On bicyclic reflexive graphs

Size: px
Start display at page:

Download "On bicyclic reflexive graphs"

Transcription

1 Discrete Mathematics 308 (2008) On bicycic refexive graphs Zoran Raosavjević, Bojana Mihaiović, Marija Rašajski Schoo of Eectrica Engineering, Buevar Kraja Aeksanra 73, Beogra, Serbia Receive 27 September 2006; accepte 11 Juy 2007 Avaiabe onine 21 Augsust 2007 Abstract A simpe graph is sai to be refexive if the secon argest eigenvaue of a (0, 1)-ajacency matrix oes not excee 2. We use graph moifications invoving Smith trees to construct four casses of maxima bicycic refexive graphs Esevier B.V. A rights reserve. MSC: 05C50 Keywors: Graph theory; Secon argest eigenvaue; Refexive graph; Bicycic graph; Cactus 1. Introuction For a simpe graph G (a non-oriente graph without oops or mutipe eges), having a matrix A as its (0, 1)- ajacency matrix, we efine P G (λ) = et(λi A) to be its characteristic poynomia an enote it simpy by P(λ) if it is cear which graph it is reate to. The roots of P G (λ) are the eigenvaues of G, making up the spectrum of G an, since they a are rea numbers, we can assume they are in non-increasing orer: λ 1 (G) λ 2 (G) λ n (G). The argest eigenvaue λ 1 (G) is aso cae the inex of G. In a connecte graph λ 1 > λ 2 hos, whie in the case of a isconnecte graph we can have λ 1 = λ 2 if these are equa inices of two components. The reation between the spectrum of a graph an the spectra of its inuce subgraphs is estabishe by the interacing theorem: Let λ 1 λ 2 λ n be the eigenvaues of a graph G an μ 1 μ 2 μ m eigenvaues of its inuce subgraph H. Then the inequaities λ n m+i μ i λ i (i = 1,...,m)ho. Thus, e.g. if m = n 1, λ 1 μ 1 λ 2 μ 2....Aso λ 1 > μ 1 if G is connecte. Graphs having λ 2 2 are cae refexive graphs (an aso hyperboic graphs if λ 2 2 λ 1 ). They correspon to certain sets of vectors in the Lorentz space R p,1 an have some appications to the construction an cassification of refexion groups [6]. Thus far, refexive trees have been stuie in [3,5] an bicycic refexive graphs with a brige between the cyces in [11] (see aso [7]). Recenty, various casses of muticycic refexive cacti have been investigate in [4,8 10]. In this paper we continue with the investigations initiate by the artice [11] an extene in the meantime by consieration of some other casses of refexive graphs. A cactus, oratreeike graph, is a graph in which any two cyces have at most one common vertex, i.e. are ege isjoint. E-mai aress: zorangraf@etf.bg.ac.yu (Z. Raosavjević) X/$ - see front matter 2007 Esevier B.V. A rights reserve. oi: /j.isc

2 716 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) Since the property λ 2 2isahereitary one (any inuce subgraph of a refexive graph is refexive itsef), it is natura to present such graphs aways through sets of maxima graphs. Aso, since the spectrum can be extene using an arbitrary number of components, when ooking for refexive graphs we aways assume them to be connecte. In orer to provie the starting base an the toos for getting the resuts of this paper, in Section 2 we give some important genera an auxiiary facts an some parts of recent resuts concerning maxima refexive cacti. The remaining sections are evote to the aim of this artice, i.e. the construction of various casses of bicycic refexive graphs. At some stages the work has been supporte by using the expert system GRAPH [2]. The terminoogy of the theory of graph spectra in this paper foows [1]. 2. Some former, genera an auxiiary resuts Graphs whose inex equas 2 are known as Smith graphs. Lemma 1 (Smith [13], see aso Cvetković [1, p. 79]). λ 1 (G) 2 (resp. λ 1 (G) < 2) if an ony if each component of graph G is a subgraph (resp. proper subgraph) of one of the graphs of Fig. 1, a of which have inex equa to 2. Let us emphasize the simpe, but important fact, that any connecte graph is either an inuce subgraph or an inuce supergraph of some Smith graphs. If we form a tree T by ientifying vertices u 1 an u 2 (u 1 = u 2 = u) of two (roote) trees T 1 an T 2, respectivey (the coaescence T 1 T 2 of T 1 an T 2 ), we may say that T can be spit at its vertex u into T 1 an T 2 (Fig. 2(a)). Of course, spitting at a given vertex is not etermine uniquey if its egree is greater than 2. If we spit a tree T at a its vertices u in a possibe ways, an in each case attach the parts at vertices of spitting u 1 an u 2 to some vertices v 1 an v 2 of a graph G (i.e. ean the parts on G by ientifying u 1 with v 1 an u 2 with v 2, an vice versa), we sha say that in the obtaine famiy of graphs the tree T pours between v 1 an v 2 (Fig. 2(b)). Of course, this proceure incues attachment of the intact tree T, at each vertex, to v 1 an v 2. Pouring of Smith trees pays an important roe in escribing of maxima refexive cacti [8,10]. The foowing formuae give usefu interreations between the characteristic poynomia of a graph an its subgraphs. Lemma 2 (Schwenk [12]). If G 1 an G 2 are two roote graphs with roots u 1 an u 2, then the characteristic poynomia of their coaescence G 1 G 2 is P G1 G 2 (λ) = P G1 (λ) P G2 u 2 (λ) + P G1 u 1 (λ) P G2 (λ) λp G1 u 1 (λ) P G2 u 2 (λ) n n-1 Cn 1 2 n Wn Fig. 1. T 1 T u u T 1 T T 1 G T v v 2 T u Fig. 2.

3 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) k G1 k eges, k>=0 G2 G3 m G4 k G5 m k n m,n>=3, k>=0 Fig. 3. Lemma 3 (Schwenk [12]). Given a graph G, et C(v) (C(uv)) enote the set of a cyces containing a vertex v an an ege uv of it G, respectivey. Then (i) P G (λ) = λp G v (λ) u Aj(v) P G v u(λ) 2 C C(v) P G V(C)(λ), (ii) P G (λ) = P G uv (λ) P G v u (λ) 2 C C(uv) P G V(C)(λ), where Aj(v) enotes the set of neighbours of v, whie G V(C)is the graph obtaine from G by removing the vertices beonging to the cyce C. These reations have the foowing obvious consequences (see, e.g. [1, p. 59]). Coroary 1. Let G be a graph obtaine by joining a vertex v 1 of a graph G 1 to a vertex v 2 of a graph G 2 by an ege. Let G 1 (G 2 ) be the subgraph of G 1(G 2 ) obtaine by eeting the vertex v 1 (v 2 ) from G 1 (resp. G 2 ). Then P G (λ) = P G1 (λ)p G2 (λ) P G 1 (λ)p G 2 (λ). Coroary 2. Let G be a graph with a penant ege v 1 v 2, v 1 being of egree 1. Then P G (λ) = λp G1 (λ) P G2 (λ), where G 1 (G 2 ) is the graph obtaine from G (resp. G 1 ) by eeting the vertex v 1 (resp. v 2 ). A ist of vaues of P G (2) for some sma graphs has prove to be very usefu in searching for maxima refexive graphs. Lemma 4 (Raosavjević an Rašajski [9,10], Raosavjević an Simić [11]). Let G 1,...,G 5 be the graphs ispaye in Fig. 3. Then (i) P G1 (2) = k + 2; (ii) P G2 (2) = 4; (iii) P G3 (2) = km + k + + m + 2; (iv) P G4 (2) = 4(1 k); (v) P G5 (2) = (3k + 2)mn. First inuce supergraphs of Smith graphs have the foowing property. Lemma 5 (Raosavjević an Simić [11]). Let G be a graph obtaine by extening any of Smith graphs by a vertex of arbitrary positive egree. Then P G (2)<0(i.e. λ 2 (G) < 2 < λ 1 (G)). A ot of refexive graphs can be etecte by the next genera theorem.

4 718 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) Q 1 Q 2 T 1 T 2 c 1 c 1 c 1 c 1 c 4 c 4 Fig. 4. c 1 c 4 (>3) Fig. 5. Theorem 1 (Raosavjević an Simić [11]). Let G be a graph with cut-vertex u. (i) If at east two components of G u are inuce supergraphs of Smith graphs, an if at east one of them is a proper supergraph, then λ 2 (G) > 2. (ii) If at east two components of G u are Smith graphs, an the rest are inuce subgraphs of Smith graphs, then λ 2 (G) = 2. (iii) If at most one component of G u is a Smith graph, an the rest are proper inuce subgraphs of Smith graphs, then λ 2 (G) < 2. This theorem can be appie to a wie cass of graphs with a cut-vertex: among others it covers competey a bicycic graphs whose cyces are joine by a path of ength greater than 1. But if it happens that G u has one proper inuce supergraph an the rest of proper inuce subgraphs of Smith graphs, Theorem 1 is not appicabe an such a situation is interesting for further investigation. If a cyces of a cactus have a unique common vertex, they are sai to form a bune. Since now a refexive cactus can have an infinite number of cyces, searching for maxima refexive cacti in this case is much harer than otherwise. That is why in former investigations bunes have been omitte. The first cass of maxima refexive cacti to be foun was that of bicycic graphs with a brige between its cyces. Theorem 1 oes not appy here except ceary in cases when there is a cyce in which a vertices but one are of egree 2. The resut incues an exceptiona case of a tricycic cactus, which appeare naturay by repacing Smith trees with cyces [11]. The next resut concerns the maximum number of cyces. Theorem 2 (Raosavjević an Rašajski [10]). A treeike refexive graph to which Theorem 1 cannot be appie an whose cyces o not form a bune has at most five cyces. The ony such graphs with five cyces, which are a maxima, are the four famiies of graphs in Fig. 4 (a cyces attache at the cut-vertices (the c-vertices) are of arbitrary engths). Starting from these graphs, it has been possibe to etermine a maxima refexive cacti with four cyces uner the same two conitions non-appicabiity of Theorem 1 an no bune [10, partia resuts in 9]. These maxima graphs now contain cyces with ony one vertex of egree >2(c-vertex), as we as those with some aitiona vertices with

5 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) >2. The cyces of the first kin wi be cae free cyces; otherwise we sha say that the corresponing vertex is oae (by a penant ege, a tree, etc.). Now, using these resuts, one can aso recognize four characteristic casses of tricycic refexive cacti to be subjecte to further investigation [4], ispaye in Fig. 5. Accoring to Theorem 2, the first three aow the aition of more cyces, whie the ast one oes not (i.e. aways remains tricycic). Thus far, there are some partia resuts for some of these casses [4,8]. 3. Repacement of free cyces Former resuts on maxima refexive cacti with four an three cyces areay incue some cases of repacing free cyces by Smith trees (see [10, Propositions 1 3]), as we as more interesting situations in which such a substitution has been generaize into pouring of Smith trees between two vertices at which free cyces are attache [8,10]. Let us now consier the maxima refexive cactus of Fig. 6(a), which is the coaescence of a cyce C of ength n an a cactus G. Appying Lemma 2, we fin that P(2) = P C (2) P G v (2) + P C v (2) P G (2) 2P C v (2) P G v (2). If P(2) = 0, it foows from Lemma 4(i) that n(p G (2) 2P G v (2)) = 0. (1) If C is now repace by a Smith tree S (Fig. 6(b)), then we obtain P(2) = P S v (2)(P G (2) 2P G v (2)) = 0. (2) Extensions of a maxima refexive cactus may have P(2)>0 or may have P(2) = 0 (e.g. if λ 2 > 2, but λ 3 = 2). Suppose that an extension of the graph G by a penant ege gives a graph G 1 for which P G1 (2) 2P G1 v(2)>0; this means that P(2)>0 in (1), impying P(2)>0 in (2). Aso, if we exten S to S + by aing one new (non-isoate) vertex an assume P G (2), P G v (2) = 0, then appying Lemma 5 we see that P(2) = P S+ (2) P G v (2)>0, which means that any graph in Fig. 6(b) is maxima, too. If P G (2) = P G v (2) = 0 (which simpy means that the conition λ 2 = 2 has been attaine before the graph has become maxima, i.e. that λ 2 = 2 is being preserve through some steps of the extension), then such cases have to be verifie iniviuay. Some of them have areay been escribe, enabing an immeiate concusion that those graphs are aso maxima [10, Propositions 1 3]. If a graph of Fig. 6(a) is a maxima refexive cactus such that P G (2) 2P G v (2)<0 (i.e. λ 2 < 2), then aso P(2)<0 in (2). Since now attaching a new penant ege to G prouces P G1 (2) 2P G v (2)>0, the same hos when the cyce is repace by a Smith tree, which means that the graphs of Fig. 6(b) cannot be extene at vertices of G. It is cear, however, that there is no guarantee that an extension of S wi give λ 2 > 2. Therefore, if in a maxima refexive cactus with λ 2 < 2 a free cyce is repace by a Smith tree, the new cactus has λ 2 < 2 an nee not necessariy be maxima. These concusions ea to the foowing theorem. Theorem 3. Suppose that a graph of the form shown in Fig. 6(a) is a maxima refexive cactus for which P(2) = 0 an P G (2)<0 an for any extension G 1 forme by attaching to G a penant ege P G1 (2) 2P G1 v(2)>0 hos. If the free cyce C is repace by an arbitrary Smith tree, then the resuting graph is again a maxima refexive cactus. C v G S v G Fig. 6.

6 720 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) S 1 S 2 c1 c 4 S 1 S 2 Fig. 7. S 2 S 1 S 1 S 2 S 3 c1 S 3 m Fig. 8. This can be the base for the construction of various casses of bicycic refexive cacti. Possibiities given by the graphs Q 1 an Q 2 of Fig. 4 have areay been consiere in [4,8 10]. These graphs attain λ 2 = 2 areay at the stage of ony two cyces joine by the path of ength 2. Their tricycic inuce subgraph shown in Fig. 5(a) aows pouring of a pair of Smith trees between an c 4 [4,8] (Fig. 7), an it can be verifie that the repacement of any of the two free cyces (incuing both) by Smith trees oes not change λ 2 = 2. On the other han, if we remove, e.g. an appy Theorem 1 to c 4, we see that none of these Smith trees can be extene, an these graphs are maxima. The same hos for the graphs H 1 H 48 efine in [9,10] whose cyces at are not free. Unike Q 1, an Q 2, the graphs T 1 an T 2 amit the appication of Theorem 3, but since they aso aow pouring of Smith trees [8,10], they wi be consiere in the next section. The resuting graphs of [9] are characterize by the fact that they possess at east one cyce with attachments, but since they aso have free cyces, by appying Theorem 3 they can give rise to a ot of maxima bicycic refexive cacti. Theorem 3 can aso be appie to graphs of Fig. 5() (which cannot be extene by cyces an have at east one free cyce). A further search for maxima tricycic refexive cacti wi at the same time yie corresponing bicycic graphs. 4. Pouring of tripes of Smith trees The cass of refexive cacti with four cyces base on the graphs T 1 an T 2 in Fig. 4, an generate by the pouring of Smith trees between vertices an, has been ientifie in [10]; a these graphs are maxima, except for one characteristic case (spitting of W n into two anaogous parts) which requires attachment at some vertices of the free cyce. The cass of tricycic refexive cacti constructe by pouring of pairs of Smith trees between the same vertices has been escribe in [8]; most of these graphs are maxima, whie two characteristic exceptions become maxima ony by attachment at some vertices of the free cyce in the same way as before. We wi examine now the generaization of these cases the pouring of tripes of Smith trees. Consier the graph B of Fig. 8 an et tripes of Smith trees pour between an (coaescences S i S i, i = 1, 2, 3, are Smith trees). Let us introuce the abes P Si (2) = p i, P S i (2) = p i ; P Si v(2) = Σ i, P S i v(2) = Σ i (i = 1, 2, 3), v Aj S i v Aj S i

7 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) S 1 S 2 S 1 S 2 S 1 S S 3 S 3 S 3 S 1 S 2 S 1 S 2 S 1 S 2 1 (1,2,3>=0) Fig. 9. where Aj c i enotes the set of vertices ajacent to c i (i = 2, 3). Appying Lemma 3(i) to c 1 we fin that P B (2) = m[p 1 p 2 p 3 (2p 1 p 2 p 3 Σ 1 p 2 p 3 p 1 Σ 2 p 3 p 1 p 2 Σ 3 ) + p 1 p 2 p 3 (2p 1p 2 p 3 Σ 1 p 2 p 3 p 1 Σ 2 p 3 p 1 p 2 Σ 3 ) + 2p 1 p 2 p 3 p 1 p 2 p 3 ] = m[p 2 p 3 p 2 p 3 (2p 1p 1 Σ 1p 1 Σ 1 p 1) + p 1 p 3 p 1 p 3,(2p 2 p 2 Σ 2p 2 Σ 2 p 2) + p 1 p 2 p 1 p 2 (2p 3p 3 Σ 3p 3 Σ 3 p 3)]. (3) On the other han, appying the same Lemma to the spitting vertex of a Smith tree, we get 2p i p i Σ ip i Σ i p i = 0 (i = 1, 2, 3), (4) impying P B (2) = 0 in (3). If some of the three coaescences S i S i are proper inuce subgraphs of a Smith tree, the corresponing expression in (4) is positive, impying P B (2)<0, whie in the case of a proper inuce supergraph, because of Lemma 5, P B (2)>0. Thus, we have refexive graphs, which are maxima in the sense that none of them can be extene at any vertex of S i or S i (i = 1, 2, 3). Now, a question arises whether it is possibe to a something at c 1 or some of other vertices of the cyce. If we attach a penant ege to c 1, by appying Coroary 2 we see that the property P(2) = 0 wi be preserve if an ony if P E (2) = 0, where E is the component of B c 1 ifferent from the path of ength m 2. If at east two compete Smith trees are attache at, for exampe, Theorem 1(iii) gives P E (2)<0. If two intact Smith trees S 1 an S 2 are attache at the opposite vertices of the brige, whie the thir one pours, the situation is anaogous to that consiere in [8]. Using Coroary 1 we see that P E (2) = p 1 p 2 (Σ 3 Σ 3 p 3p 3 ) an since for a Smith graphs Σ 3 Σ 3 p 3p 3 < 0 except in the case p 3 = p 3 = Σ 3 = Σ 3 = 4 (spitting of W n into two anaogous parts), we come to the case which can be extene as far as the graph of Fig. 9(a). In an anaogous way one can make sure that the same hos for the remaining two exceptions of Fig. 9(b, c). If an intact Smith tree S 1 is attache at an the remaining two pour, the corresponing expression becomes P E (2) = p 1 (2Σ 2 Σ 3 p 2 p 3 Σ 2p 3 Σ 2 p 3 p 2Σ 3 p 2 Σ 3 + p 2p 3 p 2 p 3 ). (5) If the two pouring Smith trees are spit in such a way that S 2 an S 3 are K 2 (penant eges), we have p i = 2, Σ i = 1, p i = 2 3 Σ i, (i = 2, 3) an P E(2) = 0 in (5) (the exceptiona case of Fig. 9()). Otherwise P E (2)<0 (for a other ways of

8 722 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) S 1 S 1 S 1 S 2 S 2 S 2 S 3 S 3 S 3 Fig. 10. spitting p i 4 3 Σ i an the proof is ientica to that in [8]). The remaining two exceptions (Fig. 9(e, f)) can be obtaine in an anaogous way. Suppose now that none of the six parts of the three Smith trees is empty. The appication of Coroary 1 gives P E (2) = (2p 1 p 2 p 3 Σ 1 p 2 p 3 p 1 Σ 2 p 3 p 1 p 2 Σ 3 )(2p 1 p 2 p 3 Σ 1 p 2 p 3 p 1 Σ 2 p 3 p 1 p 2 Σ 3 ) p 1 p 2 p 3 p 1 p 2 p 3, (6) an now we can etermine whether P E (2)<0orP E (2) = 0. A simpe inspection of the possibiities for spitting Smith trees an corresponing vaues of p i,p i, Σ i, Σ i, supporte by the appication of Lemma 4, shows that a their spittings can be cassifie into six casses. If W n is spit into two anaogous parts, p 1 = p 1 = Σ 1 = Σ 1 = 4. A other spittings aways give one simpe path, say S i. It turns out that Σ i = αp i, Σ i = (2 α)p i, where α = 2 1, 2 3, 4 3, 4 5, 5 6 epening on whether the mentione path is of ength 1, 2, 3, 4, 5, respectivey. Numerica examination of (6) has shown that a the exceptiona cases (P E (2) = 0), can be escribe by referring to those iustrate in Fig. 9. Thus, we can now formuate the concusion. Theorem 4. Let a bicycic graph G consist of a cyce of arbitrary ength an a triange, et them have the common vertex c 1 an et tripes of Smith trees pour between the remaining two vertices an (Fig. 8). Then G is maxima refexive graph, with the foowing exceptions: (1) A compete Smith tree is attache at an another at, whie the thir (pouring) tree is W n, spit as shown in Fig. 9(a c), in which case these three (famiies of) graphs are maxima refexive graphs. (2) A compete Smith tree S 1 is attache at, an each of the remaining two Smith trees is spit into K 2 an S i (i = 1, 2), as shown in Fig. 9( f), in which case these three (famiies of) graphs are maxima refexive graphs. (3) For one of the two coaescences of three parts of three pouring Smith trees, say S 1,S 2,S 3, there exist corresponing parts S 1, S 2, S 3 such that S i an S i (i = 1, 2, 3) have the same vaues p i an Σ i (i.e. beong to the same one of the formery escribe six casses) which, of course, incues the possibiity S i = S i for some i, an such that their anaogous coaescence consists of a compete Smith tree an two aitiona penant eges at c 1 (as in Fig. 9( f)), in which case the three exceptiona (famiies of) graphs are forme in the same way as in former cases. The graphs of Fig. 10 iustrate the escription of case (3) of this theorem. 5. A case of two free cyces The casses of bicycic refexive graphs iscusse above o not amit two free cyces. Therefore, et us now consier a pair of free cyces (of arbitrary engths m an n) with a common vertex c to which we attach trees. Theorem 1 says that we can attach to c infinitey many trees without vioating the property λ 2 2 an in view of the mutitue of possibe

9 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) c m n ( >=0) S S 1 ( >=0) (*) (*) (*) i j k (i,j,k)=(3,4,19), (3,5,1 1), (3,6,8), (*) (3,7,7), (4,4,9), (4,5,6), (*) (5,5,5) i j (i,j)= (17,6), (9,7), (6,8), (*) (5,9), (4,10), (*) (3,13), (2,24) i (i,j)= (2,14), (3,5), (*) j (4,4) Fig. 11. cases we imit ourseves to a narrower cass. Thus, suppose that c is of egree exacty 5 an that we are seeking ony those maxima refexive graphs which cannot be etecte by Theorem 1. Let us enote by the vertex ajacent to c not beonging to the cyces. If we attach to a Smith tree S an an aitiona penant ege, the appication of Coroaries 1 an 2 gives λ 2 = 2. Since a trees are comparabe with Smith trees, this famiy covers a cases with a penant ege at. Next we examine various shapes of trees attache to, starting with Coroary 1 (appie to the ege c) an appying Lemma 4. The resuting set of maxima refexive graphs is ispaye in Fig. 11. The graphs S 1 are inuce subgraphs of Smith trees obtaine by removing a penant ege, which means that the ege c augments them to Smith trees. The cases for which maxima graphs have λ 2 < 2 are marke by asterisk. Theorem 5. A bicycic graph having two free cyces with a common vertex of egree 5, to which Theorem 1 cannot be appie, is refexive if an ony if it is an inuce subgraph of some graph in Fig. 11.

10 724 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) θ-graphs If two cyces of a bicycic graph have a common path, we sha say that they form a θ-graph an the same name wi be use for any bicycic graph with such cyces. If we appy Lemma 3 to the θ-graph of Fig. 12 an make use of Lemma 4, we get P θ (2) = km 2(k + km + m). (7) This expression gives bouns for a refexive θ-graph. Assuming k m we fin that for k = 1, 2 the parameters an m are not imite, whie for k = 3, = 3, 4, 5, 6 an k = = 4 the parameter m can be arbitrary. Otherwise k,, m are boune an k 6. Any of these particuar cases can be investigate by attaching trees to its vertices in orer to fin the corresponing set of maxima refexive graphs. Aso, some initia extensions of the starting graph can cause unimite engths to become boune. For exampe, if k = = 4 an if a penant ege is attache to a vertex on the thir path, then we have m 10. Let us examine here ony one of the bounary cases k = = m = 6, giving P θ (2) = 0 in (7) (Fig. 13(a)). If we remove the three c-vertices, the remaining pair of Smith trees shows that an extension of the starting graph is possibe at none of their vertices. Thus, it remains to test the extension at c-vertices. Theorem 6. An extension of a θ-graph with k = = m = 6 is refexive if an ony if it is an inuce subgraph of some of the four graphs of Fig. 13(b). k m Fig. 12. c 1 (>=0) Fig. 13.

11 Z. Raosavjević et a. / Discrete Mathematics 308 (2008) In some of these resuting graphs one can recognize again pairs of Smith trees (as inicate in the rawings) to make sure that they are maxima. Acknowegements The work on this artice, incuing the reate former resuts of these authors, has been faciitate by the programming package GRAPH [2]. The authors are thankfu to the Serbian Ministry of Science an Environment Protection for the financia support. References [1] D.M. Cvetković, M. Doob, H. Sachs, Spectra of Graphs Theory an Appication, Deutscher Verag er Wissenschaften, Acaemic Press, Berin, New York, 1980 (secon eition 1982; thir eition, Johann Ambrosius Barth Verag, Heieberg, Leipzig, 1995). [2] D. Cvetković, L. Kraus, S. Simić, Discussing graph theory with a computer, Impementation of agorithms. Univ. Beogra Pub. Eektrotehn. Fak. Ser. Mat. Fiz. 716 (734) (1981) [3] G. Maxwe, Hyperboic trees, J. Agebra 54 (1978) [4] B. Mihaiović, Z. Raosavjević, On a cass of tricycic refexive cactuses, Univ. Beogra Pub. Eektrotehn. Fak. Ser. Mat. 16 (2005) [5] A. Neumaier, The secon argest eigenvaue of a tree, Linear Agebra App. 46 (1982) [6] A. Neumaier, J.J. Seie, Discrete hyperboic geometry, Combinatorica 3 (1983) [7] M. Petrović, Z. Raosavjević, Spectray constraine graphs, Facuty of Science, Kragujevac, Serbia, [8] Z. Raosavjević, B. Mihaiović, M. Rašajski, Decomposition of Smith graphs in maxima refexive cacti, Discrete Math. (2007), oi: /j.isc [9] Z. Raosavjević, M. Rašajski, A cass of refexive cactuses with four cyces, Univ. Beogra Pub. Eektrotehn. Fak. Ser. Mat. 14 (2003) [10] Z. Raosavjević, M. Rašajski, Muticycic treeike refexive graphs, Discrete Math. 296 (1) (2005) [11] Z. Raosavjević, S. Simić, Which bicycic graphs are refexive?, Univ. Beogra Pub. Eektroteh. Fak. Ser. Mat. 7 (1996) [12] A.J. Schwenk, Computing the characteristic poynomia of a graph, in: R. Bari, F. Harary (Es.), Graphs an Combinatorics, Lecture Notes in Mathematics, vo. 406, Springer, Berin, Heieberg, New York, 1974, pp [13] J.H. Smith, Some properties of the spectrum of a graph, in: R. Guy, H. Hanani, N. Sauer, J. Schonheim (Es.), Combinatoria Structures an Their Appications, Goron an Breach, Science, New York, Lonon, Paris, 1970, pp

A Review on Dirac Jordan Transformation Theory

A Review on Dirac Jordan Transformation Theory Avaiabe onine at www.peagiaresearchibrary.com Avances in Appie Science Research, 01, 3 (4):474-480 A Review on Dirac Joran Transformation Theory F. Ashrafi, S.A. Babaneja, A. Moanoo Juybari, M. Jafari

More information

On the real quadratic fields with certain continued fraction expansions and fundamental units

On the real quadratic fields with certain continued fraction expansions and fundamental units Int. J. Noninear Ana. App. 8 (07) No., 97-08 ISSN: 008-68 (eectronic) http://x.oi.org/0.075/ijnaa.07.60.40 On the rea quaratic fies with certain continue fraction expansions an funamenta units Özen Özera,,

More information

Physics 116C Helmholtz s and Laplace s Equations in Spherical Polar Coordinates: Spherical Harmonics and Spherical Bessel Functions

Physics 116C Helmholtz s and Laplace s Equations in Spherical Polar Coordinates: Spherical Harmonics and Spherical Bessel Functions Physics 116C Hemhotz s an Lapace s Equations in Spherica Poar Coorinates: Spherica Harmonics an Spherica Besse Functions Peter Young Date: October 28, 2013) I. HELMHOLTZ S EQUATION As iscusse in cass,

More information

Problem set 6 The Perron Frobenius theorem.

Problem set 6 The Perron Frobenius theorem. Probem set 6 The Perron Frobenius theorem. Math 22a4 Oct 2 204, Due Oct.28 In a future probem set I want to discuss some criteria which aow us to concude that that the ground state of a sef-adjoint operator

More information

Transport Cost and Optimal Number of Public Facilities

Transport Cost and Optimal Number of Public Facilities Transport Cost an Optima Number of Pubic Faciities Kazuo Yamaguchi Grauate Schoo of Economics, University of Tokyo June 14, 2006 Abstract We consier the number an ocation probem of pubic faciities without

More information

Distinguishing mixed quantum states: Minimum-error discrimination versus optimum unambiguous discrimination

Distinguishing mixed quantum states: Minimum-error discrimination versus optimum unambiguous discrimination PHYSICAL REVIEW A 70, 030 (004) Distinguishing mixe quantum states: Minimum-error iscrimination versus optimum unambiguous iscrimination Urike Herzog 1, * an János A. Bergou 1 Institut für Physik, Humbot-Universität

More information

Generalized Bell polynomials and the combinatorics of Poisson central moments

Generalized Bell polynomials and the combinatorics of Poisson central moments Generaized Be poynomias and the combinatorics of Poisson centra moments Nicoas Privaut Division of Mathematica Sciences Schoo of Physica and Mathematica Sciences Nanyang Technoogica University SPMS-MAS-05-43,

More information

Theory of Generalized k-difference Operator and Its Application in Number Theory

Theory of Generalized k-difference Operator and Its Application in Number Theory Internationa Journa of Mathematica Anaysis Vo. 9, 2015, no. 19, 955-964 HIKARI Ltd, www.m-hiari.com http://dx.doi.org/10.12988/ijma.2015.5389 Theory of Generaized -Difference Operator and Its Appication

More information

In Coulomb gauge, the vector potential is then given by

In Coulomb gauge, the vector potential is then given by Physics 505 Fa 007 Homework Assignment #8 Soutions Textbook probems: Ch. 5: 5.13, 5.14, 5.15, 5.16 5.13 A sphere of raius a carries a uniform surface-charge istribution σ. The sphere is rotate about a

More information

Motion in Spherically Symmetric Potentials

Motion in Spherically Symmetric Potentials Chapter 7 Motion in Sphericay Symmetric Potentias We escribe in this section the stationary boun states of quantum mechanica partices in sphericay symmetric potentias V (r), i.e., in potentias which are

More information

The Group Structure on a Smooth Tropical Cubic

The Group Structure on a Smooth Tropical Cubic The Group Structure on a Smooth Tropica Cubic Ethan Lake Apri 20, 2015 Abstract Just as in in cassica agebraic geometry, it is possibe to define a group aw on a smooth tropica cubic curve. In this note,

More information

CONGRUENCES. 1. History

CONGRUENCES. 1. History CONGRUENCES HAO BILLY LEE Abstract. These are notes I created for a seminar tak, foowing the papers of On the -adic Representations and Congruences for Coefficients of Moduar Forms by Swinnerton-Dyer and

More information

Homogeneity properties of subadditive functions

Homogeneity properties of subadditive functions Annaes Mathematicae et Informaticae 32 2005 pp. 89 20. Homogeneity properties of subadditive functions Pá Burai and Árpád Száz Institute of Mathematics, University of Debrecen e-mai: buraip@math.kte.hu

More information

C. Fourier Sine Series Overview

C. Fourier Sine Series Overview 12 PHILIP D. LOEWEN C. Fourier Sine Series Overview Let some constant > be given. The symboic form of the FSS Eigenvaue probem combines an ordinary differentia equation (ODE) on the interva (, ) with a

More information

(f) is called a nearly holomorphic modular form of weight k + 2r as in [5].

(f) is called a nearly holomorphic modular form of weight k + 2r as in [5]. PRODUCTS OF NEARLY HOLOMORPHIC EIGENFORMS JEFFREY BEYERL, KEVIN JAMES, CATHERINE TRENTACOSTE, AND HUI XUE Abstract. We prove that the product of two neary hoomorphic Hece eigenforms is again a Hece eigenform

More information

arxiv: v1 [math.co] 12 May 2013

arxiv: v1 [math.co] 12 May 2013 EMBEDDING CYCLES IN FINITE PLANES FELIX LAZEBNIK, KEITH E. MELLINGER, AND SCAR VEGA arxiv:1305.2646v1 [math.c] 12 May 2013 Abstract. We define and study embeddings of cyces in finite affine and projective

More information

K a,k minors in graphs of bounded tree-width *

K a,k minors in graphs of bounded tree-width * K a,k minors in graphs of bounded tree-width * Thomas Böhme Institut für Mathematik Technische Universität Imenau Imenau, Germany E-mai: tboehme@theoinf.tu-imenau.de and John Maharry Department of Mathematics

More information

Partial permutation decoding for MacDonald codes

Partial permutation decoding for MacDonald codes Partia permutation decoding for MacDonad codes J.D. Key Department of Mathematics and Appied Mathematics University of the Western Cape 7535 Bevie, South Africa P. Seneviratne Department of Mathematics

More information

Distributed Queue-Length based Algorithms for Optimal End-to-End Throughput Allocation and Stability in Multi-hop Random Access Networks

Distributed Queue-Length based Algorithms for Optimal End-to-End Throughput Allocation and Stability in Multi-hop Random Access Networks Distribute Queue-Length base Agorithms for Optima En-to-En Throughput Aocation an Stabiity in Muti-hop Ranom Access Networks Jiaping Liu Department of Eectrica Engineering Princeton University Princeton,

More information

Week 6 Lectures, Math 6451, Tanveer

Week 6 Lectures, Math 6451, Tanveer Fourier Series Week 6 Lectures, Math 645, Tanveer In the context of separation of variabe to find soutions of PDEs, we encountered or and in other cases f(x = f(x = a 0 + f(x = a 0 + b n sin nπx { a n

More information

NIKOS FRANTZIKINAKIS. N n N where (Φ N) N N is any Følner sequence

NIKOS FRANTZIKINAKIS. N n N where (Φ N) N N is any Følner sequence SOME OPE PROBLEMS O MULTIPLE ERGODIC AVERAGES IKOS FRATZIKIAKIS. Probems reated to poynomia sequences In this section we give a ist of probems reated to the study of mutipe ergodic averages invoving iterates

More information

The Wiener Index of Trees with Prescribed Diameter

The Wiener Index of Trees with Prescribed Diameter 011 1 15 4 ± Dec., 011 Operations Research Transactions Vol.15 No.4 The Wiener Inex of Trees with Prescribe Diameter XING Baohua 1 CAI Gaixiang 1 Abstract The Wiener inex W(G) of a graph G is efine as

More information

Ramsey numbers of some bipartite graphs versus complete graphs

Ramsey numbers of some bipartite graphs versus complete graphs Ramsey numbers of some bipartite graphs versus complete graphs Tao Jiang, Michael Salerno Miami University, Oxfor, OH 45056, USA Abstract. The Ramsey number r(h, K n ) is the smallest positive integer

More information

XSAT of linear CNF formulas

XSAT of linear CNF formulas XSAT of inear CN formuas Bernd R. Schuh Dr. Bernd Schuh, D-50968 Kön, Germany; bernd.schuh@netcoogne.de eywords: compexity, XSAT, exact inear formua, -reguarity, -uniformity, NPcompeteness Abstract. Open

More information

List edge and list total colorings of planar graphs without non-induced 7-cycles

List edge and list total colorings of planar graphs without non-induced 7-cycles List edge and ist tota coorings of panar graphs without non-induced 7-cyces Aijun Dong, Guizhen Liu, Guojun Li To cite this version: Aijun Dong, Guizhen Liu, Guojun Li. List edge and ist tota coorings

More information

UNIFORM CONVERGENCE OF THE POD METHOD AND APPLICATIONS TO OPTIMAL CONTROL. Karl Kunisch Markus Müller. (Communicated by the associate editor name)

UNIFORM CONVERGENCE OF THE POD METHOD AND APPLICATIONS TO OPTIMAL CONTROL. Karl Kunisch Markus Müller. (Communicated by the associate editor name) Manuscript submitte to AIMS Journas Voume X, Number X, XX X oi:.3934/xx.xx.xx.xx pp. X XX UNIFORM CONVERGENCE OF THE POD METHOD AND APPLICATIONS TO OPTIMAL CONTROL Abstract. We consier proper orthogona

More information

Summation of p-adic Functional Series in Integer Points

Summation of p-adic Functional Series in Integer Points Fiomat 31:5 (2017), 1339 1347 DOI 10.2298/FIL1705339D Pubished by Facuty of Sciences and Mathematics, University of Niš, Serbia Avaiabe at: http://www.pmf.ni.ac.rs/fiomat Summation of p-adic Functiona

More information

MARKOV CHAINS AND MARKOV DECISION THEORY. Contents

MARKOV CHAINS AND MARKOV DECISION THEORY. Contents MARKOV CHAINS AND MARKOV DECISION THEORY ARINDRIMA DATTA Abstract. In this paper, we begin with a forma introduction to probabiity and expain the concept of random variabes and stochastic processes. After

More information

Investigation on spectrum of the adjacency matrix and Laplacian matrix of graph G l

Investigation on spectrum of the adjacency matrix and Laplacian matrix of graph G l Investigation on spectrum of the adjacency matrix and Lapacian matrix of graph G SHUHUA YIN Computer Science and Information Technoogy Coege Zhejiang Wani University Ningbo 3500 PEOPLE S REPUBLIC OF CHINA

More information

An explicit Jordan Decomposition of Companion matrices

An explicit Jordan Decomposition of Companion matrices An expicit Jordan Decomposition of Companion matrices Fermín S V Bazán Departamento de Matemática CFM UFSC 88040-900 Forianópois SC E-mai: fermin@mtmufscbr S Gratton CERFACS 42 Av Gaspard Coriois 31057

More information

An Extension of Almost Sure Central Limit Theorem for Order Statistics

An Extension of Almost Sure Central Limit Theorem for Order Statistics An Extension of Amost Sure Centra Limit Theorem for Order Statistics T. Bin, P. Zuoxiang & S. Nadarajah First version: 6 December 2007 Research Report No. 9, 2007, Probabiity Statistics Group Schoo of

More information

A NOTE ON INFINITE DIVISIBILITY OF ZETA DISTRIBUTIONS

A NOTE ON INFINITE DIVISIBILITY OF ZETA DISTRIBUTIONS A NOTE ON INFINITE DIVISIBILITY OF ZETA DISTRIBUTIONS SHINGO SAITO AND TATSUSHI TANAKA Abstract. The Riemann zeta istribution, efine as the one whose characteristic function is the normaise Riemann zeta

More information

arxiv: v1 [math.mg] 17 Jun 2008

arxiv: v1 [math.mg] 17 Jun 2008 arxiv:86.789v [math.mg] 7 Jun 8 Chromogeometr an reativistic conics N J Wiberger Schoo of Mathematics an Statistics UNSW Sne 5 ustraia This paper shows how a recent reformuation of the basics of cassica

More information

Some Measures for Asymmetry of Distributions

Some Measures for Asymmetry of Distributions Some Measures for Asymmetry of Distributions Georgi N. Boshnakov First version: 31 January 2006 Research Report No. 5, 2006, Probabiity and Statistics Group Schoo of Mathematics, The University of Manchester

More information

Coupling of LWR and phase transition models at boundary

Coupling of LWR and phase transition models at boundary Couping of LW and phase transition modes at boundary Mauro Garaveo Dipartimento di Matematica e Appicazioni, Università di Miano Bicocca, via. Cozzi 53, 20125 Miano Itay. Benedetto Piccoi Department of

More information

Notes on Backpropagation with Cross Entropy

Notes on Backpropagation with Cross Entropy Notes on Backpropagation with Cross Entropy I-Ta ee, Dan Gowasser, Bruno Ribeiro Purue University October 3, 07. Overview This note introuces backpropagation for a common neura network muti-cass cassifier.

More information

Wavelet shrinkage estimators of Hilbert transform

Wavelet shrinkage estimators of Hilbert transform Journa of Approximation Theory 163 (2011) 652 662 www.esevier.com/ocate/jat Fu ength artice Waveet shrinkage estimators of Hibert transform Di-Rong Chen, Yao Zhao Department of Mathematics, LMIB, Beijing

More information

On colorings of the Boolean lattice avoiding a rainbow copy of a poset arxiv: v1 [math.co] 21 Dec 2018

On colorings of the Boolean lattice avoiding a rainbow copy of a poset arxiv: v1 [math.co] 21 Dec 2018 On coorings of the Booean attice avoiding a rainbow copy of a poset arxiv:1812.09058v1 [math.co] 21 Dec 2018 Baázs Patkós Afréd Rényi Institute of Mathematics, Hungarian Academy of Scinces H-1053, Budapest,

More information

4 Separation of Variables

4 Separation of Variables 4 Separation of Variabes In this chapter we describe a cassica technique for constructing forma soutions to inear boundary vaue probems. The soution of three cassica (paraboic, hyperboic and eiptic) PDE

More information

MONOCHROMATIC LOOSE PATHS IN MULTICOLORED k-uniform CLIQUES

MONOCHROMATIC LOOSE PATHS IN MULTICOLORED k-uniform CLIQUES MONOCHROMATIC LOOSE PATHS IN MULTICOLORED k-uniform CLIQUES ANDRZEJ DUDEK AND ANDRZEJ RUCIŃSKI Abstract. For positive integers k and, a k-uniform hypergraph is caed a oose path of ength, and denoted by

More information

Schedulability Analysis of Deferrable Scheduling Algorithms for Maintaining Real-Time Data Freshness

Schedulability Analysis of Deferrable Scheduling Algorithms for Maintaining Real-Time Data Freshness 1 Scheduabiity Anaysis of Deferrabe Scheduing Agorithms for Maintaining Rea-Time Data Freshness Song Han, Deji Chen, Ming Xiong, Kam-yiu Lam, Aoysius K. Mok, Krithi Ramamritham UT Austin, Emerson Process

More information

Discrete Mathematics

Discrete Mathematics Discrete Mathematics 309 (009) 86 869 Contents lists available at ScienceDirect Discrete Mathematics journal homepage: wwwelseviercom/locate/isc Profile vectors in the lattice of subspaces Dániel Gerbner

More information

Schedulability Analysis of Deferrable Scheduling Algorithms for Maintaining Real-Time Data Freshness

Schedulability Analysis of Deferrable Scheduling Algorithms for Maintaining Real-Time Data Freshness 1 Scheduabiity Anaysis of Deferrabe Scheduing Agorithms for Maintaining Rea- Data Freshness Song Han, Deji Chen, Ming Xiong, Kam-yiu Lam, Aoysius K. Mok, Krithi Ramamritham UT Austin, Emerson Process Management,

More information

Completion. is dense in H. If V is complete, then U(V) = H.

Completion. is dense in H. If V is complete, then U(V) = H. Competion Theorem 1 (Competion) If ( V V ) is any inner product space then there exists a Hibert space ( H H ) and a map U : V H such that (i) U is 1 1 (ii) U is inear (iii) UxUy H xy V for a xy V (iv)

More information

Pattern Frequency Sequences and Internal Zeros

Pattern Frequency Sequences and Internal Zeros Advances in Appied Mathematics 28, 395 420 (2002 doi:10.1006/aama.2001.0789, avaiabe onine at http://www.ideaibrary.com on Pattern Frequency Sequences and Interna Zeros Mikós Bóna Department of Mathematics,

More information

Componentwise Determination of the Interval Hull Solution for Linear Interval Parameter Systems

Componentwise Determination of the Interval Hull Solution for Linear Interval Parameter Systems Componentwise Determination of the Interva Hu Soution for Linear Interva Parameter Systems L. V. Koev Dept. of Theoretica Eectrotechnics, Facuty of Automatics, Technica University of Sofia, 1000 Sofia,

More information

A NOTE ON QUASI-STATIONARY DISTRIBUTIONS OF BIRTH-DEATH PROCESSES AND THE SIS LOGISTIC EPIDEMIC

A NOTE ON QUASI-STATIONARY DISTRIBUTIONS OF BIRTH-DEATH PROCESSES AND THE SIS LOGISTIC EPIDEMIC (January 8, 2003) A NOTE ON QUASI-STATIONARY DISTRIBUTIONS OF BIRTH-DEATH PROCESSES AND THE SIS LOGISTIC EPIDEMIC DAMIAN CLANCY, University of Liverpoo PHILIP K. POLLETT, University of Queensand Abstract

More information

Restricted weak type on maximal linear and multilinear integral maps.

Restricted weak type on maximal linear and multilinear integral maps. Restricted weak type on maxima inear and mutiinear integra maps. Oscar Basco Abstract It is shown that mutiinear operators of the form T (f 1,..., f k )(x) = R K(x, y n 1,..., y k )f 1 (y 1 )...f k (y

More information

Approximated MLC shape matrix decomposition with interleaf collision constraint

Approximated MLC shape matrix decomposition with interleaf collision constraint Approximated MLC shape matrix decomposition with intereaf coision constraint Thomas Kainowski Antje Kiese Abstract Shape matrix decomposition is a subprobem in radiation therapy panning. A given fuence

More information

SEMIDEFINITE PROGRAMMING FOR CHANCE CONSTRAINED OPTIMIZATION OVER SEMIALGEBRAIC SETS

SEMIDEFINITE PROGRAMMING FOR CHANCE CONSTRAINED OPTIMIZATION OVER SEMIALGEBRAIC SETS SEMIDEFINITE PROGRAMMING FOR CHANCE CONSTRAINED OPTIMIZATION OVER SEMIALGEBRAIC SETS A. M. JASOUR, N. S. AYBAT, AND C. M. LAGOA Abstract. In this paper, chance optimization probems are introuce, where

More information

Simple Algebraic Proofs of Fermat s Last Theorem. Samuel Bonaya Buya*

Simple Algebraic Proofs of Fermat s Last Theorem. Samuel Bonaya Buya* Avaiabe onine at www.peagiaresearchibrary.com eagia Research Library Advances in Appied Science Research, 017, 8(3:60-6 ISSN : 0976-8610 CODEN (USA: AASRFC Simpe Agebraic roofs of Fermat s Last Theorem

More information

Discrete Bernoulli s Formula and its Applications Arising from Generalized Difference Operator

Discrete Bernoulli s Formula and its Applications Arising from Generalized Difference Operator Int. Journa of Math. Anaysis, Vo. 7, 2013, no. 5, 229-240 Discrete Bernoui s Formua and its Appications Arising from Generaized Difference Operator G. Britto Antony Xavier 1 Department of Mathematics,

More information

Transcendence of stammering continued fractions. Yann BUGEAUD

Transcendence of stammering continued fractions. Yann BUGEAUD Transcendence of stammering continued fractions Yann BUGEAUD To the memory of Af van der Poorten Abstract. Let θ = [0; a 1, a 2,...] be an agebraic number of degree at east three. Recenty, we have estabished

More information

Approximate message-passing inference algorithm

Approximate message-passing inference algorithm ITW 007, Lake Tahoe, Caifornia, September - 6, 007 Approximate message-passing inference agorithm Kyomin Jung Mathematics, MIT Cambrige, MA 09 kmjung@mit.eu Devavrat Shah EECS, MIT Cambrige, MA 09 evavrat@mit.eu

More information

The Partition Function and Ramanujan Congruences

The Partition Function and Ramanujan Congruences The Partition Function and Ramanujan Congruences Eric Bucher Apri 7, 010 Chapter 1 Introduction The partition function, p(n), for a positive integer n is the number of non-increasing sequences of positive

More information

= 1 u 6x 2 4 2x 3 4x + 5. d dv (3v2 + 9v) = 6v v + 9 3v 2 + 9v dx = ln 3v2 + 9v + C. dy dx ay = eax.

= 1 u 6x 2 4 2x 3 4x + 5. d dv (3v2 + 9v) = 6v v + 9 3v 2 + 9v dx = ln 3v2 + 9v + C. dy dx ay = eax. Math 220- Mock Eam Soutions. Fin the erivative of n(2 3 4 + 5). To fin the erivative of n(2 3 4+5) we are going to have to use the chain rue. Let u = 2 3 4+5, then u = 62 4. (n(2 3 4 + 5) = (nu) u u (

More information

The EM Algorithm applied to determining new limit points of Mahler measures

The EM Algorithm applied to determining new limit points of Mahler measures Contro and Cybernetics vo. 39 (2010) No. 4 The EM Agorithm appied to determining new imit points of Maher measures by Souad E Otmani, Georges Rhin and Jean-Marc Sac-Épée Université Pau Veraine-Metz, LMAM,

More information

Approximated MLC shape matrix decomposition with interleaf collision constraint

Approximated MLC shape matrix decomposition with interleaf collision constraint Agorithmic Operations Research Vo.4 (29) 49 57 Approximated MLC shape matrix decomposition with intereaf coision constraint Antje Kiese and Thomas Kainowski Institut für Mathematik, Universität Rostock,

More information

#A48 INTEGERS 12 (2012) ON A COMBINATORIAL CONJECTURE OF TU AND DENG

#A48 INTEGERS 12 (2012) ON A COMBINATORIAL CONJECTURE OF TU AND DENG #A48 INTEGERS 12 (2012) ON A COMBINATORIAL CONJECTURE OF TU AND DENG Guixin Deng Schoo of Mathematica Sciences, Guangxi Teachers Education University, Nanning, P.R.China dengguixin@ive.com Pingzhi Yuan

More information

Lecture 5. Symmetric Shearer s Lemma

Lecture 5. Symmetric Shearer s Lemma Stanfor University Spring 208 Math 233: Non-constructive methos in combinatorics Instructor: Jan Vonrák Lecture ate: January 23, 208 Original scribe: Erik Bates Lecture 5 Symmetric Shearer s Lemma Here

More information

Perfect Matchings in Õ(n1.5 ) Time in Regular Bipartite Graphs

Perfect Matchings in Õ(n1.5 ) Time in Regular Bipartite Graphs Perfect Matchings in Õ(n1.5 ) Time in Regular Bipartite Graphs Ashish Goel Michael Kapralov Sanjeev Khanna Abstract We consier the well-stuie problem of fining a perfect matching in -regular bipartite

More information

THE REACHABILITY CONES OF ESSENTIALLY NONNEGATIVE MATRICES

THE REACHABILITY CONES OF ESSENTIALLY NONNEGATIVE MATRICES THE REACHABILITY CONES OF ESSENTIALLY NONNEGATIVE MATRICES by Michae Neumann Department of Mathematics, University of Connecticut, Storrs, CT 06269 3009 and Ronad J. Stern Department of Mathematics, Concordia

More information

Integrating Factor Methods as Exponential Integrators

Integrating Factor Methods as Exponential Integrators Integrating Factor Methods as Exponentia Integrators Borisav V. Minchev Department of Mathematica Science, NTNU, 7491 Trondheim, Norway Borko.Minchev@ii.uib.no Abstract. Recenty a ot of effort has been

More information

ANALOG OF HEAT EQUATION FOR GAUSSIAN MEASURE OF A BALL IN HILBERT SPACE GYULA PAP

ANALOG OF HEAT EQUATION FOR GAUSSIAN MEASURE OF A BALL IN HILBERT SPACE GYULA PAP ANALOG OF HEAT EQUATION FOR GAUSSIAN MEASURE OF A BALL IN HILBERT SPACE GYULA PAP ABSTRACT. If µ is a Gaussian measure on a Hibert space with mean a and covariance operator T, and r is a} fixed positive

More information

Introduction to the Vlasov-Poisson system

Introduction to the Vlasov-Poisson system Introuction to the Vlasov-Poisson system Simone Calogero 1 The Vlasov equation Consier a particle with mass m > 0. Let x(t) R 3 enote the position of the particle at time t R an v(t) = ẋ(t) = x(t)/t its

More information

38 PETROVIĆ AND MILEKIĆ In this paper we also determine all minimal generalized line graphs with the property 2 (G) > 1. There are exactly 21 such gra

38 PETROVIĆ AND MILEKIĆ In this paper we also determine all minimal generalized line graphs with the property 2 (G) > 1. There are exactly 21 such gra PUBLICATIONS DE L'INSTITUT MATHÉMATIQUE Nouvelle série, tome 68(82) (2000), 37 45 GENERALIZED LINE GRAPHS WITH THE SECOND LARGEST EIGENVALUE AT MOST 1 Miroslav Petrović and Bojana Milekić Communicated

More information

Computing Exact Confidence Coefficients of Simultaneous Confidence Intervals for Multinomial Proportions and their Functions

Computing Exact Confidence Coefficients of Simultaneous Confidence Intervals for Multinomial Proportions and their Functions Working Paper 2013:5 Department of Statistics Computing Exact Confience Coefficients of Simultaneous Confience Intervals for Multinomial Proportions an their Functions Shaobo Jin Working Paper 2013:5

More information

u!i = a T u = 0. Then S satisfies

u!i = a T u = 0. Then S satisfies Deterministic Conitions for Subspace Ientifiability from Incomplete Sampling Daniel L Pimentel-Alarcón, Nigel Boston, Robert D Nowak University of Wisconsin-Maison Abstract Consier an r-imensional subspace

More information

Generalised colouring sums of graphs

Generalised colouring sums of graphs PURE MATHEMATICS RESEARCH ARTICLE Generaised coouring sums of graphs Johan Kok 1, NK Sudev * and KP Chithra 3 Received: 19 October 015 Accepted: 05 January 016 First Pubished: 09 January 016 Corresponding

More information

2M2. Fourier Series Prof Bill Lionheart

2M2. Fourier Series Prof Bill Lionheart M. Fourier Series Prof Bi Lionheart 1. The Fourier series of the periodic function f(x) with period has the form f(x) = a 0 + ( a n cos πnx + b n sin πnx ). Here the rea numbers a n, b n are caed the Fourier

More information

On Pathos Lict Subdivision of a Tree

On Pathos Lict Subdivision of a Tree International J.Math. Combin. Vol.4 (010), 100-107 On Pathos Lict Subivision of a Tree Keerthi G.Mirajkar an Iramma M.Kaakol (Department of Mathematics, Karnatak Arts College, Dharwa-580 001, Karnataka,

More information

Uniprocessor Feasibility of Sporadic Tasks with Constrained Deadlines is Strongly conp-complete

Uniprocessor Feasibility of Sporadic Tasks with Constrained Deadlines is Strongly conp-complete Uniprocessor Feasibiity of Sporadic Tasks with Constrained Deadines is Strongy conp-compete Pontus Ekberg and Wang Yi Uppsaa University, Sweden Emai: {pontus.ekberg yi}@it.uu.se Abstract Deciding the feasibiity

More information

Efficiently Generating Random Bits from Finite State Markov Chains

Efficiently Generating Random Bits from Finite State Markov Chains 1 Efficienty Generating Random Bits from Finite State Markov Chains Hongchao Zhou and Jehoshua Bruck, Feow, IEEE Abstract The probem of random number generation from an uncorreated random source (of unknown

More information

The graded generalized Fibonacci sequence and Binet formula

The graded generalized Fibonacci sequence and Binet formula The graded generaized Fibonacci sequence and Binet formua Won Sang Chung,, Minji Han and Jae Yoon Kim Department of Physics and Research Institute of Natura Science, Coege of Natura Science, Gyeongsang

More information

Near-Optimal Stochastic Threshold Group Testing

Near-Optimal Stochastic Threshold Group Testing Near-Optima Stochastic Thresho Group Testing C. L. Chan, S. Cai, M. Bakshi, S. Jaggi, an V. Saigrama + The Chinese University of Hong Kong, Boston University + arxiv:1304.607v3 [cs.it] 4 Apr 013 Abstract

More information

Another Class of Admissible Perturbations of Special Expressions

Another Class of Admissible Perturbations of Special Expressions Int. Journa of Math. Anaysis, Vo. 8, 014, no. 1, 1-8 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/10.1988/ijma.014.31187 Another Cass of Admissibe Perturbations of Specia Expressions Jerico B. Bacani

More information

PERFECT QUANTUM STATE TRANSFER USING HADAMARD-DIAGONALIZABLE GRAPHS

PERFECT QUANTUM STATE TRANSFER USING HADAMARD-DIAGONALIZABLE GRAPHS PERFECT QUANTUM STATE TRANSFER USING HADAMARD-DIAGONALIZABLE GRAPHS NATHANIEL JOHNSTON, STEVE KIRKLAND, SARAH PLOSKER, REBECCA STOREY, AND XIAOHONG ZHANG ABSTRACT. Quantum state transfer within a quantum

More information

On classical orthogonal polynomials and differential operators

On classical orthogonal polynomials and differential operators INSTITUTE OF PHYSICS PUBLISHING JOURNAL OF PHYSICS A: MATHEMATICAL AND GENERAL J. Phys. A: Math. Gen. 38 2005) 6379 6383 oi:10.1088/0305-4470/38/28/010 On classical orthogonal polynomials an ifferential

More information

Combinatorica 9(1)(1989) A New Lower Bound for Snake-in-the-Box Codes. Jerzy Wojciechowski. AMS subject classification 1980: 05 C 35, 94 B 25

Combinatorica 9(1)(1989) A New Lower Bound for Snake-in-the-Box Codes. Jerzy Wojciechowski. AMS subject classification 1980: 05 C 35, 94 B 25 Combinatorica 9(1)(1989)91 99 A New Lower Boun for Snake-in-the-Box Coes Jerzy Wojciechowski Department of Pure Mathematics an Mathematical Statistics, University of Cambrige, 16 Mill Lane, Cambrige, CB2

More information

Article On the Additively Weighted Harary Index of Some Composite Graphs

Article On the Additively Weighted Harary Index of Some Composite Graphs mathematics Article On the Aitively Weighte Harary Inex of Some Composite Graphs Behrooz Khosravi * an Elnaz Ramezani Department of Pure Mathematics, Faculty of Mathematics an Computer Science, Amirkabir

More information

Lower Bounds for the Smoothed Number of Pareto optimal Solutions

Lower Bounds for the Smoothed Number of Pareto optimal Solutions Lower Bouns for the Smoothe Number of Pareto optimal Solutions Tobias Brunsch an Heiko Röglin Department of Computer Science, University of Bonn, Germany brunsch@cs.uni-bonn.e, heiko@roeglin.org Abstract.

More information

THE THREE POINT STEINER PROBLEM ON THE FLAT TORUS: THE MINIMAL LUNE CASE

THE THREE POINT STEINER PROBLEM ON THE FLAT TORUS: THE MINIMAL LUNE CASE THE THREE POINT STEINER PROBLEM ON THE FLAT TORUS: THE MINIMAL LUNE CASE KATIE L. MAY AND MELISSA A. MITCHELL Abstract. We show how to identify the minima path network connecting three fixed points on

More information

CS229 Lecture notes. Andrew Ng

CS229 Lecture notes. Andrew Ng CS229 Lecture notes Andrew Ng Part IX The EM agorithm In the previous set of notes, we taked about the EM agorithm as appied to fitting a mixture of Gaussians. In this set of notes, we give a broader view

More information

QUADRATIC FORMS AND FOUR PARTITION FUNCTIONS MODULO 3

QUADRATIC FORMS AND FOUR PARTITION FUNCTIONS MODULO 3 QUADRATIC FORMS AND FOUR PARTITION FUNCTIONS MODULO 3 JEREMY LOVEJOY AND ROBERT OSBURN Abstract. Recenty, Andrews, Hirschhorn Seers have proven congruences moduo 3 for four types of partitions using eementary

More information

A new proof of the sharpness of the phase transition for Bernoulli percolation on Z d

A new proof of the sharpness of the phase transition for Bernoulli percolation on Z d A new proof of the sharpness of the phase transition for Bernoulli percolation on Z Hugo Duminil-Copin an Vincent Tassion October 8, 205 Abstract We provie a new proof of the sharpness of the phase transition

More information

Lecture Note 3: Stationary Iterative Methods

Lecture Note 3: Stationary Iterative Methods MATH 5330: Computationa Methods of Linear Agebra Lecture Note 3: Stationary Iterative Methods Xianyi Zeng Department of Mathematica Sciences, UTEP Stationary Iterative Methods The Gaussian eimination (or

More information

b n n=1 a n cos nx (3) n=1

b n n=1 a n cos nx (3) n=1 Fourier Anaysis The Fourier series First some terminoogy: a function f(x) is periodic if f(x ) = f(x) for a x for some, if is the smaest such number, it is caed the period of f(x). It is even if f( x)

More information

FRIEZE GROUPS IN R 2

FRIEZE GROUPS IN R 2 FRIEZE GROUPS IN R 2 MAXWELL STOLARSKI Abstract. Focusing on the Eucidean pane under the Pythagorean Metric, our goa is to cassify the frieze groups, discrete subgroups of the set of isometries of the

More information

Separation of Variables and a Spherical Shell with Surface Charge

Separation of Variables and a Spherical Shell with Surface Charge Separation of Variabes and a Spherica She with Surface Charge In cass we worked out the eectrostatic potentia due to a spherica she of radius R with a surface charge density σθ = σ cos θ. This cacuation

More information

Monomial Hopf algebras over fields of positive characteristic

Monomial Hopf algebras over fields of positive characteristic Monomia Hopf agebras over fieds of positive characteristic Gong-xiang Liu Department of Mathematics Zhejiang University Hangzhou, Zhejiang 310028, China Yu Ye Department of Mathematics University of Science

More information

On spectral radius and energy of complete multipartite graphs

On spectral radius and energy of complete multipartite graphs Also available at http://amc-journal.eu ISSN 1855-3966 (printed edn., ISSN 1855-3974 (electronic edn. ARS MATHEMATICA CONTEMPORANEA 9 (2015 109 113 On spectral radius and energy of complete multipartite

More information

A CLUSTERING LAW FOR SOME DISCRETE ORDER STATISTICS

A CLUSTERING LAW FOR SOME DISCRETE ORDER STATISTICS J App Prob 40, 226 241 (2003) Printed in Israe Appied Probabiity Trust 2003 A CLUSTERING LAW FOR SOME DISCRETE ORDER STATISTICS SUNDER SETHURAMAN, Iowa State University Abstract Let X 1,X 2,,X n be a sequence

More information

The eccentric-distance sum of some graphs

The eccentric-distance sum of some graphs Electronic Journal of Graph Theory an Applications 5 (1) (017), 51 6 The eccentric-istance sum of some graphs Pamapriya P., Veena Matha Department of Stuies in Mathematics University of Mysore, Manasagangotri

More information

Stat 155 Game theory, Yuval Peres Fall Lectures 4,5,6

Stat 155 Game theory, Yuval Peres Fall Lectures 4,5,6 Stat 155 Game theory, Yuva Peres Fa 2004 Lectures 4,5,6 In the ast ecture, we defined N and P positions for a combinatoria game. We wi now show more formay that each starting position in a combinatoria

More information

ORTHOGONAL MULTI-WAVELETS FROM MATRIX FACTORIZATION

ORTHOGONAL MULTI-WAVELETS FROM MATRIX FACTORIZATION J. Korean Math. Soc. 46 2009, No. 2, pp. 281 294 ORHOGONAL MLI-WAVELES FROM MARIX FACORIZAION Hongying Xiao Abstract. Accuracy of the scaing function is very crucia in waveet theory, or correspondingy,

More information

Convergence Property of the Iri-Imai Algorithm for Some Smooth Convex Programming Problems

Convergence Property of the Iri-Imai Algorithm for Some Smooth Convex Programming Problems Convergence Property of the Iri-Imai Agorithm for Some Smooth Convex Programming Probems S. Zhang Communicated by Z.Q. Luo Assistant Professor, Department of Econometrics, University of Groningen, Groningen,

More information

HKBU Institutional Repository

HKBU Institutional Repository Hong Kong Baptist University HKBU Institutional Repository Department of Mathematics Journal Articles Department of Mathematics 2003 Extremal k*-cycle resonant hexagonal chains Wai Chee Shiu Hong Kong

More information

Ascertainment of The Certain Fundamental Units in a Specific Type of Real Quadratic Fields

Ascertainment of The Certain Fundamental Units in a Specific Type of Real Quadratic Fields J. Ana. Nm. Theor. 5, No., 09-3 (07) 09 Jorna of Anaysis & Nmber Theory An Internationa Jorna http://x.oi.org/0.8576/jant/05004 Ascertainment of The Certain Fnamenta Units in a Specific Type of Rea Qaratic

More information

How the backpropagation algorithm works Srikumar Ramalingam School of Computing University of Utah

How the backpropagation algorithm works Srikumar Ramalingam School of Computing University of Utah How the backpropagation agorithm works Srikumar Ramaingam Schoo of Computing University of Utah Reference Most of the sides are taken from the second chapter of the onine book by Michae Nieson: neuranetworksanddeepearning.com

More information

STABLE GRAPHS BENJAMIN OYE

STABLE GRAPHS BENJAMIN OYE STABLE GRAPHS BENJAMIN OYE Abstract. In Reguarity Lemmas for Stabe Graphs [1] Maiaris and Sheah appy toos from mode theory to obtain stronger forms of Ramsey's theorem and Szemeredi's reguarity emma for

More information