Variance bound for the degree deviation of connected graphs

About 12 years old · traced to

Let GG be a connected graph, and let ρ(G)\rho(G) denote its spectral radius, dd its degree vector, and var⁡(G)\operatorname{var}(G) its degree variance. Define the degree deviation by ϵ(G)=∣ρ(G)−2mn∣\epsilon(G)=\left|\rho(G)-\frac{2m}{n}\right|, where nn and mm are the numbers of vertices and edges of GG. Variance bound. If GG is connected, then

ϵ(G)≤var⁡(G).\epsilon(G) \leq \sqrt{\operatorname{var}(G)}.

The bound is motivated by numerical evidence and would improve an earlier estimate, but it is false for disconnected graphs. The source gives no resolution for connected graphs; it is proved there only under the additional hypothesis that the clique number is at least n/2n/2.

References

Primary source

Felix Goldberg, “New results on eigenvalues and degree deviation”, arXiv:1403.2629 (2014).

Progress summary

Refreshed
Claimed progress

A reader-submitted construction claims the bound is false, but nobody has independently checked the claimed counterexample.

Felix Goldberg proposed the conjecture in 2014: every connected graph should satisfy ϵ(G)≤var⁡(G)\epsilon(G)\leq\sqrt{\operatorname{var}(G)}. The source motivated it numerically and noted failure for disconnected graphs.

Known results

  • Goldberg, 2014: proved the bound when the clique number satisfies ω(G)≥n/2\omega(G)\geq n/2.

Community submission (unverified), August 22, 2026

A submitted argument claims an explicit connected 1212-vertex lollipop graph violates the inequality, using a Rayleigh-quotient lower bound, and also claims infinite counterexample families including bounded-degree trees. These claims have no independent verification in the retrieved sources.

Current status (as of September 2026): The bound is established under ω(G)≥n/2\omega(G)\geq n/2, while the general connected-graph conjecture has only an unverified submitted counterexample claim.

Sources

Solutions 1

CounterexampleThis solution needs a summarySee full solutionHide full solution

Counterexample: the degree-variance spectral bound fails even for bounded-degree trees

Conjecture 1.5 of Felix Goldberg, New results on eigenvalues and degree deviation, arXiv:1403.2629, asserts that every connected simple graph GG satisfies

ρ(G)−d‾(G)≤var⁡(G),d‾(G)=1n∑v∈V(G)d(v),var⁡(G)=1n∑v∈V(G)(d(v)−d‾(G))2,(1)\rho(G)-\overline d(G)\leq\sqrt{\operatorname{var}(G)}, \qquad \overline d(G)=\frac1n\sum_{v\in V(G)}d(v), \qquad \operatorname{var}(G)=\frac1n\sum_{v\in V(G)} \bigl(d(v)-\overline d(G)\bigr)^2, \tag{1}

where n=∣V(G)∣n=|V(G)| and ρ(G)\rho(G) is the spectral radius of its adjacency matrix. We disprove (1) by an explicit 12-vertex graph, an infinite family of lollipop graphs, and an infinite family of connected bipartite trees of maximum degree three. In fact, no universal constant multiplying the right-hand side can repair the inequality.

A 12-vertex connected counterexample

For n≥5n\geq5, let LnL_n consist of a complete graph on four vertices together with a path on n−4n-4 additional vertices, attached by a single edge to one clique vertex. Its degrees are

4, 3, 3, 3, 2,…,2⏟n−5 times, 1.(2)4,\ 3,\ 3,\ 3,\ \underbrace{2,\ldots,2}_{n-5\text{ times}},\ 1. \tag{2}

Consequently,

∑vd(v)=2n+4,∑vd(v)2=4n+24,(3)\sum_v d(v)=2n+4, \qquad \sum_v d(v)^2=4n+24, \tag{3}

and hence

d‾(Ln)=2+4n,var⁡(Ln)=4n+24n−(2+4n)2=8(n−2)n2.(4)\overline d(L_n)=2+\frac4n, \qquad \operatorname{var}(L_n) =\frac{4n+24}{n}-\left(2+\frac4n\right)^2 =\frac{8(n-2)}{n^2}. \tag{4}

Write AnA_n for the adjacency matrix of LnL_n, and choose a vector xx that equals 11 on the four clique vertices, equals 1/31/3 on the first path vertex, and vanishes elsewhere. The Rayleigh principle gives

ρ(Ln)≥xTAnxxTx=12+2/34+1/9=11437.(5)\rho(L_n)\geq\frac{x^{\mathsf T}A_nx}{x^{\mathsf T}x} =\frac{12+2/3}{4+1/9} =\frac{114}{37}. \tag{5}

At n=12n=12, formulas (4) and (5) yield

d‾(L12)=73,var⁡(L12)=59,ρ(L12)−d‾(L12)≥83111>53.(6)\overline d(L_{12})=\frac73, \qquad \operatorname{var}(L_{12})=\frac59, \qquad \rho(L_{12})-\overline d(L_{12}) \geq\frac{83}{111} >\frac{\sqrt5}{3}. \tag{6}

The final inequality is exact: 832=6889>6845=5⋅37283^2=6889>6845=5\cdot37^2. Thus L12L_{12} is a concrete connected counterexample to (1).

In fact the entire family violates (1) for every n≥12n\geq12. Indeed,

(11437−2−4n)2−8(n−2)n2=1600n2−22792n+438081369n2.(7)\left(\frac{114}{37}-2-\frac4n\right)^2 -\frac{8(n-2)}{n^2} =\frac{1600n^2-22792n+43808}{1369n^2}. \tag{7}

The numerator equals 704>0704>0 at n=12n=12, and its successive difference is 3200n−21192>03200n-21192>0 for every n≥12n\geq12. Since the quantity being squared on the left is positive, (7) proves the strict violation for all such nn.

For an even simpler instance requiring only the clique bound ρ(Ln)≥ρ(K4)=3\rho(L_n)\geq\rho(K_4)=3, take n=14n=14. Then

ρ(L14)≥3>16+267=d‾(L14)+var⁡(L14),(8)\rho(L_{14})\geq3 >\frac{16+2\sqrt6}{7} =\overline d(L_{14})+ \sqrt{\operatorname{var}(L_{14})}, \tag{8}

because 26<52\sqrt6<5.

Counterexamples among subcubic bipartite trees

Begin with a three-vertex path a−b−ca-b-c. Attach two leaves to aa, one leaf to bb, and two leaves to cc, obtaining an eight-vertex tree with three vertices of degree three and five leaves. For n≥9n\geq9, extend any one of these leaves by a path consisting of n−8n-8 new vertices. Denote the resulting tree by TnT_n. Its degree multiset is

3, 3, 3, 2,…,2⏟n−8 times, 1, 1, 1, 1, 1.(9)3,\ 3,\ 3,\ \underbrace{2,\ldots,2}_{n-8\text{ times}},\ 1,\ 1,\ 1,\ 1,\ 1. \tag{9}

In particular, TnT_n is connected, bipartite, and has maximum degree three. Since TnT_n has n−1n-1 edges,

∑vd(v)2=27+4(n−8)+5=4n,d‾(Tn)=2−2n,(10)\sum_v d(v)^2=27+4(n-8)+5=4n, \qquad \overline d(T_n)=2-\frac2n, \tag{10}

so that

var⁡(Tn)=4−(2−2n)2=8n−4n2.(11)\operatorname{var}(T_n) =4-\left(2-\frac2n\right)^2 =\frac8n-\frac4{n^2}. \tag{11}

Choose a vector yy that equals 22 on a,b,ca,b,c, equals 11 on the five original leaves, and vanishes on every newly added path vertex. The two central edges contribute 1616 to yTA(Tn)yy^{\mathsf T}A(T_n)y, and the five center-leaf edges contribute 2020. Therefore

ρ(Tn)≥yTA(Tn)yyTy=3617.(12)\rho(T_n)\geq \frac{y^{\mathsf T}A(T_n)y}{y^{\mathsf T}y} =\frac{36}{17}. \tag{12}

Combining (10)--(12),

(3617−2+2n)2−var⁡(Tn)=4n2−2176n+2312289n2.(13)\left(\frac{36}{17}-2+\frac2n\right)^2 -\operatorname{var}(T_n) =\frac{4n^2-2176n+2312}{289n^2}. \tag{13}

The numerator in (13) equals 140>0140>0 at n=543n=543, and its successive difference is 8n−2172>08n-2172>0 for every n≥543n\geq543. Hence every TnT_n with n≥543n\geq543 violates the conjecture.

Moreover, (11) and (12) show that

ρ(Tn)−d‾(Tn)var⁡(Tn)≥2n+34178n−4⟶∞.(14)\frac{\rho(T_n)-\overline d(T_n)} {\sqrt{\operatorname{var}(T_n)}} \geq \frac{2n+34}{17\sqrt{8n-4}} \longrightarrow\infty. \tag{14}

Thus even restricting to connected bipartite trees of maximum degree three, there exists no absolute constant CC for which

ρ(G)−d‾(G)≤Cvar⁡(G)(15)\rho(G)-\overline d(G) \leq C\sqrt{\operatorname{var}(G)} \tag{15}

holds universally. Goldberg's positive result for graphs with clique number at least n/2n/2 is unaffected: both counterexample families lie outside that additional hypothesis.