On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs...

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On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea Spectra of graphs and applications 2016, in honor of Prof. Dragoˇ s Cvetkovi´ c for his 75th birthday, Serbian Academy of Sciences and Arts, Belgrade, Serbia. May 20, 2016 (Joint work with M. Liu) ( )

Transcript of On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs...

Page 1: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

On (Signless) Laplacian eigenvalues of graphs

Kinkar Chandra Das

Department of Mathematics,Sungkyunkwan University, Rep. of Korea

Spectra of graphs and applications 2016,in honor of Prof. Dragos Cvetkovic for his 75th birthday,Serbian Academy of Sciences and Arts, Belgrade, Serbia.

May 20, 2016 (Joint work with M. Liu)

( )

Page 2: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Conjecture 1 [1,2]:

Let G be a connected graph of order n > 3. Then

q1 − 2λ1 ≤ n− 2√n− 1

with equality holding if and only if G ∼= K1, n−1.

Page 3: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Conjecture 1 [1,2]:

Let G be a connected graph of order n > 3. Then

q1 − 2λ1 ≤ n− 2√n− 1

with equality holding if and only if G ∼= K1, n−1.

Conjecture 2 [1,2]:

Let G be a connected graph n > 3,

1−√n − 1 ≤ q2 − λ1 ≤ n − 2−

√2 (n − 2)

with equality holding iff G ∼= K1, n−1 (lower) and G ∼= K2, n−2 (upper).

[1] M. Aouchiche, P. Hansen, A survey of automated conjectures...., Linear Algebra Appl. 432 (2010) 2293-2322.

[2] D.Cvetkovic, P. Rowlinson, S. K. Simic, Eigenvalue bounds for the signless Laplacian, Publ. Inst. Math.

(Beogr ) (N S ) 81 (95) (2007) 11–27

Page 4: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Relation between q1 and λ1

Theorem [3]:

Let G be a connected graph of order n > 4. Then

q2 − λ1 ≥ 1−√n − 1

with equality holding if and only if G ∼= K1, n−1 or G ∼= K5.

[3] K. C. Das, Proof of conjecture involving the second largest signless Laplacian eigenvalue and the index of

graphs, Linear Algebra Appl. 435 (2011) 2420–2424.

Page 5: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

Let x = (x1, x2, . . . , xn)T be an unit eigenvector corresponding eigenvalue

q1 of Q(G ). Then

q1 =∑

vi vj∈E(G)

(xi + xj)2

Page 6: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

Let x = (x1, x2, . . . , xn)T be an unit eigenvector corresponding eigenvalue

q1 of Q(G ). Then

q1 =∑

vi vj∈E(G)

(xi + xj)2 =

∑vi vj∈E(G)

(xi − xj)2 + 4

∑vi vj∈E(G)

xixj .

Page 7: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

Let x = (x1, x2, . . . , xn)T be an unit eigenvector corresponding eigenvalue

q1 of Q(G ). Then

q1 =∑

vi vj∈E(G)

(xi + xj)2 =

∑vi vj∈E(G)

(xi − xj)2 + 4

∑vi vj∈E(G)

xixj .

Rayleigh-Ritz theorem,

λ1 ≥ 2∑

vi vj∈E(G)

xixj .

Page 8: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

Let x = (x1, x2, . . . , xn)T be an unit eigenvector corresponding eigenvalue

q1 of Q(G ). Then

q1 =∑

vi vj∈E(G)

(xi + xj)2 =

∑vi vj∈E(G)

(xi − xj)2 + 4

∑vi vj∈E(G)

xixj .

Rayleigh-Ritz theorem,

λ1 ≥ 2∑

vi vj∈E(G)

xixj .

Hence

q1 − 2λ1 ≤n∑

i=1

di x2i − λ1

Page 9: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

Let x = (x1, x2, . . . , xn)T be an unit eigenvector corresponding eigenvalue

q1 of Q(G ). Then

q1 =∑

vi vj∈E(G)

(xi + xj)2 =

∑vi vj∈E(G)

(xi − xj)2 + 4

∑vi vj∈E(G)

xixj .

Rayleigh-Ritz theorem,

λ1 ≥ 2∑

vi vj∈E(G)

xixj .

Hence

q1 − 2λ1 ≤n∑

i=1

di x2i − λ1 ≤ Δ− λ1.

Page 10: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

If Δ ≤ n − 2√n − 1, then the Conjecture 1 holds.

Page 11: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

If Δ ≤ n − 2√n − 1, then the Conjecture 1 holds.Otherwise,

Δ > n − 2√n − 1.

Page 12: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

If Δ ≤ n − 2√n − 1, then the Conjecture 1 holds.Otherwise,

Δ > n − 2√n − 1.

If m ≥ n2

[Δ− n + 2

√n − 1

], then also Conjecture 1 holds.

Page 13: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

If Δ ≤ n − 2√n − 1, then the Conjecture 1 holds.Otherwise,

Δ > n − 2√n − 1.

If m ≥ n2

[Δ− n + 2

√n − 1

], then also Conjecture 1 holds.

Still we have to prove our Conjecture 1 for Δ > n − 2√n − 1 and

m < n2

[Δ− n+ 2

√n− 1

].

Page 14: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

If Δ ≤ n − 2√n − 1, then the Conjecture 1 holds.Otherwise,

Δ > n − 2√n − 1.

If m ≥ n2

[Δ− n + 2

√n − 1

], then also Conjecture 1 holds.

Still we have to prove our Conjecture 1 for Δ > n − 2√n − 1 and

m < n2

[Δ− n+ 2

√n− 1

].

q1 − 2λ1 ≤∑

vi vj∈E(G)

(xi − xj)2

Page 15: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Adjacency and Signless Laplacian Matrix

Partial Proof of Conjecture 1:

If Δ ≤ n − 2√n − 1, then the Conjecture 1 holds.Otherwise,

Δ > n − 2√n − 1.

If m ≥ n2

[Δ− n + 2

√n − 1

], then also Conjecture 1 holds.

Still we have to prove our Conjecture 1 for Δ > n − 2√n − 1 and

m < n2

[Δ− n+ 2

√n− 1

].

q1 − 2λ1 ≤∑

vi vj∈E(G)

(xi − xj)2 ≤ m (xmax − xmin)

2 ≤ n

2

[Δ− n + 2

√n − 1

]

× (xmax − xmin)2 .

Page 16: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Conjecture 1 for tree

Proof of Conjecture 1 for tree:

Let mi be the average degree of the adjacent vertices of vertex vi .

Page 17: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Conjecture 1 for tree

Proof of Conjecture 1 for tree:

Let mi be the average degree of the adjacent vertices of vertex vi .We have

q1 ≤ max1≤i≤n

(di +mi )

Page 18: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Conjecture 1 for tree

Proof of Conjecture 1 for tree:

Let mi be the average degree of the adjacent vertices of vertex vi .We have

q1 ≤ max1≤i≤n

(di +mi ) = dk +mk , (say).

Page 19: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Conjecture 1 for tree

Proof of Conjecture 1 for tree:

Let mi be the average degree of the adjacent vertices of vertex vi .We have

q1 ≤ max1≤i≤n

(di +mi ) = dk +mk , (say).

Moreover, for Tree

λ1 ≥ max1≤i≤n

√di +mi − 1

Page 20: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Conjecture 1 for tree

Proof of Conjecture 1 for tree:

Let mi be the average degree of the adjacent vertices of vertex vi .We have

q1 ≤ max1≤i≤n

(di +mi ) = dk +mk , (say).

Moreover, for Tree

λ1 ≥ max1≤i≤n

√di +mi − 1 ≥

√dk +mk − 1.

Page 21: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Conjecture 1 for tree

Proof of Conjecture 1 for tree:

Let mi be the average degree of the adjacent vertices of vertex vi .We have

q1 ≤ max1≤i≤n

(di +mi ) = dk +mk , (say).

Moreover, for Tree

λ1 ≥ max1≤i≤n

√di +mi − 1 ≥

√dk +mk − 1.

Then

q1 − 2λ1 ≤ (√

dk +mk − 1− 1)2

Page 22: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Conjecture 1 for tree

Proof of Conjecture 1 for tree:

Let mi be the average degree of the adjacent vertices of vertex vi .We have

q1 ≤ max1≤i≤n

(di +mi ) = dk +mk , (say).

Moreover, for Tree

λ1 ≥ max1≤i≤n

√di +mi − 1 ≥

√dk +mk − 1.

Then

q1 − 2λ1 ≤ (√

dk +mk − 1− 1)2 ≤ (√n− 1− 1)2 = n − 2

√n − 1.

Page 23: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Algebraic Connectivity

Conjecture 3 [4,5,6]:

a(G )/δ(G ) is minimum for graph composed of 2 triangles linked with apath.

[4] M. Aouchiche, Comparaison Automatisee d’Invariants en Theorie des Graphes, Ph.D. Thesis, Ecole

Polytechnique de Montreal, February 2006.

[5] M. Aouchiche, G. Caporossi, P. Hansen, Variable neighborhood search for extremal graphs. 20. Automated

comparison of graph invariants, MATCH Commun. Math. Comput. Chem. 58 (2007) 365–384.

[6] M. Aouchiche, P. Hansen, A survey of automated conjectures in spectral graph theory, Linear Algebra Appl. 432

(2010) 2293–2322.

Page 24: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Notation:

A path with n vertices is denoted by Pn.

Page 25: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Notation:

A path with n vertices is denoted by Pn.

The near path Qn is the tree on n vertices obtained from a path Pn−1 :v1v2 · · · vn−2vn−1 by attaching a new pendant edge vn−2vn at vn−2.

Page 26: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Notation:

A path with n vertices is denoted by Pn.

The near path Qn is the tree on n vertices obtained from a path Pn−1 :v1v2 · · · vn−2vn−1 by attaching a new pendant edge vn−2vn at vn−2.

Let Wn be the tree on n vertices obtained from a path Pn−2 :v2v3 · · · vn−2vn−1 by attaching a new pendant edge vn−2vn at vn−2 andanother new pendant edge v1v3 at v3, respectively.

Page 27: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Notation:

A path with n vertices is denoted by Pn.

The near path Qn is the tree on n vertices obtained from a path Pn−1 :v1v2 · · · vn−2vn−1 by attaching a new pendant edge vn−2vn at vn−2.

Let Wn be the tree on n vertices obtained from a path Pn−2 :v2v3 · · · vn−2vn−1 by attaching a new pendant edge vn−2vn at vn−2 andanother new pendant edge v1v3 at v3, respectively.

Let Q ′n = Qn + vn−1vn, W

′n = Wn + v1v2 and W ′′

n = Wn + v1v2 + vn−1vn.

Page 28: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Notation:

A path with n vertices is denoted by Pn.

The near path Qn is the tree on n vertices obtained from a path Pn−1 :v1v2 · · · vn−2vn−1 by attaching a new pendant edge vn−2vn at vn−2.

Let Wn be the tree on n vertices obtained from a path Pn−2 :v2v3 · · · vn−2vn−1 by attaching a new pendant edge vn−2vn at vn−2 andanother new pendant edge v1v3 at v3, respectively.

Let Q ′n = Qn + vn−1vn, W

′n = Wn + v1v2 and W ′′

n = Wn + v1v2 + vn−1vn.

Let Zn be the tree on n vertices obtained from a path Pn−1 :v1v2 · · · vn−2vn−1 by attaching a new pendant edge vn−3vn at vn−3.

Page 29: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Inequality

Lemma 1:

For x > 0,

x > sin x > x − x3

6.

Page 30: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Inequality

Lemma 1:

For x > 0,

x > sin x > x − x3

6.

Lemma 2:

For any positive integer n > 3,

sin( π

2 n

)>

1√2sin

2 (n − 1)

).

Page 31: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Inequality

Proof:

For x > 0,

sin( π

2n

)>

π

2n− π3

48 n3>

π

2√2 (n − 1)

>1√2sin

2 (n − 1)

).

Page 32: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Laplacian Eigenvalues

Lemma 3:

The Laplacian eigenvalues of path Pn are

2 + 2 cos(π i

n

), i = 1, 2, . . . , n − 1 and 0.

Page 33: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Algebraic Connectivity

Definition:

We define

Ad(G ) =a(G )

δ(G ).

Page 34: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Algebraic Connectivity

Definition:

We define

Ad(G ) =a(G )

δ(G ).

Page 35: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Algebraic Connectivity

Definition:

We define

Ad(G ) =a(G )

δ(G ).

Conjecture 3:

Let G be a connected graph of order n > 3 and minimum degree δ. Then

Ad(G ) ≥ Ad(W ′′n ) (1)

with equality holding if and only if G ∼= W ′′n .

Page 36: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Algebraic Connectivity

Theorem 1:

Let G be a connected graph of order n > 3 and minimum degree δ. If δ ≤ 2or δ ≥ n/2, then

Ad(G ) ≥ Ad(W ′′n ) (2)

with equality holding if and only if G ∼= W ′′n .

Page 37: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Algebraic Connectivity

Theorem 1:

Let G be a connected graph of order n > 3 and minimum degree δ. If δ ≤ 2or δ ≥ n/2, then

Ad(G ) ≥ Ad(W ′′n ) (2)

with equality holding if and only if G ∼= W ′′n .

Page 38: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Algebraic Connectivity

Theorem 1:

Let G be a connected graph of order n > 3 and minimum degree δ. If δ ≤ 2or δ ≥ n/2, then

Ad(G ) ≥ Ad(W ′′n ) (2)

with equality holding if and only if G ∼= W ′′n .

Proof:

For 4 ≤ n ≤ 8, one can easily check the result by Sage. Otherwise, n ≥ 9.

Page 39: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Lemma 4 [7]:

Let G be a connected graph of order n ≥ 9 andG /∈ {Pn, Qn, Q

′n, Wn, W

′n, W

′′n }. Then we have

a(Pn) < a(Qn) = a(Q ′n) < a(Wn) = a(W ′

n) = a(W ′′n ) < a(G ), a(Wn) < a(Zn

Page 40: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Lemma 4 [7]:

Let G be a connected graph of order n ≥ 9 andG /∈ {Pn, Qn, Q

′n, Wn, W

′n, W

′′n }. Then we have

a(Pn) < a(Qn) = a(Q ′n) < a(Wn) = a(W ′

n) = a(W ′′n ) < a(G ), a(Wn) < a(Zn

Lemma 5 [8]:

If v is a pendent vertex, then a(G ) ≤ a(G − v).

[7] J.-Y. Shao, J.-M. Guo, H.-Y. Shan, The ordering of trees and connected graphs by algebraic connectivity, Linear

Algebra Appl. 428 (2008) 1421–1438.

[8] J. X. Li, J.-M. Guo, W. C. Shiu, The Smallest Values of Algebraic Connectivity for Trees, Acta Mathematica

Sinica, English Series 28 (10) (2012) 2021–2032.

Page 41: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G )

Page 42: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n )

Page 43: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2

Page 44: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2= Ad(a(W ′′

n )).

Page 45: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2= Ad(a(W ′′

n )).

Moreover, we have

Ad(Pn) < Ad(Qn)

Page 46: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2= Ad(a(W ′′

n )).

Moreover, we have

Ad(Pn) < Ad(Qn) = Ad(Q ′n)

Page 47: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2= Ad(a(W ′′

n )).

Moreover, we have

Ad(Pn) < Ad(Qn) = Ad(Q ′n) < Ad(Wn)

Page 48: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2= Ad(a(W ′′

n )).

Moreover, we have

Ad(Pn) < Ad(Qn) = Ad(Q ′n) < Ad(Wn) = Ad(W ′

n).

Page 49: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2= Ad(a(W ′′

n )).

Moreover, we have

Ad(Pn) < Ad(Qn) = Ad(Q ′n) < Ad(Wn) = Ad(W ′

n).

Now we have to show that

Ad(Pn) > Ad(W ′′n )

Page 50: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2= Ad(a(W ′′

n )).

Moreover, we have

Ad(Pn) < Ad(Qn) = Ad(Q ′n) < Ad(Wn) = Ad(W ′

n).

Now we have to show that

Ad(Pn) > Ad(W ′′n ), i.e., a(Wn) = a(W ′′

n )

Page 51: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2= Ad(a(W ′′

n )).

Moreover, we have

Ad(Pn) < Ad(Qn) = Ad(Q ′n) < Ad(Wn) = Ad(W ′

n).

Now we have to show that

Ad(Pn) > Ad(W ′′n ), i.e., a(Wn) = a(W ′′

n ) < 2 a(Pn)

Page 52: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

If G /∈ {Pn, Qn, Q′n, Wn, W

′n}, then by Lemma 4, we get

Ad(G ) = a(G ) > a(W ′′n ) >

a(W ′′n )

2= Ad(a(W ′′

n )).

Moreover, we have

Ad(Pn) < Ad(Qn) = Ad(Q ′n) < Ad(Wn) = Ad(W ′

n).

Now we have to show that

Ad(Pn) > Ad(W ′′n ), i.e., a(Wn) = a(W ′′

n ) < 2 a(Pn) = 2(2− 2 cos

(πn

))

Page 53: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

By Lemma 1.2, we have

2 sin2( π

2n

)> sin2

2(n − 1)

)

Page 54: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

By Lemma 1.2, we have

2 sin2( π

2n

)> sin2

2(n − 1)

), i.e., 1− 2 cos

(πn

)+ cos

n − 1

)> 0

Page 55: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

By Lemma 1.2, we have

2 sin2( π

2n

)> sin2

2(n − 1)

), i.e., 1− 2 cos

(πn

)+ cos

n − 1

)> 0

Using the above result with some Lemmas 1.3, 1.4 and 1.5, we have

a(Wn) < a(Zn)

Page 56: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

By Lemma 1.2, we have

2 sin2( π

2n

)> sin2

2(n − 1)

), i.e., 1− 2 cos

(πn

)+ cos

n − 1

)> 0

Using the above result with some Lemmas 1.3, 1.4 and 1.5, we have

a(Wn) < a(Zn) ≤ a(Pn−1)

Page 57: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

By Lemma 1.2, we have

2 sin2( π

2n

)> sin2

2(n − 1)

), i.e., 1− 2 cos

(πn

)+ cos

n − 1

)> 0

Using the above result with some Lemmas 1.3, 1.4 and 1.5, we have

a(Wn) < a(Zn) ≤ a(Pn−1) = 2− 2 cos

n − 1

)

Page 58: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

By Lemma 1.2, we have

2 sin2( π

2n

)> sin2

2(n − 1)

), i.e., 1− 2 cos

(πn

)+ cos

n − 1

)> 0

Using the above result with some Lemmas 1.3, 1.4 and 1.5, we have

a(Wn) < a(Zn) ≤ a(Pn−1) = 2− 2 cos

n − 1

)< 2

(2− 2 cos

(πn

))

Page 59: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (i): δ = 1.

By Lemma 1.2, we have

2 sin2( π

2n

)> sin2

2(n − 1)

), i.e., 1− 2 cos

(πn

)+ cos

n − 1

)> 0

Using the above result with some Lemmas 1.3, 1.4 and 1.5, we have

a(Wn) < a(Zn) ≤ a(Pn−1) = 2− 2 cos

n − 1

)< 2

(2− 2 cos

(πn

))

= 2 a(Pn).

Page 60: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (ii): δ = 2.

Then by Lemma 1.4,

Ad(G ) =a(G )

2≥ a(W ′′

n )

2= Ad(W ′′

n )

with equality holding if and only if G ∼= W ′′n .

Page 61: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

By Case (i) and Lemma 1.1, we have

Ad(W ′′n ) =

a(W ′′n )

2

Page 62: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

By Case (i) and Lemma 1.1, we have

Ad(W ′′n ) =

a(W ′′n )

2< 2− 2 cos

(πn

)

Page 63: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

By Case (i) and Lemma 1.1, we have

Ad(W ′′n ) =

a(W ′′n )

2< 2− 2 cos

(πn

)= 4 sin2

( π

2n

)

Page 64: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

By Case (i) and Lemma 1.1, we have

Ad(W ′′n ) =

a(W ′′n )

2< 2− 2 cos

(πn

)= 4 sin2

( π

2n

)<

π2

n2.

Page 65: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

By Case (i) and Lemma 1.1, we have

Ad(W ′′n ) =

a(W ′′n )

2< 2− 2 cos

(πn

)= 4 sin2

( π

2n

)<

π2

n2.

Since n ≥ 5, one can easily see that

n

(1− π2

n2

)> n − 2 .

Page 66: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

By Case (i) and Lemma 1.1, we have

Ad(W ′′n ) =

a(W ′′n )

2< 2− 2 cos

(πn

)= 4 sin2

( π

2n

)<

π2

n2.

Since n ≥ 5, one can easily see that

n

(1− π2

n2

)> n − 2 .

Thus we have

δ

(1− π2

n2

)≥ n

2

(1− π2

n2

)

Page 67: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

By Case (i) and Lemma 1.1, we have

Ad(W ′′n ) =

a(W ′′n )

2< 2− 2 cos

(πn

)= 4 sin2

( π

2n

)<

π2

n2.

Since n ≥ 5, one can easily see that

n

(1− π2

n2

)> n − 2 .

Thus we have

δ

(1− π2

n2

)≥ n

2

(1− π2

n2

)>

n − 2

2

Page 68: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

By Case (i) and Lemma 1.1, we have

Ad(W ′′n ) =

a(W ′′n )

2< 2− 2 cos

(πn

)= 4 sin2

( π

2n

)<

π2

n2.

Since n ≥ 5, one can easily see that

n

(1− π2

n2

)> n − 2 .

Thus we have

δ

(1− π2

n2

)≥ n

2

(1− π2

n2

)>

n − 2

2, i.e.,

π2

n2< 1− n − 2

2 δ.

Page 69: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Case (iii): δ ≥ n/2

Lemma 1.6 [9]:

Let G be a connected graph of order n, minimum degree δ(G )and algebraic connectivity a(G ). Then

a(G )− δ(G ) ≥

⎧⎪⎨⎪⎩

−n − 8 +√n2 + 8n − 16

4if n is even

−n − 3

2if n is odd

Moreover, the equality holds if and only if G ∼= Kn/2, n/2\{e}when n is even (e is any edge), and G ∼= K(n−1)/2, (n−1)/2 ∨ K1

when n is odd.

[9] K. C. Das, Proof of conjectures involving algebraic connectivity of graphs, Linear Algebra Appl. 438 (2013)

3291–3302.

Page 70: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

From Lemma 1.6, we have

−n− 2

2≤ −n− 8 +

√n2 + 8n − 16

4≤ −n− 3

2≤ a(G )− δ.

Page 71: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

From Lemma 1.6, we have

−n− 2

2≤ −n− 8 +

√n2 + 8n − 16

4≤ −n− 3

2≤ a(G )− δ.

Therefore

Ad(G ) =a(G )

δ

Page 72: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

From Lemma 1.6, we have

−n− 2

2≤ −n− 8 +

√n2 + 8n − 16

4≤ −n− 3

2≤ a(G )− δ.

Therefore

Ad(G ) =a(G )

δ≥ 1− n − 2

2 δ

Page 73: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

From Lemma 1.6, we have

−n− 2

2≤ −n− 8 +

√n2 + 8n − 16

4≤ −n− 3

2≤ a(G )− δ.

Therefore

Ad(G ) =a(G )

δ≥ 1− n − 2

2 δ>

π2

n2

Page 74: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Case (iii): δ ≥ n/2.

From Lemma 1.6, we have

−n− 2

2≤ −n− 8 +

√n2 + 8n − 16

4≤ −n− 3

2≤ a(G )− δ.

Therefore

Ad(G ) =a(G )

δ≥ 1− n − 2

2 δ>

π2

n2> Ad(W ′′

n ).

Page 75: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

Proof:

Remark:

For 3 ≤ δ < n/2, Conjecture 3 is still open.

Page 76: On (Signless) Laplacian eigenvalues of graphs · On (Signless) Laplacian eigenvalues of graphs Kinkar Chandra Das Department of Mathematics, Sungkyunkwan University, Rep. of Korea

THANK YOU for attention.