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KEVOS AIIdempotents in Module-Finite Algebras over Complete Local Rings

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Engineering Mathematics Advanced Idempotent theory

Idempotents in Complete Algebras

When the base k is a complete commutative noetherian semilocal ring and R is module-finite over k, idempotents lift, indecomposable modules become strongly indecomposable, and Krull–Schmidt uniqueness is restored.

Page ID
KEVOS-ENG-MATH-NCR-0161
Taxonomy
ENG / ENG-MATH
Collection
noncommutative-rings-core
Source
(21.33)–(21.35), §21 (pp. 335)
Reviewed
2026-08-08
Version
1.0.0

01Executive Summary

Completeness lifts idempotents, but complete noncommutative rings are not easy to produce by hand. This page gives the standard factory: take a commutative noetherian ring k that is complete for an ideal I, and any k-algebra R that is finitely generated as a k-module. Then R is automatically IR-adically complete, so idempotents of R/IR lift.

The payoff is (21.35). If in addition k is semilocal and I=radk, then every finitely generated right R-module has a Krull–Schmidt decomposition that is unique up to permutation and isomorphism. Uniqueness genuinely fails over noetherian local rings — Swan's example — so completeness is doing real work, and this is why integral representation theory is done over complete discrete valuation rings.

IRThe complete ideal
LocalEndomorphism rings of indecomposables
UniqueKrull–Schmidt decomposition
(21.35)The theorem

02Overview

Throughout, k is a commutative ring, R is a k-algebra — so there is a ring map k→Z(R) — and R is module-finite, meaning finitely generated as a k-module. The examples to hold in mind are ℤpG for a finite group G, Mn(ℤp), an order in a semisimple ℚp-algebra, and k[[x]][G].

Three statements are proved in sequence, each feeding the next.

Completeness descends to modules(21.33): a finitely generated module over a complete noetherian k is itself I-adically complete. Krull's intersection theorem plus Nakayama give the Hausdorff half; a coordinate computation gives convergence.
Completeness transfers to the algebra(21.34)(1): applying the lemma to M=R and noting (IR)n=InR shows R is IR-adically complete, so idempotents of R/IR lift.
Indecomposable becomes local(21.34)(2): with k semilocal and I=radk, a module-finite R≠0 with no nontrivial idempotents is a local ring.
Krull–Schmidt is restored(21.35): endomorphism rings of indecomposable finitely generated modules are themselves module-finite algebras with no nontrivial idempotents, hence local; Krull–Schmidt–Azumaya then applies.

The one thing to remember

Indecomposability of Mi says EndR(Mi) has no nontrivial idempotents. Over a complete base that endomorphism ring is again a module-finite algebra, so (21.34)(2) upgrades no nontrivial idempotents to local — which is exactly the hypothesis Krull–Schmidt–Azumaya needs.

03Learning Objectives

  • Prove (21.33): finitely generated modules over a complete noetherian ring are complete.
  • Identify (IR)n with InR and conclude that module-finite algebras inherit completeness.
  • Prove that a module-finite algebra over a complete semilocal base with only trivial idempotents is local.
  • Assemble the proof of (21.35) from existence of decompositions under ACC and Krull–Schmidt–Azumaya.
  • Split ℤ5[C4] into four factors by lifting idempotents, and check the lift modulo 25.
  • Explain, with Swan's example in mind, why locality of the base is not enough.

04Definitions

k-algebra
A ring R with a homomorphism k→Z(R) of k into the centre of R; then every R-submodule of a module is a k-submodule.
Module-finite
R is generated as a k-module by finitely many elements. This is much stronger than being a finitely generated k-algebra.
IR
The ideal of R generated by the image of I⊆k. Because k acts centrally, (IR)n=InR.
Semilocal
R/radR is semisimple. For commutative k this means finitely many maximal ideals, and k/radk is then a finite product of fields.
Order
A module-finite algebra over a complete discrete valuation ring 𝒪 that is 𝒪-free of finite rank and spans a semisimple algebra over the fraction field.
Definition—Complete base pair

By a complete base pair (k,I) we mean a commutative noetherian ring k together with an ideal I⊆k such that k is I-adically complete. When we additionally require k semilocal and I=radk we say the pair is semilocal complete. The archetypes are (ℤp,pℤp) and (k[[x]],(x)), both of which are complete discrete valuation rings, and finite products of such.

Completeness of k already forces I⊆radk, so a complete base pair is automatically a pair in which 1+I consists of units.

05Core Concepts

Why noetherian is needed

Completeness of k does not obviously pass to a finitely generated module M, because ⋂nInM need not vanish for formal reasons. The Krull intersection theorem supplies I⋅N=N for N=⋂nInM, and this is where the noetherian hypothesis enters — via the Artin–Rees lemma. Nakayama then finishes the job, using I⊆radk and finite generation of N.

Coordinates convert module convergence to ring convergence

Given generators m1,…,mr of M, a Cauchy sequence in M can be written in coordinates as a family of Cauchy sequences in k. The point is that InM=∑jInmj, so each successive difference an+1−an has coefficients in In. Completeness of k produces limits coefficient by coefficient, and reassembling them gives the limit in M. Coordinates are not canonical, but the limit is, by the Hausdorff condition.

The extended ideal and its powers

(IR)n=InR,hencelim⟵R/(IR)n=lim⟵R/InR.
(C.1)

Valid because k maps into Z(R), so scalars can be collected to the left. This identity is what lets a module-theoretic statement be read as a ring-theoretic one.

So the assertion *R is complete as a k-module for I* and the assertion *R is complete as a ring for IR* are literally the same assertion, and (21.31) applies to give lifting of idempotents modulo IR.

From no idempotents to local

The last conceptual step is a reduction to the artinian case. With k semilocal and I=radk, the ring k/I is a finite product of fields; a module-finite algebra over it has finite length, hence is left and right artinian. A nonzero artinian ring whose only idempotents are 0 and 1 is local. Since IR⊆radR, locality of R/IR lifts to locality of R.

06Key Results

Lemma(21.33)Completeness passes to finitely generated modules

Let k be a commutative noetherian ring which is I-adically complete with respect to an ideal I⊆k, and let M be a finitely generated k-module. Then M is I-adically complete: the natural map ιM:M→lim⟵M/InM is an isomorphism.

Proof

Injectivity. The kernel of ιM is N=⋂n≥1InM. Since k is noetherian and M finitely generated, Krull's intersection theorem gives I⋅N=N. As k is I-adically complete we have I⊆radk, and N is finitely generated because M is noetherian; Nakayama's Lemma therefore forces N=0.

Surjectivity. Fix generators m1,…,mr of M and take an element of the inverse limit, represented by a1,a2,…∈M with an+1−an∈InM. Since InM=∑jInmj, we may write

an+1−an=∑j=1rβnjmj,βnj∈In.
(21.33a)

Write a1=∑jα1jmj with α1j∈k, and set αnj=α1j+β1j+⋯+βn−1,j, so that an=∑jαnjmj. Because βn−1,j∈In−1, the sequence (αnj)n satisfies αn+1,j≡αnj(modIn) and is therefore Cauchy in k. Completeness of k supplies aj∈k with aj≡αnj(modIn) for every n.

Put a=∑jajmj∈M. Then a−an=∑j(aj−αnj)mj∈InM for every n, so ιM(a)=(a1,a2,…) as required.

Proposition(21.34)Module-finite algebras over a complete base

Let k be a commutative noetherian ring which is I-adically complete for an ideal I⊆k, and let R be a k-algebra that is finitely generated as a k-module. Then:

  1. R is IR-adically complete, and idempotents of R/IR can be lifted to R.
  2. Suppose in addition that k is semilocal and I=radk. If R≠0 has no idempotents other than 0 and 1, then R is a local ring.
Proof

(1) Apply (21.33) to the finitely generated k-module M=R: the map R→lim⟵R/InR is an isomorphism. Since k maps into Z(R) we have (IR)n=InR, so this says exactly that R is IR-adically complete as a ring. Lifting of idempotents is then (21.31).

(2) With k semilocal and I=radk, the quotient k/I is a commutative semisimple ring, that is, a finite product of fields. The ring R/IR is a finitely generated module over k/I, hence of finite length over k/I; every one-sided ideal of R/IR is a k/I-submodule, so R/IR is left and right artinian.

Assume R has no idempotents but 0 and 1. By (1) every idempotent of R/IR lifts to R, so R/IR likewise has no nontrivial idempotents; and R/IR≠0 because IR⊆radR is proper. A nonzero one-sided artinian ring with only trivial idempotents is local (19.19), so R/IR is local. Finally IR⊆radR — a standard consequence of R being module-finite over k with I⊆radk — so rad(R/IR)=(radR)/IR and R/radR≅(R/IR)/rad(R/IR) is a division ring. Hence R is local.

Theorem(21.35)Krull–Schmidt over a complete semilocal base

Let k be a commutative noetherian semilocal ring which is I-adically complete for I=radk, and let R be a k-algebra that is finitely generated as a k-module. Then every finitely generated right R-module M admits a decomposition

M=M1⊕M2⊕⋯⊕Mr
(21.35a)

with each Mi an indecomposable R-submodule.

Moreover r is uniquely determined by M, and the sequence of isomorphism types M1,…,Mr is uniquely determined up to a permutation.

Proof

Existence. M is finitely generated over R and R is finitely generated over k, so M is a finitely generated module over the noetherian ring k and hence noetherian as a k-module. Every R-submodule is a k-submodule, so the R-submodules of M satisfy the ascending chain condition, and a module with ACC decomposes as a finite direct sum of indecomposable submodules (19.20).

Local endomorphism rings. Set Ei=EndR(Mi). Indecomposability of Mi says precisely that Ei has no idempotents other than 0 and 1. Now Mi is a finitely generated module over the noetherian ring k, so Endk(Mi) is a finitely generated k-module; Ei is a k-submodule of it, hence also finitely generated over k. Thus Ei is a nonzero module-finite k-algebra with only trivial idempotents, and (21.34)(2) makes it a local ring.

Uniqueness. Each Mi therefore has local endomorphism ring, i.e. is strongly indecomposable, and the Krull–Schmidt–Azumaya theorem (19.21) delivers uniqueness of r and of the isomorphism types up to permutation.

Counterexample—Completeness cannot be dropped

Over a Dedekind domain 𝒪 with nontrivial class group, a non-principal ideal 𝔄 satisfies 𝔄⊕𝔅≅𝒪⊕𝔄𝔅. Taking 𝒪=ℤ[−5] and 𝔄=(2,1+−5), whose square is the principal ideal (2), gives 𝔄⊕𝔄≅𝒪⊕𝒪 with all four summands indecomposable and 𝔄not≅𝒪.

That base is not local. Swan's example goes further: there is a commutative noetherian local domain A and finitely generated A-modules with M1⊕M2≅(M1∩M2)⊕B, all four indecomposable over A and Bnot≅Mi. So locality of the base does not restore uniqueness — completeness does.

07Proof Techniques and Method

How these proofs work, and which move to reuse.

Move 1

Krull plus Nakayama for the Hausdorff condition

To show ⋂nInM=0, never argue directly. Show the intersection N satisfies IN=N by Artin–Rees, then kill it with Nakayama using I⊆radk and finite generation.

Move 2

Push structure through the centre

Because k lands in Z(R), scalar ideals extend cleanly: (IR)n=InR. Any statement proved for R as a k-module is then a statement about the IR-adic ring structure.

Move 3

Upgrade indecomposable to strongly indecomposable

Apply the structure theory to EndR(Mi) rather than to Mi. Over a module-finite complete setting the endomorphism ring is again in the class, so hypotheses that were assumed about R become available about Ei.

Move 3 is the reusable idea and the reason (21.34)(2) is stated for an arbitrary module-finite algebra rather than for R alone: the theorem is applied not to R but to the endomorphism rings its modules produce. The class of module-finite algebras over a fixed complete base is closed under the operation that the proof needs.

08Worked Example

Splitting ℤ5[C4] into four factors

Let k=ℤ5, I=5ℤ5, and R=ℤ5[C4]=ℤ5[g]/(g4−1), free of rank 4 over k, so (21.34) applies. Modulo 5, the field 𝔽5 contains a primitive fourth root of unity, namely 2, so g4−1=(g−1)(g−2)(g−4)(g−3) splits and

R/5R=𝔽5[C4]≅𝔽5×𝔽5×𝔽5×𝔽5,
(E.1)

Maschke applies: |C4|=4 is invertible in 𝔽5.

The four primitive orthogonal idempotents downstairs are e¯j=14∑m=032−jmgm. By (21.34)(1) they lift to R, and the lifts are the character idempotents ej=14∑mω−jmgm, where ω∈ℤ5 is the Teichmüller lift of 2: the unique fourth root of unity with ω≡2(mod5).

The lift to precision 25

Solve ω2=−1 with ω≡2: writing ω=2+5t gives 4+20t≡24(mod25), so 4t≡4(mod5) and t≡1. Hence ω≡7(mod25), and indeed 72=49≡−1(mod25). With 4−1≡19(mod25) and ω−1=ω3=−ω≡18, ω−2≡24, ω−3≡7:

e1≡19+17g+6g2+8g3(mod25),e1≡4+2g+g2+3g3(mod5).
(E.2)

Squaring in (ℤ/25)[C4] confirms e12≡e1(mod25), and the four lifts e0≡19(1+g+g2+g3), e1, e2≡19(1−g+g2−g3), e3 are pairwise orthogonal with e0+e1+e2+e3=1. Consequently

ℤ5[C4]≅ℤ5×ℤ5×ℤ5×ℤ5.
(E.3)

The non-complete comparison

Over ℤ(5) there is no element of multiplicative order 4, so ℤ(5)[C4] does not split into four factors — it splits only as ℤ(5)×ℤ(5)×ℤ(5)[i], the last factor being the ring obtained from the quadratic factor g2+1. The extra splitting in (E.3) is bought entirely by completeness.

A case where nothing splits

Take R=ℤp[Cp]=ℤp[g]/(gp−1). Here R/pR=𝔽p[g]/((g−1)p) is local, so R has no nontrivial idempotents; by (21.34)(2), R is a local ring, with maximal ideal generated by p and g−1. Its finitely generated lattices decompose uniquely by (21.35): classically there are exactly three indecomposable ℤp[Cp]-lattices, namely ℤp, ℤp[ζp] and ℤp[Cp] itself.

09Comparison and Classification

What survives over which base
Idempotents lift mod radEnd of indec. is localKrull–Schmidt uniqueSemiperfect
k a field, R finite-dimensional●yes●yes●yes●yes
k complete noetherian semilocal, R module-finite●yes●yes●yes●yes
k noetherian local, not complete○no○no○no○no
k a Dedekind domain with class number >1○no○no○no○no
k=ℤ, R=ℤG○no○no○no○no

What survives over which base

The first two rows are the good cases and they are good for the same reason: the base is complete, trivially so for a field where the radical is zero. Rows three to five all fail, and they fail at the same point — an indecomposable module can have a non-local endomorphism ring, so nothing pins the decomposition down.

Hypotheses used by each result
ResultNeeds k noetherianNeeds k completeNeeds k semilocal, I=radk
(21.33) modules are completeyesyesno
(21.34)(1) R complete, idempotents liftyesyesno
(21.34)(2) trivial idempotents ⇒ localyesyesyes
(21.35) Krull–Schmidt uniquenessyesyesyes

10Relationship Map

  • (k,I) complete noetherian, R module-finite — the standing hypotheses
    • gives immediately
      • M is I-adically complete for M f.g. over k (21.33)
      • R is IR-adically complete (21.34)(1)
      • IR⊆radR, so 1+IR⊆U(R)
    • with k semilocal, I=radk, gives
      • R/radR semisimple, so R is semilocal
      • R is semiperfect
      • indecomposable f.g. modules are strongly indecomposable
      • Krull–Schmidt uniqueness (21.35)
    • fails without completeness
      • Swan's local noetherian domain
      • Dedekind domains of class number >1

The chain of implications is short but each link needs its own hypothesis, which is why the theorem is stated with four separate conditions on k rather than one.

11Applications and Industry Use

Applications here means where this structure is used — inside mathematics and in the engineering and computing disciplines that consume it.

Integral representation theory

Lattices over 𝒪G

For G finite and 𝒪 the completion of a ring of algebraic integers at a prime, 𝒪G is module-finite over a complete base, so 𝒪G-lattices decompose uniquely. Over ℤG they do not — which is precisely why the local-global method starts by completing.

Modular representation theory

Blocks and defect groups

Block theory is developed over a p-modular system with 𝒪 complete. Completeness makes the block idempotents of kG lift to 𝒪G and makes the Krull–Schmidt theorem available for the modules that carry defect group and vertex theory.

Orders and arithmetic

Genus and local-global

Two ℤG-lattices lie in the same genus when their completions agree at every prime. The theory is usable because at each prime the completed problem has unique decompositions; the genus records exactly what is lost on returning to ℤ.

Computation

Working p-adically

Computer algebra systems decompose modules over orders by reducing mod p, splitting there, and lifting. The correctness of the lift is (21.34)(1); the assertion that the answer is well posed is (21.35).

The honest description is that this is the theorem that makes p-adic methods legitimate. Everything gained by completing would be worthless if the resulting decompositions were not canonical.

12Design Considerations

Design considerations here means the choices made when modelling a problem with these algebraic structures.

Which base ring should carry the problem?

A fieldThe cleanest case: finite-dimensional algebras are semiprimary, so everything on this page holds trivially. Choose this whenever the arithmetic of the coefficients is not the point.
ℤ or a ring of integersRetains arithmetic information but loses Krull–Schmidt uniqueness. Use it only when the global object is genuinely the object of study, and expect genus-type invariants rather than isomorphism invariants.
A complete DVRThe standard compromise. Retains characteristic-p and characteristic-0 information simultaneously, and (21.35) guarantees unique decompositions. This is why p-modular systems are set up this way.
A complete semilocal ringNeeded when several primes must be handled at once, for instance a finite product of complete DVRs. All results here are stated at this generality precisely to allow it.
  • Module-finite, not finitely generated as an algebra. k[x] is a finitely generated k-algebra and none of this applies to it; Mn(k) is module-finite and all of it does.
  • Left or right modules. The statements are symmetric because k is central; choose the side that matches your representation convention and stay on it.
  • Which ideal. For (21.34)(1) any ideal for which k is complete will do; for (21.34)(2) and (21.35) the ideal must be radk, since the argument needs k/I semisimple.

13Failure Modes and Common Mistakes

Local is not complete

Swan's example is a commutative noetherian local domain over which finitely generated modules have non-unique decompositions into indecomposables. Locality of the base gives none of the conclusions of (21.35); only completeness does.

Module-finite is essential

Nothing here survives for algebras that are merely finitely generated as algebras. ℤp[x] is a finitely generated ℤp-algebra, is not p-adically complete, and its finitely generated modules are not covered by any statement on this page.

Noetherian is not decoration

Krull's intersection theorem is where the noetherian hypothesis is consumed, and without it ⋂nInM can be nonzero for a finitely generated M. The Hausdorff half of completeness then fails and the inverse limit is not M.

  • Do not conclude that R is a complete local ring from (21.34)(1); completeness of R for IR says nothing about R having a unique maximal one-sided ideal unless (2) applies.
  • Do not assume the number of factors in R/IR equals the number in R before checking liftability; the equality is the content of (21.34)(1), not a triviality.
  • Do not read (21.35) as a classification: it says decompositions are unique, not that indecomposables are known. For ℤp[Cp2] the list of indecomposable lattices is already infinite in general.
  • Do not extend (21.35) to arbitrary, non-finitely-generated modules; the ACC argument that gives existence of a decomposition breaks immediately.

14Best Practices

  • State the base pair (k,I) explicitly, including noetherian, semilocal and complete, before invoking any result of this page.
  • Verify module-finiteness by exhibiting generators, not by citing finite generation as an algebra.
  • When computing, lift idempotents to an explicit precision and record that precision alongside the answer.
  • Check the number of block factors against R/radR first: the semisimple quotient is where the count is visible.
  • Before claiming uniqueness of a decomposition over ℤG, complete at each relevant prime and work with the genus instead.

15Quick Reference

Standing hypothesesk commutative noetherian, I-adically complete; R module-finite over k
(21.33)f.g. k-modules are I-adically complete
Key identity(IR)n=InR
(21.34)(1)R is IR-adically complete; idempotents of R/IR lift
(21.34)(2)k semilocal, I=radk: trivial idempotents ⇒ R local
(21.35)f.g. right R-modules have unique Krull–Schmidt decompositions
EngineEndR(Mi) is again module-finite over k
FailureSwan: local noetherian base is not enough
Worked bases
kIComplete?(21.35) available?
ℤppℤpyesyes
k[[x]](x)yesyes
A field0yesyes
ℤ(p)pℤ(p)nono
ℤradℤ=0nono
ℤ[−5]0nono

16Frequently Asked Questions

Why does (21.35) require k to be semilocal as well as complete?

Because the proof passes through (21.34)(2), which needs k/I to be a finite product of fields so that R/IR is artinian. That is exactly semilocality together with I=radk. Without it one still gets completeness of R and lifting of idempotents, but not the upgrade from no nontrivial idempotents to local, which is what Krull–Schmidt–Azumaya consumes.

Is ℤ a legitimate base here?

No. radℤ=0, so the only ideal for which ℤ is complete in the relevant sense is the zero ideal, and ℤ is not semilocal. This is not a technicality: Krull–Schmidt uniqueness genuinely fails for ℤG-lattices, which is the historical reason the subject completes at each prime.

Does (21.34) say that R is a complete local ring?

Part (1) says only that R is complete with respect to IR; R can have many idempotents and be far from local. Part (2) adds the hypothesis that R has no nontrivial idempotents, and only then concludes locality. Confusing the two is the most common misreading of the proposition.

How do these results relate to semiperfect rings?

Under the hypotheses of (21.35), R/radR is semisimple and idempotents lift modulo the radical, so R is semiperfect. That is the abstract form of what the completeness hypothesis buys, and it is why the Krull–Schmidt statement resembles the one for finite-dimensional algebras.

Where exactly is the noetherian hypothesis used?

In two places. In (21.33) it licenses Krull's intersection theorem, hence the Hausdorff condition for a finitely generated module. In (21.35) it makes M a noetherian k-module, which gives the ACC needed for existence of a decomposition, and makes Endk(Mi) finitely generated so the endomorphism ring stays in the class.

Does uniqueness extend to infinitely generated modules?

Not from this theorem. Existence of a decomposition into indecomposables relies on the ascending chain condition, and uniqueness in the infinite setting requires the Krull–Schmidt–Azumaya statement for arbitrary direct sums of modules with local endomorphism rings — a different theorem with different hypotheses.

17Related KEVOS Topics

Idempotents in Complete RingsIf R is complete in the I-adic topology, every idempotent of R/I lifts — a successive-approximation argument that turns Semiperfect RingsA ring is semiperfect when R/rad R is semisimple and idempotents lift across the quotient map — the two-clause condiIdempotents and Peirce DecompositionA single idempotent e = e^2 splits a ring into four additive pieces eRe, eRf, fRe, fRf with f = 1-e, turning R into a geIdempotents and Module DecompositionsDirect decompositions of a module are the same data as idempotents in its endomorphism ring; for M = eR that ring is theCorner RingsFor any idempotent e, the corner eRe is a ring with identity e whose radical is exactly e(rad R)e, and whose ideals embe

18References

  1. T. Y. Lam, A First Course in Noncommutative Rings, Graduate Texts in Mathematics 131, Springer-Verlag, 1991, §21, results (21.33)–(21.35), with (19.19)–(19.21).
  2. C. W. Curtis and I. Reiner, Methods of Representation Theory, Volume I, Wiley-Interscience, 1981, §§6, 30–33 (orders, lattices, complete local base rings).
  3. I. Reiner, Maximal Orders, Academic Press, 1975, Chapters 5–6.
  4. H. Matsumura, Commutative Ring Theory, Cambridge University Press, 1986, Chapter 8 (Artin–Rees, Krull intersection, completion).
  5. R. G. Swan, “Projective modules over group rings and maximal orders”, Annals of Mathematics 76 (1962), 55–61.

19AI Suggested Questions

  • Write out the Artin–Rees lemma and derive Krull's intersection theorem in the form used in the proof of (21.33).
  • Give an example of a non-noetherian commutative ring and a finitely generated module for which the intersection of the powers of an ideal is nonzero.
  • Classify the indecomposable ℤp[Cp]-lattices and verify that there are exactly three.
  • Work out Swan's example in detail and identify precisely which step of the proof of (21.35) fails for it.
  • How does the genus of a ℤG-lattice encode the discrepancy between global and local decompositions?
  • Compute the block idempotents of ℤp[S3] for p=2 and p=3 and compare with the characteristic-zero case.
  • For which finite groups G and primes p is ℤpG a local ring?
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KEVOS® Knowledge Library — reviewed 2026-08-08

On this page

  1. Executive Summary
  2. Overview
  3. Learning Objectives
  4. Definitions
  5. Core Concepts
  6. Key Results
  7. Proof Techniques and Method
  8. Worked Example
  9. Comparison and Classification
  10. Relationship Map
  11. Applications and Industry Use
  12. Design Considerations
  13. Failure Modes and Common Mistakes
  14. Best Practices
  15. Quick Reference
  16. Frequently Asked Questions
  17. Related KEVOS Topics
  18. References
  19. AI Suggested Questions

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