Which graph properties are characterized by the spectrum? Willem H Haemers Tilburg University The Netherlands
Which graph properties are characterized by the spectrum? Willem H Haemers Tilburg University The Netherlands Celebrating 80 years Reza Khosrovshahi
0 1 0 0 0 0 0 0 ✉ 1 0 1 0 1 0 1 0 0 1 0 1 0 0 0 1 ✉ ✟ ❍❍❍❍❍❍❍ 0 0 1 0 1 0 0 0 ✟ ✟ ✟ 0 1 0 1 0 1 0 0 ✟ ✟ ✟ ✟ ❍ ✉ ✉ ✉ ✉ ✉ 0 0 0 0 1 0 1 0 ❍ ✟ ❍ ✟✟✟✟✟✟✟ ❍ ❍ 0 1 0 0 0 1 0 1 ❍ ❍ ❍ ❍ 0 0 1 0 0 0 1 0 ✉ adjacency spectrum √ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 }
0 1 0 0 0 0 0 0 1 2 3 4 ✉ ✉ ✉ ✉ 1 0 1 0 1 0 1 0 ✑ ✁ ❆ ❆ ✑ 0 1 0 1 0 0 0 1 ✁ ❆ ❆ ✑ ✑ ✁ ❆ ❆ 0 0 1 0 1 0 0 0 ✑ ✁ ✑ ❆ ❆ ✑ 0 1 0 1 0 1 0 0 ✁ ❆ ❆ ✑ ✁ ✑ ❆ ❆ 0 0 0 0 1 0 1 0 ✑ ✉ ✉ ✉ ✉ ✁ ❆ ❆ ✁ ✑ ❆ ❆ 0 1 0 0 0 1 0 1 5 6 7 8 0 0 1 0 0 0 1 0
0 1 0 0 0 0 0 0 1 2 3 4 ✉ ✉ ✉ ✉ 1 0 1 0 1 0 1 0 ✑ ✁ ❆ ❆ ✑ 0 1 0 1 0 0 0 1 ✁ ❆ ❆ ✑ ✑ ✁ ❆ ❆ 0 0 1 0 1 0 0 0 ✑ ✁ ✑ ❆ ❆ ✑ 0 1 0 1 0 1 0 0 ✁ ❆ ❆ ✑ ✁ ✑ ❆ ❆ 0 0 0 0 1 0 1 0 ✑ ✉ ✉ ✉ ✉ ✁ ❆ ❆ ✁ ✑ ❆ ❆ 0 1 0 0 0 1 0 1 5 6 7 8 0 0 1 0 0 0 1 0 adjacency spectrum √ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 }
adjacency spectrum √ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 }
adjacency spectrum √ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 } Theorem The adjacency spectrum is symmetric around 0 if and only if the graph is bipartite
adjacency spectrum √ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 } Theorem (Coulson, Rushbrooke 1940, Sachs 1966) The adjacency spectrum is symmetric around 0 if and only if the graph is bipartite
0 0 0 0 1 0 0 0 1 3 5 7 ✉ ✉ ✉ ✉ 0 0 0 0 1 1 0 1 ✑ ✁ ❅ � ✁ ✁ ✑ ✁ ❅ � ✁ ✑ ✁ 0 0 0 0 1 1 1 0 ✑ ✁ � ❅ ✁ ✁ ✑ 0 0 0 0 1 0 1 1 ✁ � ✑ ✁ ❅ ✁ ✑ 1 1 1 1 0 0 0 0 ✁ � ✁ ❅ ✁ ✑ ✁ � ✑ ✁ ✁ ❅ 0 1 1 0 0 0 0 0 ✑ ✉ ✉ ✉ ✉ ✁ � ✁ ✁ ❅ ✑ ✁ � ✁ ✁ ❅ 0 0 1 1 0 0 0 0 2 4 6 8 0 1 0 1 0 0 0 0 adjacency spectrum √ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 }
λ 1 ≥ . . . ≥ λ n are the adjacency eigenvalues of G Theorem n n � � G has n vertices, 1 λ 2 i edges and 1 λ 3 i triangles 2 6 i =1 i =1 Theorem G is regular if and only if λ 1 equals the average degree
λ 1 ≥ . . . ≥ λ n are the adjacency eigenvalues of G Theorem n n � � G has n vertices, 1 λ 2 i edges and 1 λ 3 i triangles 2 6 i =1 i =1 Theorem n � G is regular if and only if λ 1 equals 1 λ 2 m i n i =1
λ 1 ≥ . . . ≥ λ n are the adjacency eigenvalues of G Theorem n n � � G has n vertices, 1 λ 2 i edges and 1 λ 3 i triangles 2 6 i =1 i =1 Theorem n � G is regular if and only if λ 1 equals 1 λ 2 m i n i =1 Drawback Spectrum does not tell everything
√ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 }
√ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 } 8 vertices, 10 edges, bipartite
√ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 } 8 vertices, 10 edges, bipartite Can the bipartition have parts of unequal size? 0 0 0 0 0 0 0 0 0 0 ✉ ✉ ✉ ✉ ✉ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ✉ ✉ ✉ 0 0 0
√ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 } 8 vertices, 10 edges, bipartite Can the bipartition have parts of unequal size? NO! 0 0 0 0 0 0 0 0 0 0 ✉ ✉ ✉ ✉ ✉ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ✉ ✉ ✉ 0 0 0
√ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 } 8 vertices, 10 edges, bipartite with parts of size 4 0 0 0 0 0 0 0 0 ✉ ✉ ✉ ✉ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ✉ ✉ ✉ ✉ 0 0 0 0
√ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 } 8 vertices, 10 edges, bipartite with parts of size 4 0 0 0 0 1 1 1 1 ✉ ✉ ✉ ✉ ◗◗◗◗◗◗◗◗◗◗ ✑ 0 0 0 0 1 0 1 0 ❅ ❆ ✁ ❆ � ❆ � ✑ 0 0 0 0 1 0 0 1 ❆ ❅ ✁ ❆ � ❆ ✑ � ✑ ❆ ❅ ✁ � ❆ � ❆ ✑ 0 0 0 0 1 1 0 0 ❆ ✁ ❅ � ✑ ❆ � ❆ ✑ 1 1 1 1 0 0 0 0 ✁ ❆ � ❅ ❆ � ❆ ✑ ✁ � ✑ ❆ � ❅ ❆ ❆ 1 0 0 1 0 0 0 0 ✑ ✉ ✁ � ❆ ✉ � ❅ ❆ ✉ ❆ ✉ ✁ � ✑ ❆ � ❅ ❆ ◗ ❆ 1 1 0 0 0 0 0 0 1 0 1 0 0 0 0 0 degree sequence (2 , 2 , 2 , 2 , 2 , 2 , 4 , 4)
√ √ √ √ {− 1 − 3 , − 1 , − 1 , 1 − 3 , − 1 + 3 , 1 , 1 , 1 + 3 } 8 vertices, 10 edges, bipartite with parts of size 4 0 0 0 0 1 0 0 0 ✉ ✉ ✉ ✉ ✑ 0 0 0 0 1 1 0 1 ✁ ❅ � ✁ ✁ ✑ 0 0 0 0 1 1 1 0 ✁ ❅ � ✁ ✑ ✁ ✑ ✁ � ❅ ✁ ✁ ✑ 0 0 0 0 1 0 1 1 ✁ � ✑ ✁ ❅ ✁ ✑ 1 1 1 1 0 0 0 0 ✁ � ✁ ❅ ✁ ✑ ✁ � ✑ ✁ ✁ ❅ 0 1 1 0 0 0 0 0 ✑ ✉ ✁ � ✉ ✁ ✉ ✁ ❅ ✉ ✁ ✑ � ✁ ✁ ❅ 0 0 1 1 0 0 0 0 0 1 0 1 0 0 0 0 degree sequence (1 , 2 , 2 , 2 , 3 , 3 , 3 , 4)
Observation The degree sequence of a graph is not determined by the adjacency spectrum Question Are the sizes of the two parts of a bipartite graph determined by the adjacency spectrum?
Observation The degree sequence of a graph is not determined by the adjacency spectrum Question Are the sizes of the two parts of a bipartite graph determined by the adjacency spectrum? General answer is NO!
✉ ✉ ✉ ✉ ✉ ✉ ✉ ◗ ✑ ◗ ✑ ◗ ✑✑✑✑✑ ◗ ✑✑✑✑✑ ❆ ✁ ❆ ✁ ◗ ❆ ✁ ❆ ◗ ✁ ◗ ◗ ❆ ✁ ❆ ✁ ◗ ◗ ✉ ✉ ✉ ◗ ❆ ✁ ❆ ◗ ✁ both graphs have adjacency spectrum {− 2 , 0 , 0 , 0 , 2 }
Problem (Zwierzy´ nski 2006) Can one determine the size of a bipartition given only the spectrum of a connected bipartite graph?
Problem (Zwierzy´ nski 2006) Can one determine the size of a bipartition given only the spectrum of a connected bipartite graph? Theorem (van Dam, WHH 2008) NO!
✉ ✉ ✉ ✉ ✉ ✉ ✉ ◗ ✑ ◗ ✑ ◗ ✑✑✑✑✑ ◗ ✑✑✑✑✑ ❆ ✁ ❆ ✁ ◗ ❆ ✁ ❆ ◗ ✁ ◗ ◗ ❆ ✁ ❆ ✁ ◗ ◗ ✉ ✉ ✉ ◗ ❆ ✁ ❆ ◗ ✁ NOT determined by the adjacency spectrum are: • being connected • being a tree • the girth
Laplacian (matrix) 3 -1 -1 -1 0 0 ✉ � ❅ -1 2 0 0 0 -1 � ❅ � ❅ -1 0 2 0 0 -1 ✉ ✉ ❅ ✉ ✉ � ❅ � -1 0 0 3 -1 -1 � ❅ � ❅ 0 0 0 -1 1 0 ✉ ❅� 0 -1 -1 -1 0 3 Laplacian spectrum √ √ { 0 , 3 − 5 , 2 , 3 , 3 , 3+ 5 }
0 = µ 1 ≤ . . . ≤ µ n are the Laplacian eigenvalues of G Theorem n n � � • G has 1 µ i edges, and 1 µ i spanning trees 2 n i =2 i =2 • the number of connected components of G equals the multiplicity of 0 Theorem n n � � µ i ) 2 G is regular if and only if n µ i ( µ i − 1) = ( i =2 i =2
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