, size in the subgraph induced by N i in linear time Notice that S i is actually an independent set of maximum size in the subgraph induced by N i since any vertex of N i may only have at most one neighbor in N i since G is a cactus. Let S be one of the sets S i , i = 1, . . . , n, of maximum size. By construction, S is an independent 2-clique of maximum size among all independent 2-cliques in G in which every vertices have a common neighbor in V . Moreover, S can be found in linear time. Now we prove that S is an independent 2-clique of maximum size in G. If |S| ? 3, by Lemma 7.10 we know that ? =2 (G) ? 3. Indeed, if ? =2 (G) ? 4 then G would not be a cactus since S is an independent 2-clique of maximum size among all independent 2-cliques in G
, any independent 2-clique of size 3 would be included in an induced cycle C 6 (as in Figure 7.3) without chord (since G is a cactus) and we note such a cycle c. Since G is not isomorphic to a cycle of length 6, one of the vertices (say v) of the cycle c has a neighbor out of c. Then since G is a cactus, the two neighbors of v in c and one neighbor of v in V \ c is an independent 2-clique of size 3, which is a contradiction since |S| = 2. Thus, S is an independent 2-clique of maximum size, If |S| ?, vol.310, issue.4 7 2
, Other graph classes in which both problems are polynomialtime solvable
, Clique and Max Independent Set are polynomial-time solvable We first investigate a subclass of split graphs, namely threshold graphs. It follows from the definitions that a threshold graph G = (V, E) is a split graph with the following property: the vertices of the independent set S can be ordered as v 1, such that N G (v 1 ) ? N G (v 2 ) ? . . . ? N G (v p ). We denote by u 1 , . . . , u q the vertices of the clique K, and we suppose that d G (u 1 ) ? d G (u 2 ) ? . . . ? d G (u q ). Without loss of generality, we assume that there is no isolated vertex in G. Note that a threshold graph can be recognized in linear time
, Proposition 7.13. Max Independent 2-Clique is linear-time solvable on threshold graphs. Moreover, every threshold graph G without isolated vertices we have ? =2 (G) = ?(G)
, ) be a threshold graph with the previous decomposition into S and K
u q }, for some r ? 1. Then a maximum independent 2-clique in G is S if K \ N G (v p ) = ?, and otherwise it is S ? {z} with any z ? K \ N G (v p ), since in both cases the common neighbor of all these vertices is u q . Since Max Independent 4.1 Two different 2-partitions for the same graph (given by the black and white colors) in which each part has at least 2 vertices, the first partition, x does not satisfy the proportion condition of a community structure since the proportion of neighbors in the white part is 1 ,
, but the proportion of neighbors in the black partition is 2
, The second partition gives a 2-community structure, p.58
A weak 2-community structure of a graph (presented by the colors black and white) in which the vertex v does not satisfy the proportion condition of a 2-community structure but satisfies the weak proportion condition of a weak 2-community structure from Definition 4, p.59 ,
A complete graph in which a 3-community structure is given by the colors black, gray, p.62 ,
A disconnected graph with an isolated vertex in which there is no community structure, p.63 ,
, Applying one step in Case 2(A) on the gray vertex decreases the size of the cut by one and creates two vertices in C 1 with 3 in-neighbors, p.68
Splitting C 2 when |N | = 4 (vertices in N are in gray), p.72 ,
A 2-community structure {C 1 , C 2 } (C 1 in white, C 2 in black) for other graphs on 5 vertices, p.76 ,
2-community structure in a graph of maximum degree 3. Candidates vertices to be moved are in gray, p.77 ,
, An example of a graph in which all 2-community structures are balanced, p.88
A cross gadget and a graph of maximum degree 3 without balanced 2- community structure, p.88 ,
A tree of maximum degree 3 in which any balanced 2-community structure (or even balanced weak 2-community structure) is disconnected (an example of a balanced 2-community structure is presented by the black and white colors), p.89 ,
, 12 A graph with 10 vertices that does not contain any 2-community structure 90
A schematic representation of a graph in, p.91 ,
, , p.100
, A cubic graph where the community of maximum size (in gray) is disconnected, p.102
constructed by two stars S d for some integer d such that their center are joined by a path of length 2. The community in gray is a disconnected community of maximum size, whereas a connected community of maximum size have no more than |V | 2 vertices, p.102 ,
, Hamiltonian cubic graphs H 1 and H 2 with 8 vertices in which there is no community of
, , p.106
, , p.112
where the 5 vertices in gray cannot be extended into a community, p.114 ,
A split graph in which there is no partition into two 2-clubs but there is a partition into two cliques in the squared graph. Some edges are dotted in G 2 in order to highlight the partition into two cliques, p.120 ,
, The split graph G defined from the instance I = (X, C) with X = {x 1 , x 2 , x 3 , x 4 , x 5 , x 6 } and C = {x 1 ?x 2 ?x 3, p.121
The graph G and a set of edges (represented by dotted lines) of minimum size to add to make G having diameter 2 (a minimum dominating set is given in gray), p.123 ,
A split graph and its spanning subtree of diameter 4, p.124 ,
A split graph, a graph almost split of length 1 and a graph almost split of length 2, p.126 ,
where an arrow from a class to another indicates that the first class contains the second one We compare the hardness of Max Independent 2-Clique and Max Independent Set in studied graph classes. Max Independent 2-Clique is NP-hard on graph classes at the top of the figure (hatched area) and is polynomial-time solvable on graph classes at the bottom (non-hatched area) Max Independent Set is NP-hard on graph classes on the left of the figure (dotted area) and is polynomial-time solvable on graph classes on the right (non-dotted area), Relationship among some classes of (connected) graphs, p.131 ,
Two graphs in which S is an independent 2-clique, p.132 ,
, The independent 2-clique S and its (partial) neighborhood selected in the proof of Lemma 7.10. Dotted lines are possible edges so z can be at distance 2 from other vertices in S but those are unimportant for the proof, p.136
, The bipartite graph G , an instance of Max Independent 2-Clique, p.141
The graph G for which the corresponding line graph L(G ) is an instance of Max Independent 2-Clique, p.143 ,
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