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Let ${\mu }_{n-1}\left(G\right)$ be the algebraic connectivity, and let ${\mu }_1\left(G\right)$ be the Laplacian spectral radius of a $k$-connected graph $G$ with $n$ vertices and $m$ edges. In this paper, we prove that $${\mu }_{n-1}\left(G\right)\ge \frac{2n{k}^2}{(n(n-1)-2m)(n+k-2)+2k^2},$$ with equality if and only if $G$ is the complete graph $K_n$ or $K_n-e$. Moreover, if $G$ is non-regular, then $${\mu }_1\left(G\right)<2\Delta -\frac{2(n\Delta -2m)k^2}{2(n\Delta -2m)(n^2-2n+2k)+n{k}^2},$$ where $\Delta$ stands for the maximum degree of $G$. Remark that in some cases, these two inequalities improve some previously known results.

We give a novel upper bound on graph energy in terms of the vertex cover number, and present a complete characterization of the graphs whose energy equals twice their matching number.

For a simple graph $G$ on $n$ vertices and an integer $k$ with $1\le k\le n$, denote by ${𝒮}_k^{+}\left(G\right)$ the sum of $k$ largest signless Laplacian eigenvalues of $G$. It was conjectured that ${𝒮}_k^{+}\left(G\right)\le e\left(G\right)+\left(\genfrac{}{}{0pt}{}{k+1}{2}\right)$, where $e\left(G\right)$ is the number of edges of $G$. This conjecture has been proved to be true for all graphs when $k\in \{1,2,n-1,n\}$, and for trees, unicyclic graphs, bicyclic graphs and regular graphs (for all $k$). In this note, this conjecture is proved to be true for all graphs when $k=n-2$, and for some new classes of graphs.

The irregularity of a graph $G=(V,E)$ is defined as the sum of imbalances $|d_u-d_v|$ over all edges $uv\in E$, where $d_u$ denotes the degree of the vertex $u$ in $G$. This graph invariant, introduced by Albertson in 1997, is a measure of the defect of regularity of a graph. In this paper, we completely determine the extremal values of the irregularity of connected graphs with $n$ vertices and $p$ pendant vertices ($1\le p\le n-1$), and characterize the corresponding extremal graphs.