# Volterra-Choquet nonlinear operators Sorin G. Gal Department of Mathematics and Computer Science, University of Oradea, Universitatii Street No.1, 410087, Oradea, Romania E-mail: _galsorin23@gmail.com_ and Academy of Romanian Scientists, Splaiul Independentei nr. 54 050094 Bucharest, Romania ###### Abstract In this paper we study to what extend some properties of the classical linear Volterra operators could be transferred to the nonlinear Volterra-Choquet operators, obtained by replacing the classical linear integral with respect to the Lebesgue measure, by the nonlinear Choquet integral with respect to a nonadditive set function. Compactness, Lipschitz and cyclicity properties are studied. **MSC(2010)**: 47H30, 28A12, 28A25. **Keywords and phrases**: Choquet integral, monotone, submodular and continuous from below set function, Choquet \(L^{p}\)-space, distorted Lebesgue measures, Volterra-Choquet nonlinear operator, compactness, Lipschitz properties, cyclicity. ## 1 Introduction Inspired by the electrostatic capacity, G. Choquet has introduced in [5] (see also [6]) a concept of integral with respect to a non-additive set function which, in the case when the underlying set function is a \(\sigma\)-additive measure, coincides with the Lebesgue integral. Choquet integral is proved to be a powerful and useful tool in decision making under risk and uncertainty, finance, economics, insurance, pattern recognition, etc (see, e.g., [37] and [38] as well as the references therein). Many new interesting results were obtained as analogs in the framework of Choquet integral of certain known results for the Lebesgue integral. In this sense, we can mention here, for example, the contributions to function spaces theory in [4], to potential theory in [1], to approximation theory in [13]-[17] and to integral equations theory in [18], [19]. Now, for \(1\leq p<+\infty\) denoting \(L^{p}[0,1]=\{f:[0,1]\to\mathbb{R};(L)\int_{0}^{1}|f(x)|^{p}dx<+\infty\}\), where the \((L)\) integral is that with respect to the Lebesgue measure, it is well-known that the classical Volterra linear operator introduced in 1896, is defined usually on \(L^{2}[0,1]\) by \[O(f)(x)=(L)\int_{0}^{x}f(t)dt,x\in[0,1]. \tag{1}\] Volterra operator has been studied and continues to be studied by many authors. The norm of Volterra operator is \(2/\pi\) (see the book [21], Problem 149). The Halmos' book also contains several nice results related with Volterra operator. The asymptotic behaviour of the norm \(\|V^{n}\|\) is described in [30]. An interesting fact about the Volterra operator is the determination of its invariant subspace lattice (see [7], Chapter 4 and [3], [9], [10], [23] and [32]). Compactness and cyclicity properties were studied in, e.g., [31], [20], [27], [28]. Very recent papers on various other aspects of the Volterra operator are, e.g., [29], [24], [2], [12], [26], to mention only a few. Note that there is also a huge literature dealing with the Volterra operator in complex setting, but this aspect is out of the discussions in the present paper. Let \(\mathcal{C}\) be a \(\sigma\)-algebra of subsets in \([0,1]\) and \(\mu:\mathcal{C}\to[0,+\infty]\) be a monotone set function, i.e. satisfying \(\mu(\emptyset)=0\) and \(\mu(A)\leq\mu(B)\) for all \(A,B\in\mathcal{C}\), with \(A\subset B\). The goal of the present paper is to study the possibilities of extension of the properties of classical Volterra linear operator, to the so-called Volterra-Choquet operator obtained by replacing the classical linear integral by the nonlinear Choquet integral, that is defined by \[V(f)(x)=(C)\int_{0}^{x}f(t)d\mu(t), \tag{2}\] where \(\mu\) is a set function not necessarily additive. The plan of the paper goes as follows. Section 2 contains preliminaries on the Choquet integral and Section 3 presents a few general preliminaries on compactness of nonlinear operators. In Section 4 we prove some compactness properties while in Section 5 we obtain some Lipschitz properties, for the Volterra-Choquet operators. Section 6 presents cyclicity properties for a Volterra-Choquet operator with respect to a particular distorted Lebesgue measure. ## 2 Preliminaries on Choquet integral Some known concepts and results concerning the Choquet integral can be summarized by the following. **Definition 2.1.** Suppose \(\Omega\neq\emptyset\) and let \(\mathcal{C}\) be a \(\sigma\)-algebra of subsets in \(\Omega\). (i) (see, e.g., [37], p. 63) The set function \(\mu:\mathcal{C}\to[0,+\infty]\) is called a monotone set function (or capacity) if \(\mu(\emptyset)=0\) and \(\mu(A)\leq\mu(B)\) for all \(A,B\in\mathcal{C}\), with \(A\subset B\). Also, \(\mu\) is called submodular if \[\mu(A\bigcup B)+\mu(A\bigcap B)\leq\mu(A)+\mu(B),\mbox{ for all }A,B\in \mathcal{C}.\]\(\mu\) is called bounded if \(\mu(\Omega)<+\infty\) and normalized if \(\mu(\Omega)=1\). (ii) (see, e.g., [37], p. 233, or [5]) If \(\mu\) is a monotone set function on \(\mathcal{C}\) and if \(f:\Omega\to\mathbb{R}\) is \(\mathcal{C}\)-measurable (that is, for any Borel subset \(B\subset\mathbb{R}\) it follows \(f^{-1}(B)\in\mathcal{C}\)), then for any \(A\in\mathcal{C}\), the concept of Choquet integral is defined by \[(C)\int_{A}fd\mu=\int_{0}^{+\infty}\mu\left(F_{\beta}(f)\bigcap A\right)d\beta +\int_{-\infty}^{0}\left[\mu\left(F_{\beta}(f)\bigcap A\right)-\mu(A)\right]d\beta,\] where we used the notation \(F_{\beta}(f)=\{\omega\in\Omega;f(\omega)\geq\beta\}\). Notice that if \(f\geq 0\) on \(A\), then in the above formula we get \(\int_{-\infty}^{0}=0\). The function \(f\) will be called Choquet integrable on \(A\) if \((C)\int_{A}fd\mu\in\mathbb{R}\). (iii) (see, e.g., [37], p. 40) We say that the set function \(\mu:\mathcal{C}\to[0,+\infty]\) is continuous from below, if for any sequence \(A_{k}\in\mathcal{C}\), \(A_{k}\subset A_{k+1}\), for all \(k=1,2,...\), we have \(\lim_{k\to\infty}\mu(A_{k})=\mu(A)\), where \(A=\bigcup_{k=1}^{\infty}A_{k}\). Also, we say that \(\mu\) is continuous from above, if for any sequence \(A_{k}\in\mathcal{C}\), \(A_{k+1}\subset A_{k}\), for all \(k=1,2,...\), we have \(\lim_{k\to\infty}\mu(A_{k})=\mu(A)\), where \(A=\bigcap_{k=1}^{\infty}A_{k}\). In what follows, we list some known properties of the Choquet integral. **Remark 2.2.** If \(\mu:\mathcal{C}\to[0,+\infty]\) is a monotone set function, then the following properties hold : (i) For all \(a\geq 0\) we have \((C)\int_{A}afd\mu=a\cdot(C)\int_{A}fd\mu\) (if \(f\geq 0\) then see, e.g., [37], Theorem 11.2, (5), p. 228 and if \(f\) is of arbitrary sign, then see, e.g., [8], p. 64, Proposition 5.1, (ii)). (ii) In general (that is if \(\mu\) is only monotone), the Choquet integral is not linear, i.e. \((C)\int_{A}(f+g)d\mu\neq(C)\int_{A}fd\mu+(C)\int_{A}gd\mu\). In particular, for all \(c\in\mathbb{R}\) and \(f\) of arbitrary sign, we have (see, e.g., [37], pp. 232-233, or [8], p. 65) \((C)\int_{A}(f+c)d\mu=(C)\int_{A}fd\mu+c\cdot\mu(A)\). If \(\mu\) is submodular too, then for all \(f,g\) of arbitrary sign and lower bounded, the property of subadditivity holds (see, e.g., [8], p. 75, Theorem 6.3) \[(C)\int_{A}(f+g)d\mu\leq(C)\int_{A}fd\mu+(C)\int_{A}gd\mu.\] However, in particular, the comonotonic additivity holds, that is if \(\mu\) is a monotone set function and \(f,g\) are \(\mathcal{C}\)-measurable and comonotone on \(A\) (that is \((f(\omega)-f(\omega^{\prime}))\cdot(g(\omega)-g(\omega^{\prime}))\geq 0\), for all \(\omega,\omega^{\prime}\in A\)), then by, e.g., Proposition 5.1, (vi), p. 65 in [8], we have \[(C)\int_{A}(f+g)d\mu=(C)\int_{A}fd\mu+(C)\int_{A}gd\mu.\] (iii) If \(f\leq g\) on \(A\) then \((C)\int_{A}fd\mu\leq(C)\int_{A}gd\mu\) (see, e.g., [37], p. 228, Theorem 11.2, (3) if \(f,g\geq 0\) and p. 232 if \(f,g\) are of arbitrary sign). (iv) Let \(f\geq 0\). If \(A\subset B\) then \((C)\int_{A}fd\mu\leq(C)\int_{B}fd\mu.\) In addition, if \(\mu\) is finitely subadditive (that is, \(\mu(\bigcup_{k=1}^{n}A_{k})\leq\sum_{k=1}^{n}\mu(A_{k})\), for all \(n\in\mathbb{N}\)), then \[(C)\int_{A\cup B}fd\mu\leq(C)\int_{A}fd\mu+(C)\int_{B}fd\mu.\](v) It is immediate that \((C)\int_{A}1\cdot d\mu(t)=\mu(A)\). (vi) The formula \(\mu(A)=\gamma(m(A))\), where \(\gamma:[0,m(\Omega)]\to\mathbb{R}\) is an increasing and concave function, with \(\gamma(0)=0\) and \(m\) is a bounded measure (or bounded but only finitely additive) on a \(\sigma\)-algebra on \(\Omega\) (that is, \(m(\emptyset)=0\) and \(m\) is countably additive), gives simple examples of monotone and submodular set functions (see, e.g., [8], pp. 16-17). Such of set functions \(\mu\) are also called distorsions of countably additive measures (or distorted measures). If \(\Omega=[a,b]\), then for the Lebesgue (or any Borel) measure \(m\) on \([a,b]\), \(\mu(A)=\gamma(m(A))\) give simple examples of bounded, monotone and submodular set functions on \([a,b]\). In addition, if we suppose that \(\gamma\) is continuous at \(0\) and at \(m([a,b])\), then by the continuity of \(\gamma\) on the whole interval \([0,m([a,b])]\) and from the continuity from below of any Borel measure, it easily follows that the corresponding distorted measure also is continuous from below. For simple examples, we can take \(\gamma(t)=t^{p}\) with \(0
0\), such that \(M\subset B_{r}\). It is immediate that \(\overline{A[M]}\subset\overline{A[B_{r}]}=r\overline{A(B_{1}]}\). Since \(r\overline{A[B_{1}]}\) is compact, it is clear that the closed set \(\overline{A[M]}\) is compact. We also recall that a fundamental result in the study of the algebra of continuous functions on a compact Hausdorff space is the well-known Arzela-Ascoli theorem, which can be stated as follows. **Theorem 3.3.** ([11], IV.6.7.) _Let \(X\) be a compact Hausdorff space and denote_ \[C(X;\mathbb{R})=\{f:X\rightarrow\mathbb{R};f\text{ is continuous on }X\}.\] _Then a subset \(F\) of \(C(X;\mathbb{R})\) is relatively compact in the topology induced by the uniform norm, if and only if it is equicontinuous and pointwise bounded. Here pointwise bounded means that for any \(x\in X\) we have \(\sup\{|f(x)|;f\in F\}<\infty\)._Compactness of the Volterra-Choquet operators This section contains some important properties of compactness for the Volterra-Choquet operators. In this sense, firstly we need the following. **Theorem 4.1.**_Let \(\mu\) be a monotone, submodular and continuous from below set function on all Borelian subsets in \([0,1]\) (or all the Lebesgue measurable subsets in \([0,1]\)), \(1
0\) be fixed. By the continuity of \(\gamma\), there exists a \(\delta>0\) (depending of course only on \(\varepsilon\) and \(\gamma\) and indepepndent of \(f\)), such that \(\gamma(|x-y|)^{1/q}<\varepsilon\), for all \(|x-y|<\delta\). This immediately implies the equicontinuity of the set of continuous functions \(V(B^{+}_{p,\mu,1})\). Also, choosing \(y=0\) in the above inequality, we obtain \[|V(f)(x)|\leq\gamma(x)^{1/q}\leq\gamma(1)^{1/q},\mbox{ for all }x\in[0,1],f\in B ^{+}_{p,\mu,1},\]which proves that \(V(B^{+}_{p,\mu,1})\) is uniformly bounded. By using Definition 3.1, we can state the following. **Corollary 4.3.**_Under the hypothesis of Corollary 4.2, the Volterra-Choquet operator \(V:L^{+}_{p,\mu}([0,1])\to C_{+}[0,1]\subset C[0,1]\) is a nonlinear compact operator._ _Here \(L^{+}_{p,\mu}([0,1])\) is endowed with the metric generated by the \(L_{p,\mu}\)-norm in Remark 2.2, (viii) and \(C_{+}[0,1]\) denotes the space of all nonnegative real-valued continuous functions on \([0,1]\), which is a metric space endowed with the metric generated by the uniform norm._ **Proof.** By Arzela-Ascoli result in Theorem 3.3 and by Corollary 4.2, it follows that \(\overline{V(B^{+}_{p,\mu,1})}\) is compact. Let \(M\subset L^{+}_{p,\mu}([0,1])\) be bounded, that is \(d=diam(M)<+\infty\). For a fixed \(x_{0}\in M\) and an arbitrary \(x\in M\), we get \[|\quad\|x\|_{L_{p,\mu}([0,1])}-\|x_{0}\|_{L_{p,\mu}([0,1])}\quad|\leq\|x-x_{0} \|_{L_{p,\mu}([0,1])}\leq d,\] which immediately implies \(\|x\|_{L_{p,\mu}([0,1])}\leq\|x_{0}\|_{L_{p,\mu}([0,1])}+d\), that is \[M\subset B^{+}_{p,\mu,\|x_{0}\|_{L_{p,\mu}([0,1])}+d}=(\|x_{0}\|_{L_{p,\mu}([0,1])}+d)B^{+}_{p,\mu,1}.\] Applying \(V\) and taking into account that by Remark 2.2, (i), \(V\) is positive homogeneous, we get \(V(M)\subset(\|x_{0}\|_{L_{p,\mu}([0,1])}+d)V(B^{+}_{p,\mu,1})\), which implies \(\overline{V(M)}\subset(\|x_{0}\|_{L_{p,\mu}([0,1])}+d)\overline{V(B^{+}_{p, \mu,1})}\). Now, since in a metric space any closed subset of a compact set also is compact, it implies that \(\overline{V(M)}\) is compact. It remains to prove the continuity of the operator \(V:L^{+}_{p,\mu}([0,1])\to C_{+}[0,1]\). For this purpose, let \(f,g\in L_{p,\mu}([0,1])\) (in fact, not necessarily nonnegative). From Holder's inequality it is immediate that \(L^{+}_{p,\mu}([0,1])\subset L^{+}_{1,\mu}([0,1])\). Since according to Remark 2.2, (ii), the Choquet integral is subadditive, by \(f(s)\leq g(s)+|f(s)-g(s)|\), for all \(s\in[0,1]\), it follows that \[V(f)(t)\leq(C)\int_{0}^{t}g(s)d\mu(s)+(C)\int_{0}^{1}|f(s)-g(s)|d\mu(s).\] This implies \(V(f)(t)\leq V(g)(t)+V(|f-g|)(t)\), for all \(t\in[0,1]\). Also, by \(g(s)\leq f(s)+|g(s)-f(s)|\), for all \(s\in[0,1]\), by similar reasoning we obtain \(V(g)(t)\leq V(f)(t)+V(|f-g|)(t)\), for all \(t\in[0,1]\), which combined with the above inequality, leads to the inequality valid for all \(t\in[0,1]\) \[|V(f)(t)-V(g)(t)|\leq V(|f-g|)(t)\leq(C)\int_{0}^{1}|f(s)-g(s)|\cdot 1d\mu(s).\] Passing to supremum after \(t\in[0,1]\) in the left hand-side and then, applying the Holder's inequality to the right-hand side, we easily arrive to \[\|V(f)-V(g)\|_{C[0,1]}\leq\mu([0,1])^{1/q}\cdot\|f-g\|_{L_{p,\mu}([0,1])},\] from which easily follows the continuity of \(V\). Concluding, by Definition 3.1 all the above mean the compactness of \(V:L^{+}_{p,\mu}([0,1])\to C_{+}[0,1]\). \(\Box\) **Remark 4.4.** In the case of \(p=1\), Corollary 4.3 does not hold in general. Indeed, it is known that even in the very particular case when \(\gamma(t)=t\) (that is when \(\mu\) one reduces to the classical Lebesgue measure), the equicontinuity fails. ## 5 Lipschitz type properties and compactness In this section, firstly we prove Lipschitz properties of the nonlinear Volterra-Choquet operator \(V\), on the whole spaces \(C[0,1]\) and \(L_{p,\mu}([0,1])\) with \(1\leq p<+\infty\). **Theorem 5.1.**_Let \(\mu\) be a monotone, submodular and continuous from below and from above set function on the class of all Borelian (or alternatively, on the class of all Lebesgue measurable) subsets of \([0,1]\)._ _(i) If \(f\in L_{1,\mu}([0,1])\) then \(V(f)\in L_{1,\mu}([0,1])\) and for all \(f,g\in L_{1,\mu}([0,1])\) we have_ \[\|V(f)-V(g)\|_{L_{1,\mu}([0,1])}\leq\mu([0,1])\cdot\|f-g\|_{L_{1,\mu}([0,1])}.\] _(ii) If \(f\in C[0,1]\) then \(V(f)\in C[0,1]\) and for all \(f,g\in C[0,1]\) we have_ \[\|V(f)-V(g)\|_{C[0,1]}\leq\mu([0,1])\cdot\|f-g\|_{C[0,1]},\] _where \(\|\cdot\|_{C[0,1]}\) denotes the uniform norm on \(C[0,1]\)._ _(iii) Let \(1
0\), such that \(M^{\prime}\leq f(t)\leq M\), \(t\in[0,1]\). By Definition 2.1, (ii), we have \[V(f)(x)\] \[=\int_{0}^{+\infty}\mu(\{t\in[0,x];f(t)\geq\alpha\})d\alpha+\int_{- \infty}^{0}\left[\mu(\{t\in[0,x];f(t)\geq\alpha\})-\mu([0,x])\right]d\alpha\] \[=\int_{0}^{M}\mu(\{t\in[0,x];f(t)\geq\alpha\})d\alpha+\int_{M^{ \prime}}^{0}\left[\mu(\{t\in[0,x];f(t)\geq\alpha\})-\mu([0,x])\right]d\alpha\] \[=\int_{0}^{M}\mu(\{t\in[0,x];f(t)\geq\alpha\})d\alpha+\int_{M^{ \prime}}^{0}\mu(\{t\in[0,x];f(t)\geq\alpha\})d\alpha+M^{\prime}\mu([0,x]). \tag{3}\]Therefore, \(V(f)(x)\) is the sum of two nondecreasing functions with a nonincreasing one, all of them being Borel (Lebesgue) measurable, implying that \(V(f)(x)\) is Borel (Lebesgue) measurable too. Suppose now that \(f\) is unbounded and has negative values too. By the above formula, we can write \(V(f)(x)=F(x)+G(x)\), with \[F(x)=\int_{0}^{+\infty}\mu(\{t\in[0,x];f(t)\geq\alpha\})d\alpha,\] \[G(x)=\int_{-\infty}^{0}[\mu(\{t\in[0,x];f(t)\geq\alpha\})-\mu([0,x])]d\alpha\] \[=\lim_{n\rightarrow+\infty}\int_{-n}^{0}[\mu(\{t\in[0,x];f(t)\geq\alpha\})- \mu([0,x])]d\alpha.\] Evidently \(F(x)\) is nondecreasing and therefore Borel (Lebesgue) measurable. Then, since for each \(n\in\mathbb{N}\), \[\int_{-n}^{0}[\mu(\{t\in[0,x];f(t)\geq\alpha\})-\mu([0,x])]d\alpha\] \[=\int_{-n}^{0}\mu(\{t\in[0,x];f(t)\geq\alpha\})d\alpha-n\mu([0,x])\] is Borel (Lebesgue) measurable as a difference of two measurable functions, it follows that \(G(x)\) is Borel (Lebesgue) measurable as a pointwise limit of Borel (Lebesgue) measurable functions. Concluding, in this case too we have that \(V(f)(x)\) is Borel (Lebesgue) measurable. Then, we have \[(C)\int_{0}^{1}|V(f)(x)|d\mu(x)=(C)\int_{0}^{1}\left|(C)\int_{0}^{x}f(t)d\mu( t)\right|d\mu(x)\] \[\leq(C)\int_{0}^{1}\left[(C)\int_{0}^{1}|f(t)|d\mu(t)\right]d\mu(x)=\|f\|_{L_{ 1,\mu}([0,1])}\cdot(C)\int_{0}^{1}d\mu(x)\] \[=\mu([0,1])\cdot\|f\|_{L_{1,\mu}([0,1])}<+\infty.\] Let \(f,g\in L_{1,\mu}([0,1])\). Since according to Remark 2.2, (ii), the Choquet integral is subadditive, by \(f(s)\leq g(s)+|f(s)-g(s)|\), for all \(s\in[0,1]\), it follows that \[V(f)(t)=(C)\int_{0}^{t}f(s)d\mu(s)\leq(C)\int_{0}^{t}g(s)d\mu(s)+(C)\int_{0}^{ 1}|f(s)-g(s)|d\mu(s),\] which implies \(V(f)(t)\leq V(g)(t)+V(|f-g|)(t)\), for all \(t\in[0,1]\). [MISSING_PAGE_FAIL:10] The Lipschitz inequality, follows immediately by passing to supremum after \(t\in[0,1]\) in formula (4). (iii) Let \(f\in L_{p,\mu}([0,1])\) with \(1
0\), let \(P_{m}\) be such \(\|f-P_{m}\|_{p}<\varepsilon/2\). Then for all \(t\in(0,\,\varepsilon/(2\|P_{m}^{\prime}\|_{\infty}))\), we get \[K(f;t)_{p}\ \leq\ \|f-P_{m}\|_{p}\ +\ t\|P_{m}^{\prime}\|_{\infty}\ <\ \varepsilon/2\ +\ \varepsilon/2\ =\ \varepsilon,\] which proves our assertion. \(\square\) **Remark 6.4.** Using similar calculations with those in the proof of Theorem 6.2, we easily obtain that the operator \(U=I+V\) satisfies the cyclicity properties in Corollary 6.3. **Remark 6.5**.: The question that the Volterra-Choquet operator \(V\) in Theorem 6.2 is, or is not, hypercyclic or supercyclic remains unsettled. We observe that for \(f_{0}=1\), neither \(Orb(V,f_{0})\) and nor \(\mathcal{M}(f_{0})\) are not dense in \(C[0,1]\). **Declaration of interest :** None. ## References * [1] D. R. Adams, Choquet integrals in potential theory, Publicacions Matematiques, **42** (1998), 3-66. * [2] O. Baksi, T. Khan, J. Lang and V. 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