Let \(G\) be a graph. The spectral radius of \(G\) is the largest eigenvalue of its adjacency matrix. A matching of \(G\) is a
set of disjoint edges of \(G\). The matching number of \(G\) is the size of a maximum matching (i.e., a matching with maximum edges). The graph \(G\) is called maximum matching covered if each edge of \(G\) is contained in a maximum matching. In this paper, we give a sharp spectral radius condition for graphs with bounded
matching number to be maximum matching covered.
All graphs considered in this paper are finite, undirected and simple. We first introduce some elementary symbols. Let \(G\) be a graph. The vertex set and edge set of \(G\) are denoted
by \(V(G)\) and \(E(G)\), respectively. Set \(e(G)=|E(G)|\). For a vertex \(u\), let \(N_{G}(u)\) denote the set of neighbors of \(u\) in \(G\), and let \(d_{G}(u)=|N_{G}(u)|\). For a \(S\subseteq V(G)\), let \(G[S]\) denote the subgraph induced by \(B\), and let \(G-S=G[V(G)-S]\). For any two disjoint subsets
\(U,W\) of \(V(G)\), let \(e_{G}(U,W)\) denote the number of edges between \(U\) and \(W\)
in \(G\). For any two graphs \(G_{1}\) and \(G_{2}\), let \(G_{1}\cup G_{2}\) be the disjoint union of them, and
let \(G_{1}\vee G_{2}\) be the join of them (i.e., the graph obtained from \(G_{1}\) and \(G_{2}\) by connecting each vertex of \(G_{1}\) to each vertex of \(G_{2}\)). For an integer \(t\geq1\), let \(tG_{1}\) denote the disjoint union of \(t\) copies of \(G_{1}\). Let \(K_{t}\) denote the complete graph of order \(t\). For any terminology used but not defined here,
one may refer to [1], [2].
Let \(G\) be a graph with vertices \(u_{1},u_{2},\ldots,u_{n}\). The adjacency matrix\(A(G)=(a_{ij})_{n\times n}\) of \(G\) is an \(n\times n\) square matrix, where \(a_{ij}=1\) if \(u_{i}\) is adjacent to \(u_{j}\), and \(a_{ij}=0\) otherwise. The eigenvalues of \(G\) are the eigenvalues of its adjacency matrix \(A(G)\). The
spectral radius\(\rho(G)\) of \(G\) is the largest eigenvalue of \(G\). By Perron-Frobenius Theorem (see [2]), \(\rho(G)\) has non-negative eigenvectors (called Perron vectors). If \(G\) is connected, then \(\rho(G)\) is simple and its Perron vector is positive.
Let \(G\) be a graph of order \(n\). A matching\(M\) is a set of disjoint edges of \(G\). \(M\) is called perfect if \(M\) has \(\frac{n}{2}\) edges, and is called near perfect if \(M\) has \(\frac{n-1}{2}\) edges. A maximum matching of \(G\) is a matching with the maximum edges. The matching number of \(G\) is the size of a maximum
matching. The graph \(G\) is called maximum matching covered, if each edge of \(G\) is contained in a maximum matching.
A connected graph \(G\) is called factor-critical, if \(G-u\) contains perfect matchings for any \(u\in V(G)\). \(G\) is called 1-extendable (or matching covered), if \(G\) has perfect matchings and each edge of \(G\) is contained in a perfect matching.
Clearly, a maximum matching covered graph is also 1-extendable if it has perfect matchings. Mkrchyan [3] proved that minimal maximum matching covered graphs without
isolated vertices contain perfect matchings. The study on matching extensions can be traced back to 1964 when Hetyei [4] studied bipartite 1-extendable graphs. A
necessary and sufficient condition for graphs to be 1-extendable was given by Little, Grant and Holton [5]. It seems to be a hot topic to study the structure of
1-extendable graphs (see [6]–[9]).
It seems to be popular for the study of matchings of graphs in terms of spectral radius (see [10]–[19]). In particular, Miao, Li and Wei [14] gave a spectral radius condition for graphs to be 1-extendable. Very recently, Niu, Lian
and Wang [16] gave a spectral radius condition for graphs without perfect matchings to be maximum matching covered. Their result can be read as follows.
Theorem 1. ([16])Let \(G\) be a connected graph of order \(n\) with \(n\geq5\), and \(G\) contains no perfect matchings. When \(n\) is an even integer, the following statements hold. \((i)\) If \(n \leq 12\) and \(\rho(G)\geq \rho(K_{\frac{n - 2}{2}} \vee \frac{n + 2}{2} K_{1})\), then \(G\) is maximum
matching covered unless \(G=K_{\frac{n - 2}{2}} \vee \frac{n + 2}{2} K_{1}\). \((ii)\) If \(n \geq 14\), if \(\rho(G)\geq \rho( K_{2} \vee (K_{n - 5} \cup 3 K_{1}))\), then \(G\) is maximum matching
covered unless \(G= K_{2} \vee (K_{n - 5} \cup 3 K_{1})\).
When \(n\) is an odd integer, the following statements hold. \((i)\) If \(n \leq 9\) and \(\rho(G)\geq \rho(K_{\frac{n - 1}{2}} \vee \frac{n + 1}{2} K_{1})\), then \(G\) is maximum
matching covered unless \(G=K_{\frac{n - 1}{2}} \vee \frac{n + 1}{2} K_{1}\). \((ii)\) If \(n \geq 11\), if \(\rho(G)\geq \rho( K_{2} \vee (K_{n - 4} \cup 2 K_{1}))\), then \(G\) is maximum matching
covered unless \(G= K_{2} \vee (K_{n - 4} \cup 2 K_{1})\).
Motivated by Theorem 1, it is natural and interesting to ask the spectral radius conditions for graphs with bounded matching number to be maximum matching covered. The main result of this
paper is the following Theorem 2.
Theorem 2. Assume that \(k\geq1,n\geq k+4\) and \(n\equiv k(\rm mod 2)\). Let \(G\) be a connected graph of order \(n\) with matching number at most \(\frac{n-k}{2}\). Then the following conclusions hold. \((i)\) For \(n \leq 3k + 6\), if \(\rho(G)\geq \rho(K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1})\), then \(G\) is
maximum matching covered unless \(G=K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1}\). \((ii)\) For \(n \geq 3k + 8\), if \(\rho(G)\geq \rho( K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1}))\), then \(G\) is
maximum matching covered unless \(G= K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1})\).
Clearly, Theorem 2 extends Theorem 1 (by letting \(k=2\) for even \(n\geq6\), and letting \(k=1\) for odd \(n\geq5\)).
The rest of the paper is organized as follows. In Section 2, we include some lemmas on spectral radius of graphs. In Section 3, we prove a useful lemma, which will be used in the proof of Theorem 2. In Section 4, we give the proof of Theorem 2.
To prove the Theorem 2, we first include some lemmas. The first one in the following is taken from Theorem 2.2.1 of [1].
Lemma 1. ([1])Let \(G\) be a connected graph, and let \(H\) be a subgraph
of \(G\). Then \(\rho(H)\leq\rho(G)\), and equality holds if and only if \(H=G\).
For a matrix (or a vector) \(M\), let \(M'\) denote the transpose of \(M\). The following lemma is a variation of Theorem 8.1.3 of [2].
Lemma 2. ([2])Let \(G\) be a connected graph with a Perron vector \(\mathbf{x}=(x_{1},x_{2},\ldots,x_{n})'\). Assume that \(U\) and \(W\) are two disjoint subsets of \(V(G)\). Let \(v\in V(G)-W\) such that there are no edges between \(v\) and \(W\). Let \(G^{'}\) be the graph obtained from \(G\) by deleting the edges between \(v\) and \(U-v\), and adding all the edges between \(v\) and \(W\). If \(\sum_{u\in U}x_{u}\leq\sum_{w\in W}x_{w}\), then \(\rho(G^{'})>\rho(G)\).
For a graph \(G\) and a partition \(V_{1},V_{2},...,V_{m}\) of \(V(G)\), the quotient matrix of this partition is the \(m\times m\) matrix \((b_{ij})\), where \(b_{ij}=\frac{e_{G}(V_{i},V_{j})}{|V_{i}|}\) for \(i\neq j\), and \(b_{ii}=\frac{2e(G[V_{i}])}{|V_{i}|}\) for \(1\leq i\leq m\). The partition is equitable if each vertex in \(V_{i}\) has the same number of neighbors in
\(V_{j}\) for any \(1\leq i,j\leq m\). The following theorem is on eigenvalue interlacing technique (see [1], Chapter \(3\)).
Theorem 3. ([1])Let \(G\) be a graph on \(n\) vertices and let \(Q\) be the \(m\times m\) quotient matrix of a partition \(V_{1},V_{2},...,V_{m}\) of \(V(G)\). If the partition is equitable,
then \(\rho(G)=\rho(Q)\), where \(\rho(Q)\) is the largest eigenvalue of \(Q\).
Let \(k\geq1\) and \(n\geq k+4\) be two integers with the same parity (i.e., \(n\equiv k(\rm mod 2)\)). Let \(\mathcal{G}_{n,k}\) be the set of graphs \(G\) of order \(n\) with matching number at most \(\frac{n-k}{2}\), such that there is
a \(S\subseteq V(G)\) with \(|S|\geq2\) satisfying \(c(G-S)\geq |S|+k\). Here, \(c(G-S)\) denotes the number of components
of \(G-S\). Clearly, both \(K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1}\) and \(K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1})\) are in \(\mathcal{G}_{n,k}\).
Lemma 3. Let \(\mathcal{G}_{n,k}\) be defined as above, where \(k\geq1,n\geq k+4\) and \(n\equiv k(\rm mod 2)\). Then the following
conclusions hold. \((i)\) For \(n \leq 3k + 6\), \(K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1}\) is the unique extremal graph with the maximum spectral radius in \(\mathcal{G}_{n,k}\). \((ii)\) For \(n \geq 3k + 8\), \(K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1})\) is the unique extremal graph with the maximum spectral radius in \(\mathcal{G}_{n,k}\).
Let \(G\) be an extremal graph with the maximum spectral radius in \(\mathcal{G}_{n,k}\). We shall prove \(G=K_{\frac{n - k}{2}} \vee \frac{n + k}{2}
K_{1}\) for \(n \leq 3k + 6\), and \(G=K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1})\) for \(n \geq 3k + 8\). Since \(G\in\mathcal{G}_{n,k}\), there is a \(S\subseteq V(G)\) with \(|S|\geq2\) such that \(c(G-S)\geq |S|+k\). Set \(s=|S|\). Let \(Q_{1},Q_{2},...,Q_{q}\) be all the components of \(G-S\). Then \(G-S=\cup_{1\leq i\leq q}Q_{q}\), where \(q\geq s+k\). Since \(n\geq q+s\geq2s+k\), we have \(s\leq\frac{n-k}{2}\). For \(1\leq i\leq q\), set \(n_{i}=|Q_{i}|\). Without loss of generality, assume that \(n_{1}\geq n_{2}\geq\cdots\geq n_{q}\geq1\).
\(G=K_{s}\vee(K_{n+1-2s-k}\cup (s+k-1)K_{1})\), where \(2\leq s\leq\frac{n-k}{2}\).
We first show that \(G=K_{s}\vee(\cup_{1\leq i\leq q}K_{n_{i}})\). In fact, let \(G_{1}\) be the graph obtained from \(G\) by adding edges, so that \(d_{G_{1}}(u)=n-1\) for any \(u\in S\) and \(Q_{i}\) is a complete graph for each \(1\leq i\leq q\). Clearly, \(G_{1}\in \mathcal{G}_{n,k}\). By Lemma 1, we have \(\rho(G)\leq \rho(G_{1})\) with equality only if \(G=G_{1}\). By the choice of \(G\), we must have \(G=G_{1}\).
Now we prove \(q=s+k\). In fact, if \(q>s+k\), let \(G_{2}\) be the graph obtained from \(G\) by connecting all the
vertices of \(Q_{q}\) to all the vertices of \(Q_{1}\). Note that \(c(G_{2}-S)=c(G-S)-1\geq s+k\). Thus, \(G_{2}\in\mathcal{G}_{n,k}\). However, by Lemma 1, we have \(\rho(G)<\rho(G_{2})\), a contradiction to the choice of
\(G\). Hence \(q=s+k\).
It remains to show \(n_{2}= n_{3}=\cdots= n_{q}=1\). Recall that \(n_{1}\geq n_{2}\geq\cdots\geq n_{q}\). It suffices to prove \(n_{2}=1\). By
contradiction, suppose \(n_{2}\geq2\). Let \(\mathbf{x}=(x_{w})\) be a Perron vector of \(G\), where \(x_{w}\) is the
element of \(\mathbf{x}\) corresponding to vertex \(w\). Since \[\sum_{w\in V(Q_{i})}\rho(G)x_{w}=(n_{i}-1)\sum_{w\in V(Q_{i})}x_{w}+n_{i}\sum_{w\in
S}x_{w}\] for \(1\leq i\leq q\), we have \[\sum_{w\in V(Q_{i})}x_{w}=\frac{n_{i}}{\rho(G)+1-n_{i}}\sum_{w\in S}x_{w}.\] Hence \[\sum_{w\in
V(Q_{1})}x_{w}\geq\sum_{w\in V(Q_{2})}x_{w}.\] Choose a vertex \(v\in V(Q_{2})\). Let \(G_{3}\) be the graph obtained from \(G\) by deleting the edges
between \(v\) and \(V(Q_{2})-\left\{v\right\}\), and adding all edges between \(v\) and \(V(Q_{1})\). Note that \(c(G_{3}-S)=c(G-S)= s+k\). Thus, \(G_{3}\in \mathcal{G}_{n,k}\). By Lemma 2, we have \(\rho(G)<\rho(G_{3})\), a contradiction to the choice of \(G\). Hence \(n_{2}=1\). Consequently, we have \(G=K_{s}\vee(K_{n+1-2s-k}\cup (s+k-1)K_{1})\), where \(2\leq s\leq\frac{n-k}{2}\). This finishes the proof of Claim 1. \(\Box\)
From Claim 1, we see \(G=K_{s}\vee(K_{n+1-2s-k}\cup (s+k-1)K_{1})\), where \(2\leq s\leq\frac{n-k}{2}\). Now define \[H_{b} = K_{b} \vee \left( K_{n - k - 2b +
1} \cup (k + b - 1) K_{1} \right),\] where \(2\leq b\leq \frac{n-k}{2}\). Let \[H_{0}=H_{2}=K_{2} \vee ( K_{n - k - 3} \cup (k + 1) K_{1})\] and \[G_{0}=H_{\frac{n-k}{2}} = K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1}.\] It suffices to prove \(\rho(G_{0})>\rho(H_{b})\) for any \(2\leq b<
\frac{n-k}{2}\) when \(n \leq 3k + 6\), and \(\rho(H_{0})>\rho(H_{b})\) for any \(2< b\leq \frac{n-k}{2}\) when \(n
\geq 3k + 8\).
The quotient matrix \(M_{H_{b}}\) of the equitable partition \(\left\{V(K_{b}),V(K_{n - k - 2b + 1}),V((k + b - 1) K_{1})\right\}\) of \(V(H_{b})\) is
given by \[M_{H_{b}} = \begin{pmatrix}
b - 1 & n - k - 2b + 1 & k + b - 1 \\
b & n - k - 2b & 0 \\
b & 0 & 0
\end{pmatrix}.\] The characteristic polynomial \(\Phi_{H_{b}}\) of \(M_{H_{b}}\) is \[\Phi_{H_{b}}(x) = x^{3} + (b - n + k + 1)x^{2} + \left( -b^{2} - bk +
2b - n + k \right)x + b(b + k - 1)(n - 2b - k).\] By Lemma 3, \(\rho(H_{b})\) is the largest root of \(\Phi_{H_{b}}(x)\). We prove the lemma by the following two cases.
\(n \leq 3k + 6\).
Recall that \[G_{0} = K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1}.\] In this case, we shall prove \(\rho(G_{0})>\rho(H_{b})\) for any \(2\leq b<
\frac{n-k}{2}\). Note that \(n\geq 2b+k+2\) as \(b< \frac{n-k}{2}\). For \(2 \leq b < \frac{n - k}{2}\), recall that \(\rho(H_{b})\) is the largest root of \[\Phi_{H_{b}}(x) = x^{3} + (b - n + k + 1)x^{2} + \left( -b^{2} - bk + 2b - n + k \right)x + b(b + k - 1)(n - 2b - k).\] Clearly, the quotient matrix \(M_{G_{0}}\) of the equitable partition \(\left\{V(K_{\frac{n-k}{2}}),V(\frac{n+k}{2}K_{1})\right\}\) of \(V(G_{0})\) is \[M_{G_{0}} =
\begin{pmatrix}
\frac{n - k - 2}{2} & \frac{n + k}{2} \\
\frac{n - k}{2} & 0
\end{pmatrix}.\] The characteristic polynomial \(\Phi_{G_{0}}\) of \(M_{G_{0}}\) is \[\Phi_{G_{0}}(x) = x^{2} - \frac{n - k - 2}{2}x - \frac{n^{2} -
k^{2}}{4}.\] By Lemma 3, we have \[\rho(G_{0}) = \frac{n - k - 2 + \sqrt{(n - k - 2)^{2} + 4(n^{2} - k^{2})}}{4}.\] We now prove
\[\frac{n - k - 2 + \sqrt{(n - k - 2)^{2} + 4(n^{2} - k^{2})}}{4} > n - k - 2.\] In other words, we need to prove \[n - k - 2 + \sqrt{(n - k - 2)^{2} + 4(n^{2} - k^{2})} > 4(n - k -
2).\] Equivalently, \[\sqrt{(n - k - 2)^{2} + 4(n^{2} - k^{2})} > 3(n - k - 2),\]\[\Leftrightarrow(n - k - 2)^{2} + 4(n^{2} - k^{2}) > 9(n - k - 2)^{2},\]\[\Leftrightarrow n^{2} - k^{2} > 2(n - k - 2)^{2},\]\[\Leftrightarrow 0 > n^{2} + 3k^{2} - 4nk - 8n + 8k + 8
= n(n - 4k - 8) + 3k^{2} + 8k + 8.\]
Recall that \(n \geq k+4\). Let \(f(x) = x(x - 4k - 8) + 3k^2 + 8k + 8\), where \(x \in [k+4, \, 3k+6]\). The function \(f(x)\) attains its maximum only at the endpoints of the interval. Recall \(k \geq 1\). By a calculation, we have \(f(k + 4) = -8k - 8 < 0\) and \(f(3k + 6) = -k - 4 < 0\). Thus \(f(x) < 0\) for any \(k+4\leq x\leq 3k+6\). It follows that \(f(n)<0\), and then \(\frac{n - k - 2 + \sqrt{(n - k - 2)^{2} + 4(n^{2} - k^{2})}}{4} > n - k - 2\) holds. Thus, we obtain \[\rho(G_{0}) > n - k - 2.\]
By a calculation, we have \[\Phi_{H_{b}}(x) = g(x) \Phi_{G_{0}}(x) + r(x),\] where \[g(x) = x - \frac{n - k - 2b}{2},\] and \[r(x)= \frac{n - k - 2b}{8}\left[
(4k + 4b - 4)x + 8b(b + k - 1) - n^{2} + k^{2} \right].\] Let \[h(x) = (4k + 4b - 4)x + 8b(b + k - 1) - n^{2} + k^{2}.\] Since \(k \geq 1\) and \(b \geq
2\), we have \(4k + 4b - 4 > 0\). Thus, \(h(x)\) is strictly increasing. Then, for \(x > n - k - 2\), \[h(x) > h(n
- k - 2) = n(4k + 4b - 4 - n) - 3k^{2} - 4k + 4bk - 16b + 8b^{2} + 8.\] Recall that \(n \in [2b + k + 2, 3k + 6]\) in this case. The minimum of \(h(n - k - 2)\) is attained only at
the endpoints. Noting \(b \geq 2\) and \(k \geq 1\), we have \[h(2b + k + 2 - k - 2)=12b^{2} + 12kb - 24b - 4k - 4\geq16>0,\] and \[h(3k+6 - k - 2)= k(16b - 28) + 8b + 8b^{2} - 52\geq0.\] Hence \(h(x) > h(n - k - 2) > 0\) for \(x > n - k - 2\). Noting \(n -
2b - k > 0\), we have \[\Phi_{H_{b}}(x) - \left( x - \frac{n - k - 2b}{2} \right) \Phi_{G_{0}}(x) = \frac{n - k - 2b}{8} h(x) > 0,\] for any \(x > n - k - 2\). Recall that
\(\rho(G_{0})>n-k-2\). Note that \(\Phi_{G_{0}}(x)\geq0\) for any \(x\geq\rho(G_{0})\). Thus, \[\Phi_{H_{b}}(x)=\left( x -
\frac{n - k - 2b}{2} \right) \Phi_{G_{0}}(x) + \frac{n - k - 2b}{8} h(x) >0\] for any \(x\geq\rho(G_{0})\). This implies that \(\rho(H_{b})<\rho(G_{0})\), as desired.
\(n \geq 3k + 8\).
Recall that \[H_{0} = K_{2} \vee \left( H_{n - k - 3} \cup (k + 1) K_{1} \right).\] In this case, we shall prove \(\rho(H_{0})>\rho(H_{b})\) for any \(2 <
b \leq \frac{n - k}{2}\). For \(3 \leq b \leq \frac{n - k}{2}\), recall that \(\rho(H_{b})\) is the largest root of \[\Phi_{H_{b}}(x) = x^{3} + (b - n + k +
1)x^{2} + \left( -b^{2} - bk + 2b - n + k \right)x + b(b + k - 1)(n - 2b - k).\] Clearly, the quotient matrix \(M_{H_{0}}\) of \(H_{0}\) becomes \[M_{H_{0}}
= \begin{pmatrix}
1 & n - k - 3 & k + 1 \\
2 & n - k - 4 & 0 \\
2 & 0 & 0
\end{pmatrix}.\] The characteristic polynomial \(\Phi_{H_{0}}(x)\) of \(M_{H_{0}}\) is \[\Phi_{H_{0}}(x) = x^{3} - (n - k - 3)x^{2} - (n + k)x + 2(k + 1)(n
- k - 4).\]\(\rho(H_{0})\) is the largest root of \(\Phi_{H_{0}}(x)\). Since \(K_{n - k - 1}\) is a proper subgraph of \(H_{0}\), by Lemma 1 we have \[\rho(H_{0}) > \rho(K_{n - k - 1}) = n - k - 2.\]
Let \[p(x) = \Phi_{H_{b}}(x) - \Phi_{H_{0}}(x)\]\[= (b - 2)\left[ x^{2} - (b + k)x - 2b^{2} + (n - 3k - 2)b + n + kn - k^{2} - 5k - 4 \right].\] Let \[q(x) =
x^{2} - (b + k)x - 2b^{2} + (n - 3k - 2)b + n + kn - k^{2} - 5k - 4,\] implying \[p(x) = (b - 2) q(x).\] Since \(n\geq2b+k\) and \(n\geq3k+8\), we
have \(2n\geq2b+4k+8\). It follows that \(2(n-k-2)\geq2b+2k+4>2(b+k)\). Thus, \(q(x)\) is strictly increasing for any \(x > n
- k - 2\). So, for \(x > n - k - 2\), we have \[q(x) > q(n - k - 2) = n^{2} - (2k + 3)n + k^{2} + k - 2bk - 2b^{2}.\] Recall that \(3 \leq b \leq
\frac{n - k}{2}\). For \(x\in[3,\frac{n - k}{2} ]\), the polynomial \(n^{2} - (2k + 3)n + k^{2} + k - 2kx - 2x^{2}\) attains its minimum only at the endpoints of \([3,\frac{n - k}{2} ]\). Recall \(n\geq3k+8\). For \(x = \frac{n - k}{2}\), \[\begin{align} &n^{2} - (2k + 3)n + k^{2} + k - 2kx -
2x^{2} \\ &= n^{2} - 2kn - 3n + k^{2} + k - (n - k)k - \frac{n^{2} - 2nk + k^{2}}{2} \\ &= \frac{1}{2}\left[ (n - 4k - 6)n + 3k^{2} + 2k \right] \\ &\geq \frac{1}{2}\left[ (3k + 8 - 4k - 6)(3k + 8) + 3k^{2} + 2k \right] \\ &=
\frac{1}{2}\left[ (-k + 2)(3k + 8) + 3k^{2} + 2k \right] \\ &= \frac{1}{2}\left[ -3k^{2} - 8k + 6k + 16 + 3k^{2} + 2k \right] \\ &= 8 > 0. \end{align}\] For \(x=3\), \[\begin{align} &n^{2} - (2k + 3)n + k^{2} + k - 2kx - 2x^{2} \\ &= n^{2} - (2k+3)n+ k^{2} - 5k - 18 \\ &\geq (3k + 8)(k + 5) + k^{2} - 5k - 18 \\ &= 3k^{2} + 15k + 8k + 40 + k^{2} - 5k - 18 \\ &= 4k^{2} + 18k + 22
> 0. \end{align}\] Thus, \[n^{2} - (2k + 3)n + k^{2} + k - 2kx - 2x^{2}>0\] for any \(x\in[3,\frac{n - k}{2} ]\). Then \[q(x) > q(n - k - 2) =
n^{2} - (2k + 3)n + k^{2} + k - 2bk - 2b^{2}>0\] for any \(3\leq b\leq\frac{n - k}{2}\) and \(x> n-k-2\). Therefore, \[p(x) = (b - 2) q(x) > (b -
2) q(n - k - 2) > 0\] for any \(x> n-k-2\). Recall \(\rho(H_{0}) > n - k - 2\), we have \[\Phi_{H_{b}}(x) - \Phi_{H_{0}}(x)=p(x)> 0,\]
for any \(x\geq\rho(H_{0})\). Clearly, \(\Phi_{H_{0}}(x)\geq0\) for any \(x\geq\rho(H_{0})\). Thus, \(\Phi_{H_{b}}(x) >
0\) for any \(x\geq\rho(H_{0})\). This implies that \(\rho(H_{b})<\rho(H_{0})\), as desired. This completes the proof. \(\Box\)
To prove Theorem 2, we first introduce the Gallai–Edmonds Structure Theorem. Let \(G=[X, Y]\) be a bipartite graph. For any \(S\subseteq X\), let \(|N_{G}(S)| - |S|\) be called the surplus of \(S\). The minimum surplus over all nonempty subsets of \(X\) is called the \(X\)-surplus of the graph \(G\).
Let \(G\) be a graph. Let \(D(G)\) be the set of vertices \(w\), such that there is a maximum matching which does not cover \(w\). Let \(B(G)\) denote the set of vertices \(v\) in \(V(G) \setminus D(G)\), such that \(v\)
is adjacent to at least one vertex in \(D(G)\). Let \(C(G) = V(G) \setminus (D(G) \cup B(G))\).
Lemma 4. (Gallai–Edmonds Structure Theorem [20]) For a graph \(G\) , let \(D(G),
B(G)\) and \(C(G)\) be defined as above. Then the following statements hold:
Each component of the subgraph induced by \(D(G)\) is factor-critical.
The subgraph induced by \(C(G)\) has a perfect matching.
After deleting the vertices of \(C(G)\) and the edges inside \(B(G)\) from \(G\), and contracting each component of \(D(G)\) into a single vertex, the resulting bipartite graph has positive surplus (as viewed from \(B(G)\)).
Every maximum matching of \(G\) contains a near-perfect matching of each component of \(D(G)\) and a perfect matching of each component of \(C(G)\), and each vertex in \(B(G)\) is paired with a vertex from a distinct component of \(D(G)\).
\(\emptyset\) is stipulated as an independent set. Using Gallai–Edmonds Structure Theorem, Niu, Lian and Wang [16] obtained the
following result.
Lemma 5. ([16])Let \(G\) be a connected graph without a perfect matching. Then \(G\) is a maximum matching covered graph if and only if \(C(G) = \varnothing\) and \(B(G)\) is an independent set.
Recall that \(k\geq1,n\geq k+4\) and \(n\equiv k(\rm mod 2)\). Observe that both \(K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1}\) and \(K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1})\) have matching number \(\frac{n-k}{2}\) (see Berge-Tutte Formula [21]). Clearly, they both are not maximum matching covered, since an edge inside \(V(K_{\frac{n-k}{2}})\) or \(V(K_{2})\) is not contained in a maximum
matching. Recall that \(\rho(G)\geq\rho(K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1})\) for \(n \leq 3k + 6\), and \(\rho(G)\geq\rho(K_{2} \vee (K_{n - k - 3}
\cup (k + 1) K_{1}))\) for \(n \geq 3k + 8\). Suppose that \(G\) is not maximum matching covered. It suffices to prove \(G=K_{\frac{n - k}{2}} \vee \frac{n +
k}{2} K_{1}\) for \(n \leq 3k + 6\), and \(G=K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1})\) for \(n \geq 3k + 8\). Recall that \(G\) has matching number at most \(\frac{n-k}{2}\). Thus \(G\) contains no perfect matching.
Let \(D(G), B(G)\) and \(C(G)\) be the partition of \(V(G)\) in the Gallai–Edmonds Structure Theorem. Clearly, there are no edges between \(D(G)\) and \(C(G)\). Let \(Q_{1},Q_{2},...,Q_{q}\) be the components of the subgraph induced by \(D(G)\). Note that \(|Q_{i}|\) is odd for any \(1\leq i\leq q\), since \(Q_{i}\) is factor-critical. Set \(b=|B(G)|\). From the construction of
maximum matchings in Gallai–Edmonds Structure Theorem, we see that \(G\) has matching number \(\frac{n-(q-b)}{2}\). Thus, \(\frac{n-(q-b)}{2}\leq\frac{n-k}{2}\), implying \[q\geq b+k.\] Since \(G\) is connected and not maximum matching covered, by Lemma 5, we have \(C(G)\neq\emptyset\) or \(B(G)\) is not independent. Thus, we have the following two cases.
\(C(G)\neq\emptyset\).
Note that \(|C(G)|\geq2\) in this case, since \(|C(G)|\) is even. Since \(q\geq k+b\geq1\) and \(G\) is connected, we
must have \(b\geq1\) as \(C(G)\neq\emptyset\). Now choose a vertex \(u\in C(G)\). Let \(S=B(G)\cup\left\{u\right\}\). Then
\(|S|\geq2\). Moreover, noting \(C(G)-\left\{u\right\}\neq\emptyset\), we have \(c(G-S)\geq q+1\geq b+k+1=|S|+k\). It follows that \(G\in\mathcal{G}_{n,k}\) (defined in Lemma 3). By Lemma 3, \(K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1}\) is the unique graph with the maximum spectral radius in \(\mathcal{G}_{n,k}\) for \(n \leq 3k + 6\), and \(K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1})\) is the unique graph with the maximum spectral radius in \(\mathcal{G}_{n,k}\) for \(n \geq 3k + 8\). Thus, we
must have \(G=K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1}\) for \(n \leq 3k + 6\), and \(G=K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1})\) for \(n \geq 3k + 8\), as desired.
\(B(G)\) is not independent.
Recall that \(\emptyset\) is stipulated as an independent set. Thus \(b\geq2\) as \(B(G)\) is not independent. Recall that \(c(G-B(G))\geq q\geq b+k\). Thus, \(G\in\mathcal{G}_{n,k}\) (defined in Lemma 3). Similar to Case 1, we have
\(G=K_{\frac{n - k}{2}} \vee \frac{n + k}{2} K_{1}\) for \(n \leq 3k + 6\), and \(G=K_{2} \vee (K_{n - k - 3} \cup (k + 1) K_{1})\) for \(n \geq 3k + 8\), as desired. This completes the proof. \(\Box\)
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