We give an exponential lower bound for the maximum number of chords in a cycle of a graph \(G\) in terms of the minimum degree of \(G\) and the girth of \(G\). We also give regular graphs having no small cycles where the maximum number of chords possible in any cycle of the graph is approximately the fourth power of our lower bound. An immediate consequence is a recent result of Ali and Staton.

The edge-integrity of a graph \(G\) is given by the minimum of \(|S|+m(G-S)\) taken over all \(S \subseteq E(G)\), where \(m(G-S)\) denotes the maximum order of a component of \(G-S\). An honest graph is one with maximum edge-integrity (viz. its order). In this paper, lower and upper bounds on the edge-integrity of a graph with given order and diameter are investigated. For example, it is shown that the diameter of an honest graph on \(n\) vertices is at most \(\sqrt{8n}-3\), and this is sharp. Also, a lower bound for the edge-integrity of a graph in terms of its eigenvalues is established. This is used to show that for \(d\) sufficiently large, almost all \(d\)-regular graphs are honest.

An element \(e\) of a matroid \(M\) is called non-binary when \(M\backslash e\) and \(M/e\) are both non-binary matroids. Oxley in \({6}\) gave a characterization of the \(3\)-connected non-binary matroids without non-binary elements. In {4}, we constructed all the \(3\)-connected matroids having exactly \(1\), \(2\) or \(3\) non-binary elements. In this paper, we will give a characterization of the \(3\)-connected matroids having exactly four non-binary elements.

In \([2, 3]\), the authors dealt with the problem of determining the set \(\Gamma(G)\) of all \((a, d)\)-antimagic graphs, \(a, d \in \mathbb{N}\), where the concept of an \((a, d)\)-antimagic graph is a variation of the concept of an antimagic graph given in [4]. A connected graph \(G = (V, E) \in \Gamma=\) set of all finite undirected graphs without loops and multiple edges on \(n = |V| \geq 3\) vertices and \(m = |E| \geq 2\) edges is said to be \((a, d)\)-antimagic iff its edges can be assigned mutually distinct nonnegative integers from \(\{1, 2, \ldots, m\}\) so that the values of the vertices obtained as the sums of the numbers assigned to the edges incident to them can be arranged in the arithmetic progression \(a, a + d, \ldots, a + (n – 1)d\). In [2], the authors obtained some interesting general results on \((a, d)\)-antimagic graphs from \(\Gamma(G)\) by applying the theory of linear Diophantine equations and other number theoretical topics. Applying these general results to wheels \(W_{g , b} = 1 \ast C_{g + b}, g \geq 3, b \geq 1, C_{g + b} =\) cycle of order \(g + b\), and parachutes \(P_{g, b}\) as the spanning subgraph of \(W_{g+b}\) arising from \(W_{g+b}\) by removing \(b\) successive spokes of \(W_{g+b}\), we succeeded in proving that every wheel \(W_{g+b}\) cannot be \((a, d)\)-antimagic and, for every \(g \geq 3\) or \(g \geq 4\), there are the five integers \(b_1 = 2g^2 – 3g – 1, b_2 = g^2 – 2g – 1, b_3 = g – 1, b_4 = g – 3\) and \(b_5 = \frac{1}{2}(g^2 – 3g – 2)\) with the property that the corresponding parachute \(P_{g, b_i}, i = 1, 2, \ldots, 5\), can be \((a, d)\)-antimagic. If \(\Gamma_i(P)\) denotes the set \(\Gamma_i(P)= \{P_{g, b_i} \in \Gamma(P) \mid g \geq 3\}, i = 1, 2, \ldots, 5\), the main result in [2] says that \(\Gamma_3(P) = \{P_{3, 2}, P_{4, 3},\ldots, P_{8,7}, P_{10,9}, P_{11, 10}\}\) and \(\Gamma_4(P) = \{P_{4, 1}, P_{5, 2}, \ldots, P_{10, 7}\}\). Concerning \(\Gamma_1(P), \Gamma_2(P)\) and \(\Gamma_5(P)\) the authors conjecture that they are infinite. Here, we continue [2] and prove the conjecture given in [2] for \(\Gamma_1(P)\) and \(\Gamma_2(P)\). Instead of \(\Gamma(P)\) we prove the infiniteness of \(\Gamma'(P) = \{P_g,\frac{1}{3} (2g^2 – 5g – 3) \in \Gamma(P) \mid g \equiv 0(3) \text{ or } g \equiv 1(3)\}\). Furthermore, we succeed in showing the existence of integers \(b_{min} \in \{\frac{g^2 – 3g – 2}{2}, \frac{g^2 – 4g – 3}{3},\frac{g^2 – 5g – 4}{4}, \frac{2g^2 – 7g – 5}{5}, \}\) with respect to \(g \geq 26\) with the property that the parachute \(P_{g, b}\) is not \((a, d)\)-antimagic for each positive integer \(b \leq b_{min}\). The immediate consequence of this fact is that for every \(g \geq 26\) there are at most \(8\) different integers \(b \geq b_{min}\) such that the corresponding parachute \(P_{g, b}\) could be \((a, d)\)-antimagic.

Let \(\gamma(G)\) be the domination number of a graph \(G\). The bondage number \(b(G)\) of a nonempty graph \(G\) is the minimum cardinality among all sets of edges \(X\) for which \(\gamma(G – X) > \gamma(G)\).

In this paper we show that \(b(G) \leq \Delta(G)\) for any block graph \(G\), and we characterize all block graphs with \(b(G) = \Delta(G).\)

We report on difficulties in applying traditional clustering procedures to discrete data. We describe a graph theoretical approach in clustering binary vectors where the number of clusters is not given in advance. New clustering procedures are combined from several algorithms and heuristics from graph theory.