- ORIGINAL ARTICLE
- Open Access
- Published:

# A remark on zeta functions of finite graphs via quantum walks

*Pacific Journal of Mathematics for Industry*
**volume 6**, Article number: 9 (2014)

## Abstract

From the viewpoint of quantum walks, the Ihara zeta function of a finite graph can be said to be closely related to its evolution matrix. In this note we introduce another kind of zeta function of a graph, which is closely related to, as to say, the square of the evolution matrix of a quantum walk. Then we give to such a function two types of determinant expressions and derive from it some geometric properties of a finite graph. As an application, we illustrate the distribution of poles of this function comparing with those of the usual Ihara zeta function.

## Introduction

As the classical random walk on a graph has important roles in various fields, the quantum walk, say QW, is expected to play such a role in the quantum field. In fact, we can find many studies on QW cover a wide research area from the basic theoretical mathematics to the application oriented fields. It has been shown, for example, that analyzing some spatial structure [2,27,39] as an extension of quantum speed-up algorithm [15,16], and application to a universal computation in quantum mechanical computers [6], expressing the energy transfer on the chromatographic network in the photosynthetic system [30] and so on are strongly influenced by its virtue. Besides, approximations of QWs describing physical processes are derived from Dirac and Schrödinger equations [5,37]. A QW model has been also shown to be useful for describing the fundamental dynamics of the quantum multi-level system which is irradiated by lasers [29]. The laser control technology of quantum system is expected to be applied for the industry as a highly-selective method for material separation, especially, isotope-selective excitation of diatomic molecules such as Cs133 and Cs135. Recently by the above theoretical evidences for the usefulness and activeness of the studies of QWs, experimental implementations of QWs are quite aggressively investigated. See [20,33,41], for example.

Now we shall focus on mathematical research on QW. The starter creating studies of QW in earnest are considered as the QW on one dimensional lattice introduced by [2]: one of the most striking properties is the spreading property of the walker. Its standard deviation of the position grows linearly in time, quadratically faster than the classical random walk. The behaviour is clarified by a limit theorem characterized by a new density function named “ *f*_{
K
} function” [22,23]. The review and book on QWs are J. Kempe [21] and N. Konno [24]. See also [1,28,40]. For a general graph, it is usual to consider some special but typical type of QWs: the *Grover walk* originated in [15,16] or the *Szegedy walk* in [39]. Roughly speaking, the former is induced by the simple random walk and the latter by more general random walk on a graph. In this context, the relationship between spectra of QW and that of the classical random walk is investigated in [9,18,25,34]. From now on we call the evolution matrices of the Grover walk and the Szegedy walk just the *Grover matrix***U** and the *Szegedy matrix***U**_{
sz
}, respectively.

Recently there are some trials to apply QW to graph isomorphism problems [9-11,35]. For graph isomorphism problems, while spectra of the Grover matrix is considered to have almost same power as that of conventional operator, it is suggested that the method of (**U**^{3})^{+}, which is the *positive support* of the cube of the Grover matrix **U**^{3}, outperforms the graph spectra methods, in particular, in distinguishing strongly regular graphs in [9]. What we emphasize is that not only the Grover matrix **U** itself but the *positive support* (**U**^{n})^{+} of its *n*-th power is an important operator of a graph. See also [13,18]. Meanwhile, in [25,32] the relationship between the Ihara zeta function and the positive support (**U**)^{+} of the Grover matrix of a graph is discussed: a matrix (**U**)^{+} derived from QW is essentially the same as the edge-matrix in [3,17] and the Perron-Frobenius operator in [26], both of which are important operators in characterizing that function. The Ihara zeta functions of graphs started for regular graphs by Y. Ihara [19] and is generalized to a general graph. Already various success related to graph spectra is obtained in [3,17,19,26,38].

This note is a sequel work to our previous work [18], therein we established a general relation between QW and the classical random walk; as its application, we recover the results in [9,13,25,34] of spectral relation between three matrices **U**, (**U**)^{+},(**U**^{2})^{+} from QW and the adjacency matrix **A**_{
G
}. Our main purpose in this note is to characterize another kind of zeta function with respect to (**U**^{2})^{+}, which is the positive support of the squared Grover matrix.

To state our result precisely, let us give our setting. A graph *G* is a pair of two sets (*V*(*G*),*E*(*G*)), where *V*(*G*) stands for the set of its vertices and *E*(*G*) the set of its unoriented edges. Assigning two orientations to each unoriented edge in *E*(*G*), we introduce the set of all oriented edges and denote it by *D*(*G*). For an oriented edge *e*∈*D*(*G*), the origin of *e*, the terminus of *e* and the inverse edge of *e* are denoted by *o*(*e*), *t*(*e*) and *e*^{−1}, respectively. Furthermore the *degree* of *x*∈*V*(*G*), deg*G**x*, is defined as the number of oriented edges *e* such that *o*(*e*)=*x*; we denote min*x*∈*V*(*G*) deg*G**x* and max*x*∈*V*(*G*) deg*G**x* by *δ*(*G*) and *Δ*(*G*), respectively. A graph *G* here is basically assumed to be a connected finite graph with *n* vertices, *m* unoriented edges and *δ*(*G*)≥3; it may have multiple edges or self-loops. For a natural number *k*, if deg*G**v*=*k* for each vertex *v*∈*V*(*G*), then a graph *G* is called *k-regular*.

Let us introduce the *Grover matrix***U**_{
G
}=**U**, which is a special QW related to the simple random walk on *G*, and the *positive support***F**^{+} for a real matrix **F**.

### Definition 1.

The *Grover matrix***U**=(*U*_{e, f})_{e, f∈D(G)} of *G* is a 2*m*×2*m* matrix defined by

and the *positive support* $\boldsymbol {F}^{+} =\left (F^{+}_{i,j} \right)$ of a real square matrix ** F**=(

*F*

_{i,j}) is defined by

Properties of the Grover matrix can be seen in [15,16]; see also [9,13,18,25,34]. The Szegedy matrix related to a general random walk on *G* is omitted since we do not use here; its definition and properties can be seen in [18,34,39], for instance. The spectra of the positive support **U**^{+} of the Grover matrix and (**U**^{2})^{+} of its square on a regular graph *G* are expressed in [9], also in [13,18], by means of those of the *adjacency matrix***A**_{
G
} of *G*, which is an important matrix also in this note and defined as follows: the *adjacency matrix***A**_{
G
}=(*a*_{x, y})_{x,y∈V(G)} is an *n*×*n*-matrix such that *a*_{x, y} coincides with the number of oriented edges such that *o*(*e*)=*x* and *t*(*e*)=*y*.

Now let us consider the following function **Z**_{
G
}(*u*) of a graph *G* for $u \in \mathbb {C}$ with |*u*| sufficiently small:

In (1), if [ *C*] runs over all *equivalence classes of prime and reduced cycles* of *G*, then **Z**_{
G
}(*u*) becomes the well-known Ihara zeta function. Details will be seen Section 2, therein we give a brief summary on the Ihara zeta function. Roughly speaking, we will find two matrices (**U**)^{+} and **A**_{
G
} control this function. On the other hand, if [ *C*] runs over all *equivalence class of prime 2-step-cycles* of *G*, then **Z**_{
G
}(*u*) becomes a *modified zeta function*, say $\tilde {\mathbf {Z}}_{G} (u)$ , which is the main object in this note. Precise definitions around this can be seen in Section 3. Roughly speaking, we will find two matrices (**U**^{2})^{+} and **A**_{
G
} control this function. Our main theorem in this note is as follows:

**Theorem****1** (Main Theorem).

Let *G* be a simple connected graph with *n* vertices, *m* unoriented edges and *δ*(*G*)≥3. Then

and *p*_{
G
}(1/2)=0. If *G* is not bipartite, then the derivative at *u*=1/2 of *p*_{
G
}(*u*) is as follows:

where *κ*(*G*) is the number of spanning trees in *G* and *ι*(*G*) is the following graph invariant:

Here *O**U**C**F*(*G*) stands for the set of all *odd-unicyclic factors* in *G*. On the other hand, if *G* is bipartite, then *p**G*′(1/2)=0 and the second derivative at *u*=1/2 is as follows:

Furthermore *u*=*ρ* is also a pole, whose order 2 or 1 if *G* is bipartite or not, respectively. Here *ρ* is the radius of convergence of (1).

Definitions not given here and details can be seen in Section 3, especially in Proposition 1, Theorems 4 and 5. Also the radius of convergence is discussed in Theorem 3.

The rest of the paper is organized as follows. In Section 2, we present a brief survey on the Ihara zeta function **Z**_{
G
}(*u*) of a graph, which is related to (**U**)^{+}. In Section 3, we introduce and discuss a modified zeta function $\tilde {\mathbf {Z}}_{G}(u)$ related to (**U**^{2})^{+} on a graph *G* and present two types of determinant expressions, properties of poles and geometric information derived from $\tilde {\mathbf {Z}}_{G}(u)$ . In Section 4, we illustrate the distribution of poles of $\tilde {\mathbf {Z}}_{G}(u)$ for a *k*-regular graph comparing with those of the Ihara zeta function.

## The Ihara zeta function via QW

In this section, we shall summarize the results on the Ihara zeta function of a graph.

Let *G* be a connected graph. A *closed path* or *cycle* of length *ℓ* in *G* is a sequence *C*=(*e*_{0},…,*e*_{ℓ−1}) of *ℓ* oriented edges such that *e*_{
i
}∈*D*(*G*) and *t*(*e*_{
i
})=*o*(*e*_{i+1}) for each $i\in \mathbb {Z}/\ell \mathbb {Z}$ . Such a cycle is often called an *o*(*e*_{0})-cycle. We say that a path *P*=(*e*_{0},⋯,*e*_{ℓ−1}) has a *backtracking* if $ e^{-1}_{i+1} =e_{i} $ for some $i\in \mathbb {Z}/\ell \mathbb {Z}$ . The *inverse cycle* of a cycle *C*=(*e*_{0},⋯,*e*_{ℓ−1}) is the cycle $C^{-1} =\left (e^{-1}_{\ell -1}, \cdots,e^{-1}_{0} \right)$ .

We introduce an equivalence relation between cycles. Two cycles *C*_{1} and *C*_{2} are said to be *equivalent* if *C*_{1} can be obtained from *C*_{2} by a cyclic permutation of oriented edges. Remark that the inverse cycle of *C* is in general not equivalent to *C*. Thus we write [ *C*] for the equivalence class which contains a cycle *C*. Let *B*^{r} be the cycle obtained by going *r* times around a cycle *B*: such a cycle is called a *power* of *B*. Furthermore, a cycle *C* is *prime* if it is not a power of a strictly smaller cycle. Besides, a cycle *C* is called *reduced* if *C* has no backtracking. Note that each equivalence class of prime and reduced cycles of a graph *G* corresponds to a unique conjugacy class of the fundamental group *π*_{1}(*G*,*v*) of *G* at a vertex *v*∈*V*(*G*).

The *Ihara zeta function* of a graph *G* is a function of $u \in \mathbb {C}$ with |*u*| sufficiently small, defined by

where [ *C*] runs over all equivalence classes of prime and reduced cycles of *G* and |*C*| is the length of a cycle *C*. This function **Z**_{
G
}(*u*) can be expressed as

where *N*_{
k
} is the number of all reduced cycles of length *k* in *G*. A simple proof and an estimate for the radius of convergence for the power series in the above can be seen, for instance, in [26]. The following determinant expression is originally given in [17]; other proofs are seen in [3,26]. We should remark ^{T}(**U**)^{+}, the transposed matrix of (**U**)^{+}, is essentially the same as the edge-matrix in [3,17] and the Perron-Frobenius operator in [26].

**Theorem****2**.

([17]; cf. [3,19,25,26,31,32]) Let *G* be a connected graph with *n* vertices and *m* unoriented edges. Then the reciprocal of the Ihara zeta function of *G* is given by

Here we put

where **A**_{
G
} is the adjacency matrix of *G* and **D**_{
G
}=(*d*_{x,y})_{x, y∈V(G)} is the *degree matrix* of *G* which is a diagonal matrix with *d*_{x,x}= deg*G**x* for *x*∈*V*(*G*). In addition, *u*=1 is a pole of **Z**_{
G
}(*u*) of order *m*−*n*+1 and the derivative of *f*_{
G
}(*u*) at *u*=1 is expressed by a graph invariant *κ*(*G*):

where *κ*(*G*) is the number of spanning trees in *G*.

The invariant *κ*(*G*) is called the *complexity* of *G* and the complexities for various graphs are found in [4,7]. Seeing the determinant expression in the above, we may say the Ihara zeta function **Z**_{
G
}(*u*) of a graph is derived by the positive support (**U**)^{+} of the Grover matrix **U**.

## A modified zeta function via QW

In this section, we will discuss a modified zeta function of a graph with respect to the positive support of the *square* of the Grover matrix.

First of all, let us introduce a new notion of cycle in a graph with respect to (**U**^{2})^{+}. For a connected graph *G*, a *2-step-cycle* $\tilde {C}$ of length *ℓ* in *G* is a sequence $\tilde {C}=(e_{0}, \cdots,e_{\ell -1})$ of *ℓ* oriented edges such that every ordered pair (*e*_{
i
}, *e*_{i+1}) is a *2-step-arc* or a *2-step-identity* for each $i\in \mathbb {Z}/\ell \mathbb {Z}$ . Here a *2-step-arc* (*e*,*f*) is defined as follows: there exists an oriented edge *g*(≠*e*^{−1},*f*^{−1}) such that *o*(*g*)=*t*(*e*) and *t*(*g*)=*o*(*f*); a *2-step-identity* (*e*,*f*) is defined as *e*=*f*. Remark that a 2-step-cycle $\tilde {C}$ of length 1 exists if $\tilde {C}=(e)$ . When *G* is a graph with *δ*(*G*)≥3, it can be easily checked that (^{T}(**U**^{2})^{+})_{e, f} is positive if and only if (*e*,*f*) is a *2-step-arc* or a *2-step-identity*.

Similarly to the case of usual cycles in Section 2, we give an equivalence relation between 2-step cycles. Two cycles $\tilde {C}_{1}$ and $\tilde {C}_{2}$ are said to be *equivalent* if $\tilde {C}_{1}$ can be obtained from $\tilde {C}_{2}$ by a cyclic permutation of oriented edges. Thus we write $[\tilde {\!C}]$ for the equivalence class which contains a 2-step-cycle $\tilde {C}$ . Let $\tilde {B}^{r}$ be the 2-step-cycle obtained by going *r* times around some 2-step-cycle *B*; a 2-step-cycle $\tilde {C}$ is *prime* if it is not a multiple of a strictly smaller 2-step-cycle.

Let *G* be a connected graph with *n* vertices, *m* unoriented edges and *δ*(*G*)≥3. Now let us define another kind of zeta function of a graph related to (**U**^{2})^{+}.

### Definition 2.

The *modified zeta function* of a graph *G* is a function of $u \in \mathbb {C}$ with |*u*| sufficiently small, defined by

where $[\!\tilde {C}]$ is the equivalence class of prime 2-step-cycles and $|\tilde {C}|$ is the length of a 2-step-cycle $\tilde {C}$ .

From the definitions of a *2-step-cycle* and an equivalence class, applying the usual method, which can be seen in [26,36] for instance, we can give the exponential expression and a determinant expression for the modified zeta function $\tilde {\mathbf {Z}}_{G}(u)$ :

**Proposition****1**.

Let *G* be a connected graph with *n* vertices and *m* unoriented edges. Suppose that *δ*(*G*)≥3. Then

where $\tilde {N}_{r}$ is the number of all 2-step-cycles of length *r*.

Now let us give estimation of the radius of convergence *ρ* of the power series in the above. Naturally, *ρ* is also the singular point of $\tilde {\mathbf {Z}}_{G}(u) $ nearest to the origin. Recall *δ*(*G*) and *Δ*(*G*) stand for min*x*∈*V*(*G*) deg*G**x* and max*x*∈*V*(*G*) deg*G**x*, respectively.

**Theorem****3**.

Let *G* be a connected graph with *δ*(*G*)≥3. The radius of convergence *ρ* of the power series in Proposition 1 (2) is *ρ*=1/*α*, where *α* is the maximal eigenvalue of (**U**^{2})^{+}; it holds that

In particular, $\tilde {\mathbf {Z}}_{G}(u)$ is a rational function of *u* with a pole *ρ* whose order is 2 or 1 if *G* is bipartite or not, respectively.

*Proof*.

As is seen above, (**U**^{2})^{+} is nonnegative, that is, all elements are nonnegative, and ((**U**^{2})^{+})_{e, f} is positive if and only if (*f*,*e*) is a 2-step-arc or a 2-step-identity. To apply the Perron-Frobenius theorem, let us discuss the irreducibility of (**U**^{2})^{+}. A matrix *M* is called *irreducible* if, for each two indices *i* and *j*, there exists a positive integer *k* such that (*M*^{k})_{i, j}≠0. For the matrix (**U**^{2})^{+}, it is sufficient to see whether, for any two oriented edges *e*,*f*∈*D*(*G*), *e* is reachable or not from *f* by an *admissible* sequence of 2-step-arcs and 2-step-identities, that is, a sequence of oriented edges (*e*_{0},*e*_{1},*e*_{2},…,*e*_{s−1},*e*_{
s
}) such that *e*_{0}=*f*, *e*_{
s
}=*e* and (*e*_{
k
},*e*_{k+1}) is a 2-step-arc or a 2-step-identity for *i*=0,…,*s*−1. It is easily checked that such an admissible sequence from *f* to *e* exists if and only if there exists a reduced path from *f* to *e* of odd length in *G* say an *admissible odd path*. Recall that a reduced path from *e*_{1} to *e*_{
ℓ
} of length *ℓ* in *G* is a sequence *P*=(*e*_{1},…,*e*_{
ℓ
}) of *ℓ* oriented edges such that *t*(*e*_{
i
})=*o*(*e*_{i+1}) and $ e^{-1}_{i+1} \not = e_{i} $ for each *i*=1,…,*ℓ*−1. Since a graph *G* is finite and connected with *δ*(*G*)≥3, *G* has at least two *unoriented cycles*. The terminology *unoriented cycle* used here is the same as “cycle” in usual graph theory, that is, if *C* is an unoriented cycle of length *ℓ*, then *V*(*C*)={*v*_{1},…,*v*_{
ℓ
}} whose elements are mutually distinct, *v*_{
i
}*v*_{i+1}∈*E*(*G*) for *i*=1,…,*ℓ*−1 and *v*_{
ℓ
}*v*_{1}∈*E*(*G*). For two vertices *x*,*y*∈*V*(*G*), we denote by *d**i**s**t*(*x*,*y*) the length of the shortest path from *x* to *y*.

For two oriented edges *e*,*f* ∈ *D*(*G*) such that *d**i**s**t*(*t*(*f*), *o*(*e*)) is odd, we can find an admissible odd path from *f* to *e*. In particular, if *G* is not bipartite, then *G* has at least one *unoriented cycle* of odd length and of even length, respectively. Hence *G* turns out to have an admissible odd path between *e* and *f* for any *e*,*f*∈*D*(*G*); this implies (**U**^{2})^{+} is irreducible. Next we assume *G* is bipartite; the length of any cycle in *G* is even. So we set the bipartition *V*_{0} and *V*_{1}: *V*(*G*)=*V*_{0}⊔*V*_{1}. It is obvious that an admissible odd path between *e* and *f* exists if and only if both *o*(*e*) and *o*(*f*) are in the same set of bipartition, that is, *o*(*e*),*o*(*f*)∈*V*_{0} or *o*(*e*),*o*(*f*)∈*V*_{1}. Thus (**U**^{2})^{+} is not irreducible and we may express, after rearranging rows and columns if necessary,

where **M**_{0} and **M**_{1} are *m*×*m* irreducible submatrices of (**U**^{2})^{+} induced by *D*_{0}={*e*∈*D*(*G*);*o*(*e*)∈*V*_{0}} and *D*_{1}={*e*∈*D*(*G*);*o*(*e*)∈*V*_{1}}, respectively. Remark that *e*∈*D*_{0} if and only if *e*^{−1}∈*D*_{1} and that an admissible sequence from *f* to *e* exists if and only if that from *e*^{−1} to *f*^{−1} does. Thus the characteristic polynomials of **M**_{0} and **M**_{1} coincide.

Now let us apply the Perron-Frobenius Theorem on irreducible nonnegative matrices(see [12,14]). If *G* is not bipartite, then (**U**^{2})^{+} has at least one positive eigenvalue and the maximal positive eigenvalue *α* is simple. If *G* is bipartite, then each of **M**_{0} and **M**_{1} has at least one positive eigenvalue and simple maximal eigenvalue. This implies the maximal eigenvalues of **M**_{0} and **M**_{1} coincide, say *α*. Hence (**U**^{2})^{+} has the maximal eigenvalue which is positive and whose multiplicity is 2 when *G* is bipartite. In either case, the maximal eigenvalue *α* is estimated as follows:

It should be noted that the value $\sum _{f\in D(G)}\left (\left (\mathbf {U}^{2}\right)^{+}\right)_{e,\,f}$ is equal to the number of *f* such that (*f*,*e*) is a 2-step-arc or a 2-step-identity for *e*. Then we have

It is obvious to see the power series (2) in Proposition 1 converges absolutely in |*u*|<1/*α*=*ρ* since $\tilde {N}_{r} = \text {trace} \left [\left (\left (\mathbf {U}^{2} \right)^{+} \right)^{r}\right ]$ .

Corresponding to Theorem 2, another determinant expression for this zeta function $\tilde {\mathbf {Z}}_{G}(u)$ can be obtained. Here and hereafter we assume *G* is *simple*, that is, *G* has no multiple edges and no self-loops. Firstly we set the following two functions *h*_{
G
}(*u*) and *l*_{
G
}(*u*):

where we choose the branch such that $\sqrt {u(1-u)} >0\) for 0<*u*<1. Here **A**_{
G
} and **D**_{
G
} are, as are seen in Theorem 2, the adjacency and degree matrices, respectively.

**Theorem****4**.

Let *G* be a simple connected graph with *n* vertices and *m* unoriented edges. Suppose that *δ*(*G*)≥3. Then the reciprocal of the modified zeta function of *G* is given by

*Proof*.

It is easy to see that

for any simple graph *G* with *δ*(*G*)≥3; this equality is discussed also in [13,18]. Then we have

Corollary 2.3 in our previous paper [18] says that, for any *G* with *δ*(*G*)≥2, the following holds:

Also refer to [9,13,25]. It is easy to check

and

Combining the above, we can obtain the desired expression.

Let us give information on a pole *u*=1/2, which is a final analogous part in Theorem 2 for the usual Ihara zeta function.

Before stating the result, we introduce another kind of spanning graph in *G* discussed in [8]: a spanning subgraph *H* of *G* is called an *odd-unicyclic factor* if each connected component of *H* contains just one unoriented cycle of odd length and *V*(*H*)=*V*(*G*). Here *H* may not be connected, so we denote the number of components of *H* by *ω*(*H*). The terminology *unoriented cycle* here is the same as in Proof of Theorem 3. Moreover we write *O**U**C**F*(*G*) for the set of all odd-unicyclic factors in *G*.

**Theorem****5**.

Let *G* be a simple connected graph with *n* vertices, *m* unoriented edges and *δ*(*G*)≥3. Set *p*_{
G
}(*u*)=*h*_{
G
}(*u*)·*l*_{
G
}(*u*) for *h*_{
G
}(*u*) and *l*_{
G
}(*u*) defined in (3). Then *p*_{
G
}(1/2)=0. If *G* is not bipartite, then the derivative at *u*=1/2 of *p*_{
G
}(*u*) is as follows:

where *κ*(*G*) is the complexity of *G* which is same as in Theorem 2 and *ι*(*G*) is the following graph invariant:

On the other hand, if *G* is bipartite, then *p**G*′(1/2)=0 and the second derivative at *u*=1/2 is as follows:

The following corollary is a direct consequence of Theorem 5.

**Corrollary****1**.

Let *G* be a simple connected graph with *n* vertices, *m* unoriented edges and *δ*(*G*)≥3. Then *u*=1/2 is a pole of the modified zeta function $\tilde {\mathbf {Z}}_{G}(u)$ whose order is 2(*m*−*n*+1) if *G* is bipartite; 2(*m*−*n*)+1 otherwise.

Before proving Theorem 5, we give some lemmas.

**Lemma****1**.

If *G* is bipartite, then *h*_{
G
}(*u*)=*l*_{
G
}(*u*).

*Proof*.

It is well known that *A*_{
G
} and −*A*_{
G
} are unitarily equivalent if *G* is bipartite. In fact, let *V*_{1} and *V*_{2} be the bipartition of *V*(*G*): *V*(*G*)=*V*_{1}⊔*V*_{2}. Then we put a diagonal matrix *T* such that an (*i*,*i*)-element *T*_{
ii
}=1 if *v*_{
i
}∈*V*_{1}; otherwise *T*_{
ii
}=−1. It is easy to check that *A*_{
G
}=*T*^{−1}(−*A*_{
G
})*T*. Therefore *h*_{
G
}(*u*)=*l*_{
G
}(*u*) if *G* is bipartite.

**Lemma****2**.

Let *G* be a simple connected graph with *n* vertices. Then it holds that *h*_{
G
}(1/2)=0; *l*_{
G
}(1/2)=0 if *G* is bipartite. Moreover, if *G* is not bipartite, then *l*_{
G
}(1/2)=2^{−n}*ι*(*G*).

*Proof*.

We can see that *h*_{
G
}(1/2)=2^{−n} det(**D**_{
G
}−**A**_{
G
}) and *l*_{
G
}(1/2)=2^{−n} det(**D**_{
G
}+**A**_{
G
}). It is well known that **D**_{
G
}−**A**_{
G
} is a discrete Laplacian and has 0-eigenvalues. Thus *h*_{
G
}(1/2)=0. If *G* is bipartite, it follows from Lemma 1 that *l*_{
G
}(1/2)=0. Theorem 4.4 in [8] tells us det(**D**_{
G
}+**A**_{
G
})=*ι*(*G*).

**Proof of Theorem 5**.

For *p*_{
G
}(*u*)=*h*_{
G
}(*u*)*l*_{
G
}(*u*), using Lemmas 1 and 2, we easily observe that, if *G* is bipartite,

and

On the other hand, if *G* is non-bipartite,

Thus let us concentrate our attention on the computation on *h**G*′(1/2). For *V*(*G*)={*v*_{1},⋯,*v*_{
n
}}, we write *a*_{i,j} for (*i*,*j*)-element of **A**_{
G
} and the matrix *M*(*u*) for

In addition, let us denote the derivative of the (*i*,*j*)-element of *M*(*u*) by *m**i*,*j*′(*u*) and the (*i*,*j*)-cofactor of *M*(*u*) by *M*_{i,j}(*u*). Here we remark that *M*_{i,j}(1/2) coincides with the (*i*,*j*)-cofactor of (1/2)(**D**_{
G
}−**A**_{
G
}); by the Matrix-Tree Theorem ([4,7], for instance), we have

Furthermore, remarking that

we easily obtain

This completes the proof of Theorem 5.

## Example: distribution of poles of the modified zeta function

Throughout this section, we assume a graph *G* is *k*-regular with *n* vertices and *m* unoriented edges: 2*m*=*k**n*. Suppose further *k*≥3.

For regular graphs, Theorem 2 was originally obtained by [19] in the context of a *p*-adic analogue of the Selberg zeta function. The concrete form in an analytic continuation from Theorem 2 is as follows: for a *k*-regular connected graph *G* with *n* vertices,

Thus, in terms of eigenvalues of the adjacency matrix **A**_{
G
}, we know the distribution of poles of **Z**_{
G
}(*u*). See [3,17,19,38]. Consequently, all of the real poles *u* satisfy 1/(*k*−1)≤|*u*|≤1 and all of the imaginary poles *u* lie on the circle whose center is the origin and radius is $1/\sqrt {k-1}$ . Moreover it is concluded that *u*=1/(*k*−1) is a simple pole and *u*=−1/(*k*−1) is also a simple pole if and only if *G* is bipartite. As is stated in Theorem 2, *u*=1 is a pole of order (*k**n*−2*n*+2)/2. Usually the pole with *u*=±1 or ±1/(*k*−1) is called a *trivial pole*. If *G* is a *Ramanujan graph*, that is, any nontrivial eigenvalue *λ*≠± *k* of **A**_{
G
} satisfies $| \lambda | \leq 2 \sqrt {k-1} $ , then any real pole is only *trivial pole* and any other poles lie on the circle above. In this sense, we say that the analogue of the Riemann hypothesis of the Ihara zeta function holds for a regular graph *G* if and only if *G* is a Ramanujan graph.

We shall investigate the distribution of poles of the modified zeta function $\tilde {\mathbf {Z}}_{G}(u)$ for *k*-regular graphs. Also in this case, in terms of eigenvalues of the adjacency matrix **A**_{
G
}, we know the distribution of poles of $\tilde {\mathbf {Z}}_{G}(u)$ . In particular, the eigenvalues of (**U**^{2})^{+} are expressed by means of those of the adjacency matrix **A**_{
G
} of *G* in [9,13,18] as follows:

**Theorem****6**.

([9]) Let *G* be a simple connected *k*-regular graph with *n* vertices and *m* unoriented edges. Suppose that *k*≥3. The positive support (**U**^{2})^{+} has 2*n* eigenvalues *λ*_{2+} of the form

where *λ*_{
A
} is an eigenvalue of the adjacent matrix **A**_{
G
}. The remaining 2(*m*−*n*) eigenvalues of (**U**^{2})^{+} are 2.

By Proposition 1, an analytic continuation $\tilde {\mathbf {Z}}_{G}(u)$ has the following determinant expression:

the poles of $\tilde {\mathbf {Z}}_{G}(u)$ is given by 1/*λ* for *λ*∈*S**p**e**c*((**U**^{2})^{+}). Using Theorem 6, we see the pole *u* corresponding to *λ*_{
A
} has the following form:

Remarking that *u*=1/(*k*^{2}−2*k*+2),1/2, say *trivial poles*, if *λ*_{
A
}=±*k* and *u*=−1/(*k*−2) if *λ*_{
A
}=0, we can see the real poles *u*∈[ 1/(*k*^{2}−2*k*+2),1/2]∪{−1/(*k*−2)}. Moreover it can be easily checked that any imaginary pole $u=p+q\sqrt {-1}(p,q\in \mathbb {R})$ satisfies that

Let us summarize the above.

**Example****1**.

Let *G* be a simple connected *k*-regular graph with *n* vertices. Suppose that *k*≥3. Then the pole of the modified zeta function $\tilde {\mathbf {Z}}_{G}(u)$ has the form as in (8) with an eigenvalue *λ*_{
A
} of the adjacency matrix **A**_{
G
}. In particular, all of the real poles *u* satisfy

and, if 0∈*S**p**e**c*(**A**_{
G
}), *u*=−1/(*k*−2); all of the imaginary poles *u* lie on the circle whose center is −1/(*k*^{2}−2*k*) and radius is (*k*−1)/(*k*^{2}−2*k*).

Of course, we have already known in Theorem 3 and Corollary 1 *u*=1/(*k*^{2}−2*k*+2) is a pole whose order is 2 or 1 if *G* is bipartite or not, respectively; *u*=1/2 is a pole and its order is (*k*−2)*n*+2 or (*k*−2)*n*+1 if *G* is bipartite or not, respectively. We should remark, for this modified zeta function $\tilde {\mathbf {Z}}_{G}(u)$ , all poles except *trivial poles* lie on the circle above if *G* is a *Ramanujan graph*. In this sense, we can say $\tilde {\mathbf {Z}}_{G}(u)$ also has a property of the analogue of the *Riemann hypothesis*. We close this note with illustrating some figures of poles. The dots in (i) and (ii) of Figure 1 are the poles of **Z**_{
G
}(*u*) and $\tilde {\mathbf {Z}}_{G}(u)$ of the Petersen graph, which is 3-regular with 10 vertices, respectively. The circles in (i) and (ii) of Figure 1 are *p*^{2}+*q*^{2}=1/(*k*−1) and (*p*+1/(*k*^{2}−2*k*))^{2}+*q*^{2}=((*k*−1)/(*k*^{2}−2*k*))^{2} for *k*=3, respectively. Since the Petersen graph is a Ramanujan graph, all poles except trivial poles lie on the circles.

## References

- 1
Ambainis, A.: Quantum walks and their algorithmic applications. Int. J. Quantum Inf. 1, 507–518 (2003).

- 2
Ambainis, A., Bach, E., Nayak, A., Vishwanath, A., Watrous, J.: One-dimensional quantum walks. In:

*Proc. 33rd Annual ACM Symp. Theory of Computing*, pp. 37–49 (2001). - 3
Bass, H.: The Ihara-Selberg zeta function of a tree lattice. Internat. J. Math. 3, 717–797 (1992).

- 4
Biggs, N.: Algebraic Graph Theory. Cambridge Univ. Press, Cambridge, UK (1974).

- 5
Chandrashekar, C.M., Banerjee, S., Srikanthm, R.: Relationship between quantum walk and relativistic quantum mechanics. Phys. Rev. A. 81, 062340 (2010).

- 6
Childs, A.M.: Universal computation by quantum walk. Phys. Rev. Lett. 102, 180501 (2009).

- 7
Cvetković, D.M., Doob, M., Sachs, H.: Spectra of Graphs. Academic Press, New York (1979).

- 8
Cvetković, D., Rowlinson, P., Simić, S.K.: Signless Laplacians of finite graphs. Linear Algebra Appl. 423, 155–171 (2007).

- 9
Emms, D., Hancock, E.R., Severini, S., Wilson, R.C.: A matrix representation of graphs and its spectrum as a graph invariant. Electr. J. Combin. 13, R34 (2006).

- 10
Emms, D., Severini, S., Wilson, R.C., Hancock, E.R.: Coined quantum walks lift the cospectrality of graphs and trees. Pattern Recognit. 42, 1988–2002 (2009).

- 11
Gamble, J.K., Friesen, M., Zhou, D., Joynt, R., Coppersmith, S.N.: Two particle quantum walks applied to the graph isomorphism problem. Phys. Rev. A. 81, 52313 (2010).

- 12
Gantmacher, F.R.: Theory of Matrices, 2 vol. Chelsea Publishing Co, Chelsea (1959).

- 13
Godsil, C., Guo, K.: Quantum walks on regular graphs and eigenvalues. Electron. J. Combin. 18, P165 (2011).

- 14
Godsil, C., Royle, G.: Algebraic Graph Theory. Springer-Verlag, New York (2001).

- 15
Grover, L.K.: A fast quantum mechanical algorithm for database search. In:

*Proceedings, 28th Annual ACM Symposium on the Theory of Computing*, p. 212 (1996). - 16
Grover, L.K.: From Schrödinger’s equation to quantum search algorithm. Am. J. Phys. 69, 769–777 (2001).

- 17
Hashimoto, K.: Zeta functions of finite graphs and representations of

*p*-Adic groups. Adv. Stud. Pure Math. 15, 211–280 (1989). - 18
Higuchi, Yu., Konno, N., Sato, I., Segawa, E.: A note on the discrete-time evolutions of quantum walk on a graph. J. Math-for-Ind. 5B, 103–109 (2013).

- 19
Ihara, Y.: On discrete subgroups of the two by two projective linear group over

*p*-adic fields. J. Math. Soc. Japan. 18, 219–235 (1966). - 20
Karski, M., Föster, L., Choi, J-M., Steffen, A., Alt, W., Meschede, D., Widera, A.: Quantum walk in position space with single optically trapped atoms. Science. 325, 174 (2009).

- 21
Kempe, J.: Quantum random walks - an introductory overview. Contemporary Phys. 44, 307–327 (2003).

- 22
Konno, N.: Quantum random walks in one dimension. Quantum Inf. Process. 1, 345–354 (2002).

- 23
Konno, N.: A new type of limit theorems for the one-dimensional quantum random walk. J. Math. Soc. Japan. 57, 1179–1195 (2005).

- 24
Konno, N.: Quantum walks. Lect. Notes Math. 1954, 309–452 (2008).

- 25
Konno, N., Sato, I.: On the relation between quantum walks and zeta functions. Quantum Inf. Process. 11, 341–349 (2012).

- 26
Kotani, M., Sunada, T.: Zeta functions of finite graphs. J. Math. Sci. U. Tokyo. 7, 7–25 (2000).

- 27
Magniez, F., Nayak, A., Roland, J., Santha, M.: Search via quantum walk. In:

*Proc. 39th ACM Symposium on Theory of Computing*, pp. 575–584 (2007). - 28
Manouchehri, K., Wang, J.: Physical Implementation of Quantum Walks, Quantum Science and Technology. Springer, Berlin Heidelberg (2014).

- 29
Matsuoka, L., Yokoyama, K.: Physical implementation of quantum cellular automaton in a diatomic molecule. Special issue: “Theoretical and mathematical aspects of the discrete time quantum walk”. J. Comput. Theor. Nanosci. 10, 1617–1620 (2013).

- 30
Mohseni, M., Rebentrost, P., Lloyd, S., Aspuru-Guzik, A.: Environment-assisted quantum walks in photosynthetic energy transfer. J. Chem. Phys. 129, 174106 (2008).

- 31
Northshield, S.: A note on the zeta function of a graph. J. Combin. Theory Ser. B. 74, 408–410 (1998).

- 32
Ren, P., Aleksic, T., Emms, D., Wilson, R.C., Hancock, E.R.: Quantum walks, Ihara zeta functions and cospectrality in regular graphs. Quantum Inf. Proc. 10, 405–417 (2011).

- 33
Schreiber, A., Cassemiro, K.N., Potoček, V., Gábris, A., Mosley, P.J., Anderson, E., Jex, I., Silberhorn, Ch.: Photons walking the line: a quantum walk with adjustable coin operations. Phys. Rev. Lett. 104, 050502 (2010).

- 34
Segawa, E.: Localization of quantum walks induced by recurrence properties of random walks. Special issue: “Theoretical and mathematical aspects of the discrete time quantum walk”. J. Comput. Theor. Nanosci. 10, 1583–1590 (2013).

- 35
Shiau, S-Y., Joynt, R., Coppersmith, S.N.: Physically-motivated dynamical algorithms for the graph isomorphism problem. Quantum Inform. Comput. 5, 492–506 (2005).

- 36
Smilansky, U.: Quantum chaos on discrete graphs. J. Phys. A: Math. Theor. 40, F621–F630 (2007).

- 37
Strauch, F.W.: Connecting the discrete- and continuous-time quantum walks. Phys. Rev. A. 74, 030301 (2006).

- 38
Sunada, T.:

*L*-Functions in geometry and some applications. Lect. Notes Math. 1201, 266–284 (1986). - 39
Szegedy, M.: Quantum speed-up of Markov chain based algorithms. In:

*Proc. 45th IEEE Symposium on Foundations of Computer Science*, pp. 32–41 (2004). - 40
Venegas-Andraca, S.E.: Quantum walks: a comprehensive review. Quantum Inf. Process. 11, 1015–1106 (2012).

- 41
Zähringer, F., Kirchmair, G., Gerritsma, R., Solano, E., Blatt, R., Roos, C.F.: Realization of a quantum walk with one and two trapped ions. Phys. Rev. Lett. 104, 100503 (2010).

## Acknowledgments

The authors are grateful to the anonymous referees for their careful reading this note and many helpful suggestions. YuH’s work was supported in part by JSPS Grant-in-Aid for Scientific Research (C) 25400208 and (B) 24340031. NK and IS also acknowledge financial supports of the Grant-in-Aid for Scientific Research (C) from Japan Society for the Promotion of Science (Grant No. 24540116 and No. 23540176, respectively). ES thanks to the financial support of the Grant-in-Aid for Young Scientists (B) of Japan Society for the Promotion of Science (Grant No. 25800088).

## Author information

## Rights and permissions

**Open Access** This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0), which permits use, duplication, adaptation, distribution, and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.

## About this article

#### Received

#### Revised

#### Accepted

#### Published

#### DOI

### Keywords

- Quantum walk
- Grover matrix
- Positive support
- Ihara zeta function