZATION OF ADDITIVE DERIVATIONS ON VON NEUMANN ALGEBRAS

A CHARACTERIZATION OF ADDITIVE DERIVATIONS ON VON NEUMANN ALGEBRAS Journal of Mathematcal Scences: Advances and Applcatons Volume 25, 2014, Pages 1-12 A CHARACTERIZATION OF ADDITIVE DERIVATIONS ON VON NEUMANN ALGEBRAS JIA JI, WEN ZHANG and XIAOFEI QI Department of Mathematcs

More information

a b a In case b 0, a being divisible by b is the same as to say that

a b a In case b 0, a being divisible by b is the same as to say that Secton 6.2 Dvsblty among the ntegers An nteger a ε s dvsble by b ε f there s an nteger c ε such that a = bc. Note that s dvsble by any nteger b, snce = b. On the other hand, a s dvsble by only f a = :

More information

Formulas for the Determinant

Formulas for the Determinant page 224 224 CHAPTER 3 Determnants e t te t e 2t 38 A = e t 2te t e 2t e t te t 2e 2t 39 If 123 A = 345, 456 compute the matrx product A adj(a) What can you conclude about det(a)? For Problems 40 43, use

More information

Linear, affine, and convex sets and hulls In the sequel, unless otherwise specified, X will denote a real vector space.

Linear, affine, and convex sets and hulls In the sequel, unless otherwise specified, X will denote a real vector space. Lnear, affne, and convex sets and hulls In the sequel, unless otherwse specfed, X wll denote a real vector space. Lnes and segments. Gven two ponts x, y X, we defne xy = {x + t(y x) : t R} = {(1 t)x +

More information

PRIMES 2015 reading project: Problem set #3

PRIMES 2015 reading project: Problem set #3 PRIMES 2015 readng project: Problem set #3 page 1 PRIMES 2015 readng project: Problem set #3 posted 31 May 2015, to be submtted around 15 June 2015 Darj Grnberg The purpose of ths problem set s to replace

More information

Maximizing the number of nonnegative subsets

Maximizing the number of nonnegative subsets Maxmzng the number of nonnegatve subsets Noga Alon Hao Huang December 1, 213 Abstract Gven a set of n real numbers, f the sum of elements of every subset of sze larger than k s negatve, what s the maxmum

More information

2 More examples with details

2 More examples with details Physcs 129b Lecture 3 Caltech, 01/15/19 2 More examples wth detals 2.3 The permutaton group n = 4 S 4 contans 4! = 24 elements. One s the dentty e. Sx of them are exchange of two objects (, j) ( to j and

More information

COMBINATORIAL IDENTITIES DERIVING FROM THE n-th POWER OF A 2 2 MATRIX

COMBINATORIAL IDENTITIES DERIVING FROM THE n-th POWER OF A 2 2 MATRIX COMBINATORIAL IDENTITIES DERIVING FROM THE n-th POWER OF A MATRIX J Mc Laughln 1 Mathematcs Department Trnty College 300 Summt Street, Hartford, CT 06106-3100 amesmclaughln@trncolledu Receved:, Accepted:,

More information

REDUCTION MODULO p. We will prove the reduction modulo p theorem in the general form as given by exercise 4.12, p. 143, of [1].

REDUCTION MODULO p. We will prove the reduction modulo p theorem in the general form as given by exercise 4.12, p. 143, of [1]. REDUCTION MODULO p. IAN KIMING We wll prove the reducton modulo p theorem n the general form as gven by exercse 4.12, p. 143, of [1]. We consder an ellptc curve E defned over Q and gven by a Weerstraß

More information

NOTES FOR QUANTUM GROUPS, CRYSTAL BASES AND REALIZATION OF ŝl(n)-modules

NOTES FOR QUANTUM GROUPS, CRYSTAL BASES AND REALIZATION OF ŝl(n)-modules NOTES FOR QUANTUM GROUPS, CRYSTAL BASES AND REALIZATION OF ŝl(n)-modules EVAN WILSON Quantum groups Consder the Le algebra sl(n), whch s the Le algebra over C of n n trace matrces together wth the commutator

More information

A combinatorial problem associated with nonograms

A combinatorial problem associated with nonograms A combnatoral problem assocated wth nonograms Jessca Benton Ron Snow Nolan Wallach March 21, 2005 1 Introducton. Ths work was motvated by a queston posed by the second named author to the frst named author

More information

Bezier curves. Michael S. Floater. August 25, These notes provide an introduction to Bezier curves. i=0

Bezier curves. Michael S. Floater. August 25, These notes provide an introduction to Bezier curves. i=0 Bezer curves Mchael S. Floater August 25, 211 These notes provde an ntroducton to Bezer curves. 1 Bernsten polynomals Recall that a real polynomal of a real varable x R, wth degree n, s a functon of the

More information

Week 2. This week, we covered operations on sets and cardinality.

Week 2. This week, we covered operations on sets and cardinality. Week 2 Ths week, we covered operatons on sets and cardnalty. Defnton 0.1 (Correspondence). A correspondence between two sets A and B s a set S contaned n A B = {(a, b) a A, b B}. A correspondence from

More information

princeton univ. F 17 cos 521: Advanced Algorithm Design Lecture 7: LP Duality Lecturer: Matt Weinberg

princeton univ. F 17 cos 521: Advanced Algorithm Design Lecture 7: LP Duality Lecturer: Matt Weinberg prnceton unv. F 17 cos 521: Advanced Algorthm Desgn Lecture 7: LP Dualty Lecturer: Matt Wenberg Scrbe: LP Dualty s an extremely useful tool for analyzng structural propertes of lnear programs. Whle there

More information

The Ramanujan-Nagell Theorem: Understanding the Proof By Spencer De Chenne

The Ramanujan-Nagell Theorem: Understanding the Proof By Spencer De Chenne The Ramanujan-Nagell Theorem: Understandng the Proof By Spencer De Chenne 1 Introducton The Ramanujan-Nagell Theorem, frst proposed as a conjecture by Srnvasa Ramanujan n 1943 and later proven by Trygve

More information

The Degrees of Nilpotency of Nilpotent Derivations on the Ring of Matrices

The Degrees of Nilpotency of Nilpotent Derivations on the Ring of Matrices Internatonal Mathematcal Forum, Vol. 6, 2011, no. 15, 713-721 The Degrees of Nlpotency of Nlpotent Dervatons on the Rng of Matrces Homera Pajoohesh Department of of Mathematcs Medgar Evers College of CUNY

More information

1 Generating functions, continued

1 Generating functions, continued Generatng functons, contnued. Exponental generatng functons and set-parttons At ths pont, we ve come up wth good generatng-functon dscussons based on 3 of the 4 rows of our twelvefold way. Wll our nteger-partton

More information

The Pseudoblocks of Endomorphism Algebras

The Pseudoblocks of Endomorphism Algebras Internatonal Mathematcal Forum, 4, 009, no. 48, 363-368 The Pseudoblocks of Endomorphsm Algebras Ahmed A. Khammash Department of Mathematcal Scences, Umm Al-Qura Unversty P.O.Box 796, Makkah, Saud Araba

More information

On the partial orthogonality of faithful characters. Gregory M. Constantine 1,2

On the partial orthogonality of faithful characters. Gregory M. Constantine 1,2 On the partal orthogonalty of fathful characters by Gregory M. Constantne 1,2 ABSTRACT For conjugacy classes C and D we obtan an expresson for χ(c) χ(d), where the sum extends only over the fathful rreducble

More information

Beyond Zudilin s Conjectured q-analog of Schmidt s problem

Beyond Zudilin s Conjectured q-analog of Schmidt s problem Beyond Zudln s Conectured q-analog of Schmdt s problem Thotsaporn Ae Thanatpanonda thotsaporn@gmalcom Mathematcs Subect Classfcaton: 11B65 33B99 Abstract Usng the methodology of (rgorous expermental mathematcs

More information

n α j x j = 0 j=1 has a nontrivial solution. Here A is the n k matrix whose jth column is the vector for all t j=0

n α j x j = 0 j=1 has a nontrivial solution. Here A is the n k matrix whose jth column is the vector for all t j=0 MODULE 2 Topcs: Lnear ndependence, bass and dmenson We have seen that f n a set of vectors one vector s a lnear combnaton of the remanng vectors n the set then the span of the set s unchanged f that vector

More information

Example: (13320, 22140) =? Solution #1: The divisors of are 1, 2, 3, 4, 5, 6, 9, 10, 12, 15, 18, 20, 27, 30, 36, 41,

Example: (13320, 22140) =? Solution #1: The divisors of are 1, 2, 3, 4, 5, 6, 9, 10, 12, 15, 18, 20, 27, 30, 36, 41, The greatest common dvsor of two ntegers a and b (not both zero) s the largest nteger whch s a common factor of both a and b. We denote ths number by gcd(a, b), or smply (a, b) when there s no confuson

More information

Subset Topological Spaces and Kakutani s Theorem

Subset Topological Spaces and Kakutani s Theorem MOD Natural Neutrosophc Subset Topologcal Spaces and Kakutan s Theorem W. B. Vasantha Kandasamy lanthenral K Florentn Smarandache 1 Copyrght 1 by EuropaNova ASBL and the Authors Ths book can be ordered

More information

where a is any ideal of R. Lemma 5.4. Let R be a ring. Then X = Spec R is a topological space Moreover the open sets

where a is any ideal of R. Lemma 5.4. Let R be a ring. Then X = Spec R is a topological space Moreover the open sets 5. Schemes To defne schemes, just as wth algebrac varetes, the dea s to frst defne what an affne scheme s, and then realse an arbtrary scheme, as somethng whch s locally an affne scheme. The defnton of

More information

Lecture 5 Decoding Binary BCH Codes

Lecture 5 Decoding Binary BCH Codes Lecture 5 Decodng Bnary BCH Codes In ths class, we wll ntroduce dfferent methods for decodng BCH codes 51 Decodng the [15, 7, 5] 2 -BCH Code Consder the [15, 7, 5] 2 -code C we ntroduced n the last lecture

More information

THERE ARE NO POINTS OF ORDER 11 ON ELLIPTIC CURVES OVER Q.

THERE ARE NO POINTS OF ORDER 11 ON ELLIPTIC CURVES OVER Q. THERE ARE NO POINTS OF ORDER 11 ON ELLIPTIC CURVES OVER Q. IAN KIMING We shall prove the followng result from [2]: Theorem 1. (Bllng-Mahler, 1940, cf. [2]) An ellptc curve defned over Q does not have a

More information

Homework 1 Lie Algebras

Homework 1 Lie Algebras Homework 1 Le Algebras Joshua Ruter February 9, 018 Proposton 0.1 Problem 1.7a). Let A be a K-algebra, wth char K. Then A s alternatve f and only f the folowng two lnear) denttes hold for all a, b, y A.

More information

3.1 Expectation of Functions of Several Random Variables. )' be a k-dimensional discrete or continuous random vector, with joint PMF p (, E X E X1 E X

3.1 Expectation of Functions of Several Random Variables. )' be a k-dimensional discrete or continuous random vector, with joint PMF p (, E X E X1 E X Statstcs 1: Probablty Theory II 37 3 EPECTATION OF SEVERAL RANDOM VARIABLES As n Probablty Theory I, the nterest n most stuatons les not on the actual dstrbuton of a random vector, but rather on a number

More information

Lecture 14 - Isomorphism Theorem of Harish-Chandra

Lecture 14 - Isomorphism Theorem of Harish-Chandra Lecture 14 - Isomorphsm Theorem of Harsh-Chandra March 11, 2013 Ths lectures shall be focused on central characters and what they can tell us about the unversal envelopng algebra of a semsmple Le algebra.

More information

Solutions to the 71st William Lowell Putnam Mathematical Competition Saturday, December 4, 2010

Solutions to the 71st William Lowell Putnam Mathematical Competition Saturday, December 4, 2010 Solutons to the 7st Wllam Lowell Putnam Mathematcal Competton Saturday, December 4, 2 Kran Kedlaya and Lenny Ng A The largest such k s n+ 2 n 2. For n even, ths value s acheved by the partton {,n},{2,n

More information

Problem Solving in Math (Math 43900) Fall 2013

Problem Solving in Math (Math 43900) Fall 2013 Problem Solvng n Math (Math 43900) Fall 2013 Week four (September 17) solutons Instructor: Davd Galvn 1. Let a and b be two nteger for whch a b s dvsble by 3. Prove that a 3 b 3 s dvsble by 9. Soluton:

More information

Problem Do any of the following determine homomorphisms from GL n (C) to GL n (C)?

Problem Do any of the following determine homomorphisms from GL n (C) to GL n (C)? Homework 8 solutons. Problem 16.1. Whch of the followng defne homomomorphsms from C\{0} to C\{0}? Answer. a) f 1 : z z Yes, f 1 s a homomorphsm. We have that z s the complex conjugate of z. If z 1,z 2

More information

C/CS/Phy191 Problem Set 3 Solutions Out: Oct 1, 2008., where ( 00. ), so the overall state of the system is ) ( ( ( ( 00 ± 11 ), Φ ± = 1

C/CS/Phy191 Problem Set 3 Solutions Out: Oct 1, 2008., where ( 00. ), so the overall state of the system is ) ( ( ( ( 00 ± 11 ), Φ ± = 1 C/CS/Phy9 Problem Set 3 Solutons Out: Oct, 8 Suppose you have two qubts n some arbtrary entangled state ψ You apply the teleportaton protocol to each of the qubts separately What s the resultng state obtaned

More information

LECTURE V. 1. More on the Chinese Remainder Theorem We begin by recalling this theorem, proven in the preceeding lecture.

LECTURE V. 1. More on the Chinese Remainder Theorem We begin by recalling this theorem, proven in the preceeding lecture. LECTURE V EDWIN SPARK 1. More on the Chnese Remander Theorem We begn by recallng ths theorem, proven n the preceedng lecture. Theorem 1.1 (Chnese Remander Theorem). Let R be a rng wth deals I 1, I 2,...,

More information

Lecture 10 Support Vector Machines II

Lecture 10 Support Vector Machines II Lecture 10 Support Vector Machnes II 22 February 2016 Taylor B. Arnold Yale Statstcs STAT 365/665 1/28 Notes: Problem 3 s posted and due ths upcomng Frday There was an early bug n the fake-test data; fxed

More information

1 Matrix representations of canonical matrices

1 Matrix representations of canonical matrices 1 Matrx representatons of canoncal matrces 2-d rotaton around the orgn: ( ) cos θ sn θ R 0 = sn θ cos θ 3-d rotaton around the x-axs: R x = 1 0 0 0 cos θ sn θ 0 sn θ cos θ 3-d rotaton around the y-axs:

More information

Polynomials. 1 What is a polynomial? John Stalker

Polynomials. 1 What is a polynomial? John Stalker Polynomals John Stalker What s a polynomal? If you thnk you already know what a polynomal s then skp ths secton. Just be aware that I consstently wrte thngs lke p = c z j =0 nstead of p(z) = c z. =0 You

More information

Games of Threats. Elon Kohlberg Abraham Neyman. Working Paper

Games of Threats. Elon Kohlberg Abraham Neyman. Working Paper Games of Threats Elon Kohlberg Abraham Neyman Workng Paper 18-023 Games of Threats Elon Kohlberg Harvard Busness School Abraham Neyman The Hebrew Unversty of Jerusalem Workng Paper 18-023 Copyrght 2017

More information

k(k 1)(k 2)(p 2) 6(p d.

k(k 1)(k 2)(p 2) 6(p d. BLOCK-TRANSITIVE 3-DESIGNS WITH AFFINE AUTOMORPHISM GROUP Greg Gamble Let X = (Z p d where p s an odd prme and d N, and let B X, B = k. Then t was shown by Praeger that the set B = {B g g AGL d (p} s the

More information

Bernoulli Numbers and Polynomials

Bernoulli Numbers and Polynomials Bernoull Numbers and Polynomals T. Muthukumar tmk@tk.ac.n 17 Jun 2014 The sum of frst n natural numbers 1, 2, 3,..., n s n n(n + 1 S 1 (n := m = = n2 2 2 + n 2. Ths formula can be derved by notng that

More information

arxiv: v1 [math.co] 1 Mar 2014

arxiv: v1 [math.co] 1 Mar 2014 Unon-ntersectng set systems Gyula O.H. Katona and Dánel T. Nagy March 4, 014 arxv:1403.0088v1 [math.co] 1 Mar 014 Abstract Three ntersecton theorems are proved. Frst, we determne the sze of the largest

More information

Appendix B. Criterion of Riemann-Stieltjes Integrability

Appendix B. Criterion of Riemann-Stieltjes Integrability Appendx B. Crteron of Remann-Steltes Integrablty Ths note s complementary to [R, Ch. 6] and [T, Sec. 3.5]. The man result of ths note s Theorem B.3, whch provdes the necessary and suffcent condtons for

More information

MULTIPLICATIVE FUNCTIONS: A REWRITE OF ANDREWS CHAPTER 6

MULTIPLICATIVE FUNCTIONS: A REWRITE OF ANDREWS CHAPTER 6 MULTIPLICATIVE FUNCTIONS: A REWRITE OF ANDREWS CHAPTER 6 In these notes we offer a rewrte of Andrews Chapter 6. Our am s to replace some of the messer arguments n Andrews. To acheve ths, we need to change

More information

A CLASS OF RECURSIVE SETS. Florentin Smarandache University of New Mexico 200 College Road Gallup, NM 87301, USA

A CLASS OF RECURSIVE SETS. Florentin Smarandache University of New Mexico 200 College Road Gallup, NM 87301, USA A CLASS OF RECURSIVE SETS Florentn Smarandache Unversty of New Mexco 200 College Road Gallup, NM 87301, USA E-mal: smarand@unmedu In ths artcle one bulds a class of recursve sets, one establshes propertes

More information

ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION

ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION Advanced Mathematcal Models & Applcatons Vol.3, No.3, 2018, pp.215-222 ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EUATION

More information

Salmon: Lectures on partial differential equations. Consider the general linear, second-order PDE in the form. ,x 2

Salmon: Lectures on partial differential equations. Consider the general linear, second-order PDE in the form. ,x 2 Salmon: Lectures on partal dfferental equatons 5. Classfcaton of second-order equatons There are general methods for classfyng hgher-order partal dfferental equatons. One s very general (applyng even to

More information

More metrics on cartesian products

More metrics on cartesian products More metrcs on cartesan products If (X, d ) are metrc spaces for 1 n, then n Secton II4 of the lecture notes we defned three metrcs on X whose underlyng topologes are the product topology The purpose of

More information

Linear Approximation with Regularization and Moving Least Squares

Linear Approximation with Regularization and Moving Least Squares Lnear Approxmaton wth Regularzaton and Movng Least Squares Igor Grešovn May 007 Revson 4.6 (Revson : March 004). 5 4 3 0.5 3 3.5 4 Contents: Lnear Fttng...4. Weghted Least Squares n Functon Approxmaton...

More information

U.C. Berkeley CS294: Spectral Methods and Expanders Handout 8 Luca Trevisan February 17, 2016

U.C. Berkeley CS294: Spectral Methods and Expanders Handout 8 Luca Trevisan February 17, 2016 U.C. Berkeley CS94: Spectral Methods and Expanders Handout 8 Luca Trevsan February 7, 06 Lecture 8: Spectral Algorthms Wrap-up In whch we talk about even more generalzatons of Cheeger s nequaltes, and

More information

Convexity preserving interpolation by splines of arbitrary degree

Convexity preserving interpolation by splines of arbitrary degree Computer Scence Journal of Moldova, vol.18, no.1(52), 2010 Convexty preservng nterpolaton by splnes of arbtrary degree Igor Verlan Abstract In the present paper an algorthm of C 2 nterpolaton of dscrete

More information

Remarks on the Properties of a Quasi-Fibonacci-like Polynomial Sequence

Remarks on the Properties of a Quasi-Fibonacci-like Polynomial Sequence Remarks on the Propertes of a Quas-Fbonacc-lke Polynomal Sequence Brce Merwne LIU Brooklyn Ilan Wenschelbaum Wesleyan Unversty Abstract Consder the Quas-Fbonacc-lke Polynomal Sequence gven by F 0 = 1,

More information

DIFFERENTIAL SCHEMES

DIFFERENTIAL SCHEMES DIFFERENTIAL SCHEMES RAYMOND T. HOOBLER Dedcated to the memory o Jerry Kovacc 1. schemes All rngs contan Q and are commutatve. We x a d erental rng A throughout ths secton. 1.1. The topologcal space. Let

More information

ALGEBRA SCHEMES AND THEIR REPRESENTATIONS

ALGEBRA SCHEMES AND THEIR REPRESENTATIONS ALGEBRA SCHEMES AND THEIR REPRESENTATIONS AMELIA ÁLVAREZ, CARLOS SANCHO, AND PEDRO SANCHO Introducton The equvalence (Carter dualty) between the category of topologcally flat formal k-groups and the category

More information

Introductory Cardinality Theory Alan Kaylor Cline

Introductory Cardinality Theory Alan Kaylor Cline Introductory Cardnalty Theory lan Kaylor Clne lthough by name the theory of set cardnalty may seem to be an offshoot of combnatorcs, the central nterest s actually nfnte sets. Combnatorcs deals wth fnte

More information

Assortment Optimization under MNL

Assortment Optimization under MNL Assortment Optmzaton under MNL Haotan Song Aprl 30, 2017 1 Introducton The assortment optmzaton problem ams to fnd the revenue-maxmzng assortment of products to offer when the prces of products are fxed.

More information

ALGEBRA MID-TERM. 1 Suppose I is a principal ideal of the integral domain R. Prove that the R-module I R I has no non-zero torsion elements.

ALGEBRA MID-TERM. 1 Suppose I is a principal ideal of the integral domain R. Prove that the R-module I R I has no non-zero torsion elements. ALGEBRA MID-TERM CLAY SHONKWILER 1 Suppose I s a prncpal deal of the ntegral doman R. Prove that the R-module I R I has no non-zero torson elements. Proof. Note, frst, that f I R I has no non-zero torson

More information

Math 217 Fall 2013 Homework 2 Solutions

Math 217 Fall 2013 Homework 2 Solutions Math 17 Fall 013 Homework Solutons Due Thursday Sept. 6, 013 5pm Ths homework conssts of 6 problems of 5 ponts each. The total s 30. You need to fully justfy your answer prove that your functon ndeed has

More information

Homotopy Type Theory Lecture Notes

Homotopy Type Theory Lecture Notes 15-819 Homotopy Type Theory Lecture Notes Evan Cavallo and Stefan Muller November 18 and 20, 2013 1 Reconsder Nat n smple types s a warmup to dscussng nductve types, we frst revew several equvalent presentatons

More information

Stanford University CS359G: Graph Partitioning and Expanders Handout 4 Luca Trevisan January 13, 2011

Stanford University CS359G: Graph Partitioning and Expanders Handout 4 Luca Trevisan January 13, 2011 Stanford Unversty CS359G: Graph Parttonng and Expanders Handout 4 Luca Trevsan January 3, 0 Lecture 4 In whch we prove the dffcult drecton of Cheeger s nequalty. As n the past lectures, consder an undrected

More information

ALGEBRA SCHEMES AND THEIR REPRESENTATIONS

ALGEBRA SCHEMES AND THEIR REPRESENTATIONS ALGEBRA SCHEMES AND THEIR REPRESENTATIONS AMELIA ÁLVAREZ, CARLOS SANCHO, AND PEDRO SANCHO Introducton The equvalence (Carter dualty) between the category of topologcally flat formal k-groups and the category

More information

Section 3.6 Complex Zeros

Section 3.6 Complex Zeros 04 Chapter Secton 6 Comple Zeros When fndng the zeros of polynomals, at some pont you're faced wth the problem Whle there are clearly no real numbers that are solutons to ths equaton, leavng thngs there

More information

1 Generating functions, continued

1 Generating functions, continued Generatng functons, contnued. Generatng functons and parttons We can make use of generatng functons to answer some questons a bt more restrctve than we ve done so far: Queston : Fnd a generatng functon

More information