Rhaly operator is a lower‐triangular terraced operator defined via a scalar sequence that multiplies initial partial sums, generalizing the classical Cesàro operator.
It bridges summability theory and analysis by connecting function spaces such as Hardy, Bergman, and Köthe through explicit factorization and boundedness criteria.
Its spectral, compactness, and dynamical properties depend sensitively on the weight sequence, inspiring ongoing research in operator theory.
The Rhaly operator is a lower-triangular terraced operator determined by a scalar sequence and defined by multiplying each initial partial sum of a sequence, or of Taylor coefficients, by a row-dependent weight. In its basic one-variable form, if (an) or (ηn) is a complex sequence, then the corresponding matrix has constant entries along each row up to the diagonal, and the induced action is
1. Definition, matrix structure, and basic identities
A Rhaly matrix is lower triangular and terraced: the nth row is constant up to the main diagonal. In the $0$-indexed convention used for Hardy-space and ℓ2 formulations, its entries are
Rn,k=αn(0≤k≤n),Rn,k=0(k>n),
so that
(Rαx)(k)=αk∑j=0kx(j).
In the (ηn)0-indexed convention used on weighted null sequence spaces and Köthe spaces,
Several equivalent operator factorizations recur throughout the literature. On (ηn)7,
(ηn)8
where (ηn)9 is the discrete Hardy operator (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn0 and (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn1 is diagonal, (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn2 (Bellavita et al., 27 Mar 2025). In Cesàro-based formulations,
with (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn4 the classical Cesàro matrix and (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn5 (Gallardo-Gutiérrez et al., 2024). On weighted Hardy spaces (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn6, the operator becomes a factorable matrix (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn7 in the orthonormal basis (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn8, with
A persistent misconception is to identify the Rhaly operator with a Toeplitz, Nörlund, or Cauchy-product convolution operator. The coefficient rule
f(z)=∑k≥0akzk0
is not of the form f(z)=∑k≥0akzk1, so the matrix is lower triangular but non-Toeplitz. In the Hardy-space setting it is also distinct from multiplication by the generating function f(z)=∑k≥0akzk2; boundedness of the multiplier f(z)=∑k≥0akzk3 for f(z)=∑k≥0akzk4 does not imply boundedness of f(z)=∑k≥0akzk5 (Galanopoulos et al., 12 Nov 2025).
2. Hardy, Bergman, and weighted Hardy spaces
The paper "Rhaly operators acting on Hardy and Bergman spaces" identifies mean Lipschitz regularity of the generating function f(z)=∑k≥0akzk6 as the decisive criterion for boundedness and compactness on classical analytic function spaces (Galanopoulos et al., 12 Nov 2025). For f(z)=∑k≥0akzk7 and f(z)=∑k≥0akzk8, the mean Lipschitz space f(z)=∑k≥0akzk9 is characterized by
an=ηn=1/(n+1)0
and its little-oh variant an=ηn=1/(n+1)1 requires
an=ηn=1/(n+1)2
On Hardy spaces an=ηn=1/(n+1)3, the main dichotomy is at an=ηn=1/(n+1)4. If an=ηn=1/(n+1)5, then
an=ηn=1/(n+1)6
and
an=ηn=1/(n+1)7
If an=ηn=1/(n+1)8, boundedness implies an=ηn=1/(n+1)9, and compactness implies n0, but sufficiency is presently established only under the stronger hypotheses
n1
for some n2 (Galanopoulos et al., 12 Nov 2025). The same work states explicitly that a full if-and-only-if characterization for n3 remains open.
For unweighted Bergman spaces n4, the same paper obtains exact criteria for all n5: n6
More generally, on weighted Bergman spacesn7 with n8, mean Lipschitz conditions suffice for boundedness and compactness, and in the range n9 they are also necessary (Galanopoulos et al., 12 Nov 2025).
The $0$0-based Hardy theory is sharper in Schatten-class terms. For the one-variable Rhaly matrix $0$1 on $0$2, which is identified with $0$3, boundedness is equivalent to each of the following: $0$4
$0$5
and
$0$6
Compactness is equivalent to the corresponding vanishing dyadic condition, or equivalently to $0$7. For $0$8,
This weighted theory recovers familiar spaces. For ℓ27, ℓ28, boundedness is equivalent to
ℓ29
which is equivalent to
Rn,k=αn(0≤k≤n),Rn,k=0(k>n),0
and therefore to Rn,k=αn(0≤k≤n),Rn,k=0(k>n),1. For Rn,k=αn(0≤k≤n),Rn,k=0(k>n),2, Rn,k=αn(0≤k≤n),Rn,k=0(k>n),3, boundedness is again equivalent to the same tail condition. For the critical Dirichlet space Rn,k=αn(0≤k≤n),Rn,k=0(k>n),4, the criterion changes to
Rn,k=αn(0≤k≤n),Rn,k=0(k>n),5
and for Schatten class Rn,k=αn(0≤k≤n),Rn,k=0(k>n),6 an additional logarithmic factor appears: Rn,k=αn(0≤k≤n),Rn,k=0(k>n),7
By contrast, on Rn,k=αn(0≤k≤n),Rn,k=0(k>n),8, Rn,k=αn(0≤k≤n),Rn,k=0(k>n),9, and (Rαx)(k)=αk∑j=0kx(j).0 with (Rαx)(k)=αk∑j=0kx(j).1, the dyadic condition
(Rαx)(k)=αk∑j=0kx(j).2
characterizes (Rαx)(k)=αk∑j=0kx(j).3-membership for (Rαx)(k)=αk∑j=0kx(j).4, independently of (Rαx)(k)=αk∑j=0kx(j).5 and of (Rαx)(k)=αk∑j=0kx(j).6 (Bellavita et al., 14 Jun 2026).
The classical Cesàro operator sits exactly at the threshold between boundedness and compactness in many of these settings. For (Rαx)(k)=αk∑j=0kx(j).7, the operator is bounded on (Rαx)(k)=αk∑j=0kx(j).8 and (Rαx)(k)=αk∑j=0kx(j).9, but on (ηn)00 it is neither compact nor Schatten-class. The paper on Hardy and Bergman spaces further isolates the borderline (ηn)01 decay: if (ηn)02 and (ηn)03, then (ηn)04 is bounded on (ηn)05; however, there exists a sequence with (ηn)06 for which (ηn)07 is not bounded on (ηn)08 when (ηn)09. For decreasing nonnegative (ηn)10, boundedness on (ηn)11, (ηn)12, is equivalent to (ηn)13 (Galanopoulos et al., 12 Nov 2025).
3. Weighted null sequence spaces and fine spectral structure
A second major line of work studies Rhaly operators on weighted null sequence spaces
(ηn)14
where (ηn)15 is strictly positive. If (ηn)16, then (ηn)17 with equivalent norms; the genuinely weighted regime is (ηn)18 (Rani et al., 12 Oct 2025, Patra et al., 2023).
For bounded, strictly positive weights (ηn)19, the exact boundedness criterion for
(ηn)20
is
(ηn)21
and then
(ηn)22
Compactness is characterized by
(ηn)23
In the equal-weight case (ηn)24, this is often written using
Several sufficient conditions are weight-driven rather than sequence-driven. If (ηn)28 is strictly positive and
(ηn)29
then bounded (ηn)30 implies boundedness of (ηn)31, and (ηn)32 implies compactness. Geometric weights (ηn)33, (ηn)34, fall directly into this regime. The literature also emphasizes that this decay condition is sufficient, not necessary: for example, with
(ηn)35
where (ηn)36 and (ηn)37, one still has
(ηn)38
hence compactness, even though (ηn)39 and the simple sufficient condition does not apply (Rani et al., 12 Oct 2025).
The compact case admits a complete spectral description under standard monotonicity and positivity hypotheses. Assume (ηn)40 is a sequence of non-zero real numbers, (ηn)41 is a bounded decreasing sequence of strictly positive reals, and (ηn)42. Writing
Goldberg’s classification places all nonzero spectral points in class (ηn)48 and (ηn)49 in class (ηn)50 (Rani et al., 12 Oct 2025).
A related but distinct weighted-(ηn)51 spectral theory arises when the asymptotic parameter
(ηn)52
exists and is nonzero. Under this assumption, the paper "Spectral properties of the Rhaly operator on weighted null sequence spaces and associated operator ideals" gives product-estimate descriptions of point and residual spectra. If
(ηn)53
then
(ηn)54
while
(ηn)55
and, for (ηn)56,
(ηn)57
In this regime the spectrum outside (ηn)58 is contained in the closed disk centered at (ηn)59 with radius (ηn)60, yielding the bound (ηn)61 (Patra et al., 2023).
These weighted-sequence-space results show that terraced lower-triangular structure can lead either to fully discrete compact spectra (ηn)62, or to Cesàro-type disk localization, depending on the asymptotic regime imposed on the terrace sequence.
4. Köthe spaces, power series spaces, and operator dynamics
Rhaly operators extend naturally to Köthe sequence spaces. If (ηn)63 is a Köthe matrix, the Köthe space is
(ηn)64
with dual
(ηn)65
For a terraced sequence (ηn)66, the associated operator satisfies
(ηn)67
A general continuity criterion states that
(ηn)68
is well defined and continuous if and only if (ηn)69 and, for every (ηn)70, there exists (ηn)71 such that
(ηn)72
If (ηn)73 and (ηn)74 for some (ηn)75, continuity follows; if moreover (ηn)76 is Montel, then (ηn)77 is compact (Doğan, 27 Jul 2025).
The paper "The Rhaly Operators on Köthe Spaces" specializes this theory to power series spaces. For an increasing sequence (ηn)78,
(ηn)79
and
(ηn)80
The standard identifications
(ηn)81
place Rhaly operators into holomorphic function theory (Doğan, 27 Jul 2025).
On infinite-type spaces, the behavior is especially rigid. If (ηn)82, then
(ηn)83
is continuous and compact; likewise, if (ηn)84, then
(ηn)85
is continuous and compact. On finite-type spaces, continuity from (ηn)86 to (ηn)87 follows under the comparison condition
(ηn)88
and for a nuclear (ηn)89 one has the sharp self-map criterion
(ηn)90
In particular, the classical Cesàro operator is not compact on (ηn)91 because the sequence (ηn)92 does not belong to the strong dual (ηn)93 (Doğan, 27 Jul 2025).
The same paper develops topological and ergodic properties. If (ηn)94 for some (ηn)95, then (ηn)96 is (ηn)97-topologizable on (ηn)98. On (ηn)99, every (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn00 with (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn01 is (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn02-topologizable and power bounded. On nuclear (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn03, power boundedness is characterized by
Using the ABR and KT criteria cited in that paper, one obtains the equivalence, on nuclear (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn05, between power boundedness, mean ergodicity, uniform mean ergodicity, and Cesàro boundedness together with
and the associated terrace sequence is given by the Taylor coefficients of (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn09. An analogous formula holds on (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn10. The paper deduces from this that on (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn11, (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn12 is compact for every (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn13, while on (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn14 compactness is equivalent to (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn15 belonging to the strong dual of (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn16 (Doğan, 27 Jul 2025).
5. Generalized Cesàro operators and related Rhaly families
A closely related family is the generalized Cesàro, or Rhaly, operator
At (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn19 this reduces to the classical Cesàro operator. For (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn20, the subdiagonals are geometrically tilted (Curbera et al., 2023).
On a broad class of translation-invariant solid Banach lattices with natural basis, including all separable rearrangement-invariant sequence spaces, various weighted (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn21 and (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn22 spaces, Cesàro spaces (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn23, dual-type spaces (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn24, and Bachelis spaces (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn25, one has a uniform compactness phenomenon: (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn26
where (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn27 is the diagonal operator (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn28, and (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn29 is compact while (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn30 is bounded. Hence (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn31 is compact for every (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn32. Its spectrum is fully explicit: (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn33
whenever the canonical basis is a basis. In the non-separable Cesàro space (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn35, by contrast, (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn36 lies in the residual spectrum (Curbera et al., 2023).
The explicit eigenvectors are given, for each (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn37, by a sequence (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn38 with (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn39 for (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn40, (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn41, and
so the ratio tends to (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn43 and the vector belongs to the decreasing-majorant space (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn44, hence to all spaces under consideration (Curbera et al., 2023).
A weighted-(Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn45 analogue yields the same spectral pattern in the compact case. For compact generalized Cesàro operators
with boundedness equivalent to (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn49 and compactness equivalent to (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn50. In the compact case,
with the same Goldberg classification pattern as for compact Rhaly operators (Rani et al., 12 Oct 2025).
This generalized Cesàro theory is structurally adjacent to, but not identical with, the terraced Rhaly operator. It retains the lower-triangular initial-sum architecture but inserts a geometric kernel (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn53, yielding a family that is compact for (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn54 in many spaces where the classical Cesàro operator (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn55 is not compact.
6. Moment representations, invariant subspaces, several variables, and open directions
the Rhaly operator admits an integral representation on (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn57: (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn58
Equivalently,
This recovers the classical Cesàro fact (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn65 for Lebesgue measure, since then (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn66 and (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn67; it also yields (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn68 for a point mass (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn69, (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn70 (Gallardo-Gutiérrez et al., 2024).
The adjoint can be substantially larger spectrally. If (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn71, then (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn72. Moreover, if (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn73 satisfies
For measures with density (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn76, (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn77, this reproduces the Cesàro-type disk
The same paper also proves a numerical-range localization: (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn79
and deduces that (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn80 is the infinitesimal generator of a contraction semigroup on (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn81 (Gallardo-Gutiérrez et al., 2024).
Invariant-subspace questions lead back to weighted composition operators. The only nonzero closed subspaces of (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn82 invariant under every (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn83, (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn84, are
Since (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn86, it follows that the only subspaces invariant under every (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn87 are also of the form (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn88 (Gallardo-Gutiérrez et al., 2024).
A recent several-variable extension replaces (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn89 by the Drury–Arveson space (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn90, with orthonormal basis
exists, then (Rax)n=ank=0∑nxkor(R(η)f)(z)=n=0∑∞(ηnk=0∑nak)zn99 is bounded if f(z)=∑k≥0akzk00, unbounded if f(z)=∑k≥0akzk01, and compact if f(z)=∑k≥0akzk02. Moreover,
f(z)=∑k≥0akzk03
and in the compact case
f(z)=∑k≥0akzk04
The analysis uses the block decomposition
f(z)=∑k≥0akzk05
which reduces many questions to one-variable blocks (Pilla, 24 Jun 2026).
Several open directions are explicitly identified across the recent literature. A full iff characterization of boundedness and compactness on f(z)=∑k≥0akzk06 for f(z)=∑k≥0akzk07 is not yet known (Galanopoulos et al., 12 Nov 2025). In weighted Hardy spaces f(z)=∑k≥0akzk08, the dyadic Schatten theory is complete under mild growth control on the factorable weight sequence f(z)=∑k≥0akzk09, but genuinely non-polynomial or highly oscillatory f(z)=∑k≥0akzk10 remain subtle (Bellavita et al., 14 Jun 2026). In one and several variables alike, hyponormality and subnormality are understood in special cases—most notably for the classical Cesàro operator—but no general characterization is available for terraced sequences f(z)=∑k≥0akzk11 (Gallardo-Gutiérrez et al., 2024, Pilla, 24 Jun 2026).
Taken together, these results place the Rhaly operator in a distinctive position among summability-type operators. Its defining terraced geometry is elementary, yet its boundedness, compactness, spectrum, and dynamics depend delicately on the ambient space and on how the generating sequence is encoded: via mean Lipschitz regularity on Hardy and Bergman spaces, weighted tail functionals on f(z)=∑k≥0akzk12, product estimates on weighted f(z)=∑k≥0akzk13, duality on Köthe spaces, moment growth in integral models, and block decompositions in several complex variables.