We study extremal problems for linear combinations of eigenvalues of matrices associated with graphs, with emphasis on quantities involving the spectral radius and the algebraic connectivity. For 0 ≤ α < 1 , define A α ( G ) = α D ( G ) + ( 1 − α ) A ( G ) , and let λ 1 ( α ) ( G ) and a ( G ) denote the largest eigenvalue and algebraic connectivity of G , respectively. We prove that, for every fixed 0 ≤ α < 1 and 0 < β ≤ 1 , the quantity λ 1 ( α ) ( G ) − β a ( G ) is uniquely maximized, among all connected graphs of sufficiently large order n , by the kite graph K i n , n − 1 . Here, the kite graph K i n , n − 1 is the graph obtained by attaching a pendant vertex to a complete graph on n − 1 vertices. This gives confirmations of a conjecture of Aouchiche on λ 1 ( G ) − a ( G ) and of the upper-bound part of a conjecture of Hansen and Lucas on q 1 ( G ) − a ( G ) ; it also recovers corresponding extremal results involving vertex connectivity, edge connectivity, and minimum degree. We further prove that, for every connected graph G of order n ≥ 3 ⋅ 2 17 , q 1 ( G ) − a ( G ) ≥ 2 + 2 cos 2 π n , with equality if and only if G ≅ C n . This confirms the lower-bound part of the Hansen–Lucas conjecture for large n .
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Wang et al. (2026) studied this question.
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