Independent sets near the lower bound in bounded degree graphs
Zdenek Dvorak, Bernard Lidicky

TL;DR
This paper characterizes graphs with independence numbers close to the lower bound given by Brook's Theorem and provides a kernelization result for the independent set problem in such graphs.
Contribution
It offers an approximate structural characterization of graphs near the lower bound of independence number and introduces a kernelization approach for the independent set problem.
Findings
Graphs with independence number close to the lower bound are structurally characterized.
The independent set problem admits a kernel of size O(k) in these graphs.
The results improve understanding of independent sets in bounded degree graphs.
Abstract
By Brook's Theorem, every n-vertex graph of maximum degree at most Delta >= 3 and clique number at most Delta is Delta-colorable, and thus it has an independent set of size at least n/Delta. We give an approximate characterization of graphs with independence number close to this bound, and use it to show that the problem of deciding whether such a graph has an indepdendent set of size at least n/Delta+k has a kernel of size O(k).
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