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Geometri interpretation of lozenge tilings

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By means of the height funtion, Thurston interprets lozenge tilings of the triangular lattie

as disrete surfaes in a rotated version of

Z 3

projeted onto the plane. He gives a similar interpretationofdominotilingsofthesquarelattie. Thisapproahanbegeneralizedtodimer

ongurations ofbipartite graphs usingows. Thisyields an interpretationof thedimermodel

on a bipartite graphas a random interfae modelin dimensions

2 + 1

,and oersmore insight

into the model. In this setion we exhibit Thurston's onstrution of the height funtion on

lozenge tilings. We postpone the denition of the height funtion on general bipartite graphs

until Setion 3.1.

Faes of the triangular lattie

T

an be olored in blak and white, so that blak faes (resp.

whiteones)areonlyadjaenttowhiteones(resp. blakones). Thisisaonsequeneofthefat

thatitsdualgraph,thehoneyomblattie,isbipartite. Orienttheblakfaesounterlokwise,

and the white ones lokwise, see Figure 2.7 (left). Consider a nite subgraph

X

of

T

whih is tileable by lozenges, and a lozenge tiling

T

of

X

. Then theheight funtion

h T

is an integer

valuedfuntion onverties of

X

,dened indutively asfollows:

Fixa vertex

v 0

of

X

,and set

h T ( v 0 ) = 0

.

For every boundary edge

uv

of a lozenge,

h T ( v ) − h T ( u ) = +1

ifthe edge

uv

is oriented from

u

to

v

,implyingthat

h T ( v ) − h T ( u ) = − 1

whenthe edge

uv

is orientedfrom

v

to

u

. The height funtion is well dened, in the sense that the height hange around any oriented

yleis 0. Anexample ofomputation of theheight funtion isgiven inFigure2.7(right).

0

Figure2.7: Orientation offaesofthe triangularlattie(left). Heightfuntion orrespondingto

a lozenge tiling(right).

As a onsequene, lozenge tilings are interpreted as stepped surfaes in

Z f 3

projeted onto the plane, where

Z f 3

is

Z 3

rotated so that diagonals ofthe ubesare orthogonal to the plane. The height funtionisthen simplythe height ofthesurfae(i.e. thirdoordinate). This

onstru-tiongivesamathematial senseto theintuitive feelingofubesstiking inor out,whihstrikes

us whenwathinga piture oflozenge tilings.

Height funtions haraterize lozengetilings asstated bythefollowing lemma.

Lemma 4. Let

X

be a nite simply onneted subgraph of the triangular lattie

T

, whih is tileable by lozenges. Let

h

be an integervalued funtion on the verties of

X

,satisfying:

• h( v 0 ) = 0

,where

v 0

isa xed vertex of

X

.

• h( v ) − h( u ) = 1

for any boundary edge

uv

of

X

oriented from

u

to

v

.

• h( v ) − h( u ) = 1

or

− 2

for any interior edge

uv

of

X

oriented from

u

to

v

.

Then,there isa bijetion between funtions

h

satisfyingthese two onditions, andtilings of

X

.

Proof. Let

T

be a lozenge tiling of

X

and let

uv

be an edgeof

X

, oriented from

u

to

v

. Then, the edge

uv

is either a boundary edge or a diagonal of a lozenge. By denition of the height funtion,theheight hange is

1

intherst ase, and

− 2

intheseond.

Conversely,let

h

beanintegerfuntionasinthelemma. Letusonstrutatiling

T

whoseheight

funtion is

h

. Consider a blakfaeof

X

,thenthere isexatly one edge

uv

ontheboundary of this faewhose height hange is

− 2

. Tothis fae, we assoiate the lozenge whih isrossed by

theedge

uv

. Repeating thisproedure for allblakfaesyields a tilingof

X

.

Thurston [Thu90℄uses height funtions inorderto determine whethera subgraphof the

trian-gular lattiean betiledbylozenges. Referto thepaperfor details.

Dimer model on infinite periodi bipartite graphs

ThishapterisdevotedtothepaperDimersandamoebas [KOS06 ℄byKenyon,Okounkovand

Sheeld.

Reallthatedgesofdimerongurationsrepresentdi-atomimoleules. Sineweareinterested

inthemarosopibehaviorofthesystem,ourgoalistostudythemodelonverylargegraphs. It

turnsout thatitiseasierto extratinformationfor themodeldened oninnitegraphs, rather

than very large ones. Indeed, on very large but nite graphs, Kasteleyn's omputation an be

done,but involvesomputingthedeterminant ofhuge matries, whih isofourse veryhard in

general, and won't tell us muh about the system. Computing expliitly theloal statistis of

theBoltzmann measurebeomeshardlytratablesine itrequiresinvertingverylarge matries.

Thismotivates the following roadmap.

Assume that the graph

G = ( V , E )

is simple, planar, innite, bipartite, and

Z 2

-periodi.

This means that

G

is embedded inthe plane sothat translations atbyolor-preserving isomorphism of

G

, i.e. isomorphisms whih map blak verties to blak ones and white verties to white ones. For later purposes, we onsider the underlying lattie

Z 2

to be a subgraph of the dual graph

G ∗

, and x a basis

{ e x , e y }

, allowing to reord opies of a

vertex

v

of

G

as

{ v + (k, l) : (k, l) ∈ Z 2 }

. RefertoFigure3.1foranexample when

G

isthe square-otagongraph.

e x e y

Figure3.1: A piee ofthe square-otagon graph. The underlying lattie

Z 2

is inlight grey,the two blakvetors represent ahoieof basis

{ e x , e y }

.

Let

G n = ( V n , E n )

bethequotientof

G

bythe ationof

n Z 2

. Thenthesequeneofgraphs

{ G n } n ≥ 1

isanexhaustionoftheinnitegraph

G

bytoroidalgraphs. Thegraph

G 1 = G / Z 2

isalledthe fundamental domain,see Figure3.2. Assumethatedgesof

G 1

areassigned a positive weight funtion

ν

thus deninga periodiweight funtionon theedgesof

G

.

1 1

1 1

1 1

1 1

1 1 1 1

PSfragreplaements

G 1

Figure 3.2: Fundamental domain

G 1

of the square-otagon graph, opposite sides in light grey areidentied. Edges areassignedweight 1.

The goal of this hapter is to understand the dimer model on

G

, using the exhaustion

{ G n } n ≥ 1

,bytakinglimitsas

n → ∞

of appropriate quantities.

Note that it is ruial to take an exhaustion of

G

by toroidal graphs. Indeed, the latter are invariant bytranslations intwo diretions, akeyfatwhihallows omputationsto go through

using Fourier tehniques. Note also that takingan exhaustion by planar graphs a priori leads

to dierent results beause of theinueneof the boundary whih annotbenegleted.

Althoughitmightnotseemsolearatthisstage,thefatthat

G

and

{ G n } n ≥ 1

areassumedtobe

bipartiteisalsoruialfortheresultsofthishapter, beauseitallowstorelatethedimermodel

to well behaved algebrai urves. Having a general theoryof thedimermodelon non-bipartite

graphs isone ofthe important openquestions ofthe eld.

3.1 Height funtion

Inthissetion,wedesribetheonstrutionoftheheightfuntionondimerongurationsofthe

innitegraph

G

andofthetoroidalgraphs

G n

,

n ≥ 1

. Sineweareworkingonthedimermodel

and noton thetiling model,asin Thurston'sonstrution, theheight funtion isa funtion on

faesof

G

or equivalently, afuntion on vertiesof thedualgraph

G

.

Thedenitionofthe heightfuntionreliesonows. Denoteby

~ E

thesetofdiretededgesofthe graph

G

,i.e. every edgeof

E

yieldstwo orientededges of

~ E

. A ow

ω

is a realvalued funtion

dened on

~ E

,that isevery diretededge

( u , v )

of

~ E

isassigned aow

ω( u , v )

.

The divergene of a ow

ω

,denoted by

div ω

,isa real valued funtion dened on

V

givingthe dierene between totaloutow and totalinow at verties:

∀ u ∈ V , div ω( u ) = X

v ∼ u

ω( u , v ) − X

v ∼ u

ω( v , u ).

Sine

G

is bipartite, we split verties

V

into white and blak ones:

V = W ∪ B

. Then, every dimeronguration

M

of

G

denesawhite-to-blakunitow

ω M

asfollows. Theow

ω M

takes

value0 onall diretededges arisingfrom edgesof

E

whihdo not belong to

M

,and

∀ wb ∈ M, ω M ( w , b ) = 1, ω M ( b , w ) = 0.

Sineeveryvertexofthegraph

G

isinident toexatlyoneedgeoftheperfetmathing

M

,the

ow

ω M

hasdivergene 1at everywhite vertex,and -1at every blakone, thatis:

∀ w ∈ W , div ω M ( w ) = X

Let

M 0

be a xed periodi referene perfet mathing of

G

, and

ω M 0

be the orresponding ow, alled the referene ow. Then, for any other mathing

M

with ow

ω M

, thedierene

ω M − ω M 0

is adivergene-free ow,that is:

We arenow readyto dene theheight funtion. Let

M

be adimerongurationof

G

,thenthe height funtion

h M

is an integer valuedfuntion on faesof

G

dened asfollows.

Fixa fae

f 0

of

G

,andset

h M ( f 0 ) = 0

.

The height funtion is well dened if itis independent of thehoie of

γ

,or equivalently ifthe height hange aroundeveryfae

f

ofthedualgraph

G

is0. Let

u

bethevertexofthegraph

G

orrespondingto the fae

f ∗

,and let

v 1 , . . . , v k

be itsneighbors. Then, bydenition, theheight hange aroundthe fae

f ∗

,inounterlokwiseorder, is:

X k i=1

[(ω M ( u , v i ) − ω M ( v i , u )) − (ω M 0 ( u , v i ) − ω M 0 ( v i , u ))] = div(ω M − ω M 0 )( u ) = 0.

Theheightfuntion isthus well dened asa onsequeneof thefatthattheow

ω M − ω M 0

is

divergenefree, uptothe hoieofa basefae

f 0

and ofareferenemathing

M 0

. An analogof

Lemma 4 givesa bijetion between height funtionsanddimerongurations of

G

. Remark 5.

There is atually an easy wayof omputing theheight funtion. Reall from Setion 2.3

thatthesuperimpositionoftwodimerongurations

M

and

M 0

onsistsofdoublededges

andalternating ylesoflength

≥ 4

(ylesmayextendto innitywhen

G

isinnite). Let usdenoteby

M − M 0

theorientedsuperimpositionof

M

and

M 0

,withedgesof

M

oriented

fromwhitevertiesto blakones,and thoseof

M 0

fromblakvertiesto whiteones,then

M − M 0

onsists of doubled edges oriented in both diretions and oriented alternating ylesof length

≥ 4

,seefor example Figure3.3. Returning tothedenition oftheheight

funtion,onenotiesthattheheighthangesby

± 1

exatlywhenrossingayle,andthe

sign onlydependson theorientation of the yle.

By takinga dierent hoie of referene ow, one an reover Thurston's height funtion

inthe aseof lozenge and domino tilings, up to a global multipliative fator of

1 3

inthe

rst ase, and

1

4

in theseond - the interested reader an try and work out this relation

expliitly.

Let us now onsider the toroidal graph

G n = G /n Z 2

. In this ase, the height funtion is not well dened sine there might besome period,or heighthange, alongyles inthedualgraph

winding around the torus horizontally or vertially, see Figure 3.3. More preisely, a perfet

mathing

M

of

G n

an be liftedto a perfet mathingof theinnitegraph

G

,also denoted

M

.

Then, theperfetmathing

M

of

G n

issaid tohave height hange

(h M x , h M y )

if:

h M ( f + (n, 0)) = h M ( f ) + h M x h M ( f + (0, n)) = h M ( f ) + h M y .

Note that height hange is well dened, i.e. does not depend on the hoie of fae

f

, beause theow

ω M − ω M 0

is divergene-free.

Figure3.3givesanexampleoftherefereneperfetmathing

M 0

induedbyaperiodireferene

mathingof

G

,andoftheheighthangeomputationofadimeronguration

M

ofthetoroidal

graph

G 2

of the square-otagongraph. Theperfetmathing

M

hasheight hange

(0, 1)

.

0 f 0

M M

0

0 0

0 0 0

−1

−1 0 −1

0 0

0 0 0

−1 0 −1 0 −1

−1

−1

−1

−1

−1

Figure3.3: Aperfet mathing

M

ofthe toroidal graph

G 2

,having height hange

(0, 1)

.

Remark 6. Let

T 2 = { (z, w) ∈ C 2 : | z | = | w | = 1 }

denotethetwo-dimensional unit torus,and let

H 1 ( T 2 , Z ) ∼ = Z 2

be the rst homology group of

T 2

in

Z

. The graph

G n

being embedded in

T 2

,we takeasrepresentative of abasisof

H 1 ( T 2 , Z )

thevetors

ne x

and

ne y

embedded onthe

torus,where reall

{ e x , e y }

were our hoie ofbasisvetor for

Z 2

,seeFigure3.1. Inthease of thesquare-otagon graphand

G 2

ofFigure3.3, the rstbasisvetoristhelightgrey horizontal yle oriented from left to right, and the seond is the light grey vertial yle oriented from

bottomto top. Then, the homology lassofthe orientedsuperimposition

M − M 0

inthisbasis

is

(1, 0)

, and the height hange is

(0, 1)

. More generally, if the homology lass of

M − M 0

is

(a, b)

, thentheheight hange

(h M x , h M y )

is

( − b, a)

. Thisis beause,asmentioned inRemark5,

theheight funtion hanges by

± 1

exatlywhen itrossesorientedyles of

M − M 0

,implying

that the height hange

(h M x , h M y )

an be identied through the intersetion pairing with the homology lassoftheorientedonguration

M − M 0

in

H 1 ( T 2 , Z )

.

Letusreallthesetting:

G

isasimple,planar,innite,bipartite

Z 2

-periodigraph,and

{ G n } n ≥ 1

is the orresponding toroidal exhaustion. Edges of

G

are assigned a periodi, positive weight funtion

ν

,and

{ e x , e y }

denotes ahoie ofbasisof theunderlying lattie

Z 2

.

Inthis setionwepresent theomputation ofthepartition funtion for dimerongurations of

thetoroidal graph

G n

,and the omputation of the free energy,whih is minus theexponential growth rate of the partition funtion of the exhaustion

G n

. More preisely, Setion 3.2.1 is devoted to Kasteleyn theory on the torus. Then, in Setion 3.2.2 we dene the harateristi

polynomial, one of the keyobjets underlying thedimer model on bipartite graphs, yielding a

ompat losed formula for the partition funtion, see Corollary 10. With this expression at

hand,one thenderivestheexpliit formula forthe free energy,seeTheorem 11.

3.2.1 Kasteleyn matrix

InSetion 2.3, we proved thatthe partition funtionof anite, simplyonneted planargraph

is given bythedeterminant of aKasteleyn matrix. Whenthegraph isembedded on thetorus,

a single determinant is not enough, what is needed is a linear ombination of determinants

determined inthe following way.

Consider the fundamental domain

G 1

and let

K 1

be a Kasteleyn matrix of this graph, that is

K 1

is the oriented, weighted, adjaeny matrix of

G 1

for a hoie of admissible orientation of theedges. Notethatadmissible orientationsalsoexistforgraphsembeddedinthetorus. Letus

nowlookat the signsof the weighted mathings in the expansion of

det(K 1 )

. Consider a xed

referene mathing

M 0

of

G 1

,and let

M

be any other mathing of

G 1

. Then, bythe results of [Kas67 ,DZM

+

96,GL99 ,Tes00 ,CR07℄,the signofthemathing

M

onlydependson theparity

ofthe vertial andhorizontalheighthange. Moreover,of thefour possible paritylasses,three

havethesamesignin

det(K 1 )

andonehasoppositesign. Byanappropriatehoieofadmissible orientation,one an makethe

(0, 0)

lasshave positive sign.

Let

γ x

,

γ y

bethe basisvetor

e x

,

e y

of the underlying lattie

Z 2

,embedded onthetorus. Sine we have hosen

Z 2

to be asubgraphof thedualgraph

G ∗

,

γ x

,

γ y

areorientedylesofthedual

graph

G ∗

1

,seeFigure 3.4. We refer to

γ x

asa horizontalyle, and to

γ y

asa vertialone.

G 1

γ γ

x y

Figure3.4: Fundamental domain

G 1

of the squareotagongraphwiththeorientedpaths

γ x , γ y

inthedualgraph

G ∗

1

. Thetwo opies of

γ x

,respetively

γ y

,aregluedtogether.

For

σ, τ ∈ { 0, 1 }

, let

K 1 θτ

be the Kasteleyn matrix in whih the weights of theedges rossing

the horizontal yle

γ x

are multiplied by

( − 1) θ

, and those rossing the vertial yle

γ y

are

multiplied by

( − 1) τ

. Observing that hanging the signsalong a horizontal dual yle has the

eet of negating theweight of mathings withodd horizontal height hange, and similarly for

vertial;thefollowing tableindiates thesignofthemathings intheexpansionof

det(K 1 θτ )

,as

a funtionof the horizontaland vertial height hange mod

2

.

(0, 0) (1, 0) (0, 1) (1, 1)

det(K 1 00 ) + − − −

det(K 1 10 ) + + − +

det(K 1 01 ) + − + +

det(K 1 11 ) + + + −

(3.1)

From Table3.1, we dedue

Z( G 1 ) = 1

2 − det(K 1 00 ) + det(K 1 10 ) + det(K 1 01 ) + det(K 1 11 )

.

(3.2)

A similar argument holds for the toroidal graph

G n

,

n ≥ 1

. The orientation of edges of

G 1

denes a periodi orientation of edges of

G

, and thus an orientation of edges of

G n

. Let

γ x,n

,

γ y,n

betheorientedyles inthedualgraph

G n

,obtainedbytaking

n

timesthebasisvetor

e x

,

n

times the basisvetor

e y

respetively,embedded on the torus. For

σ, τ ∈ { 0, 1 }

, let

K n στ

be

thematrix

K n

inwhihtheweightsof edgesrossingthehorizontal yle

γ x,n

aremultipliedby

( − 1) θ

,andthose rossingthe vertialyle

γ y,n

aremultiplied by

( − 1) τ

. Then,

Theorem 7. [Kas67, DZM

+

96,GL99 , Tes00, CR07, CR08℄

Z ( G n ) = 1

2 − det(K n 00 ) + det(K n 10 ) + det(K n 01 ) + det(K n 11 ) .

3.2.2 Charateristi polynomial

Let

K 1

be a Kasteleyn matrix of the fundamental domain

G 1

. Given omplex numbers

z

and

w

, an altered Kasteleyn matrix

K 1 (z, w)

is onstruted as follows. Let

γ x

,

γ y

be the oriented

horizontal and vertial yles of

G ∗

1

. Then, multiply edge-weights of edges rossing

γ x

by

z

whenever the white vertex is on the left, and by

z 1

whenever the blak vertex is on theleft.

Similarly,multiply edge-weightsof edgesrossing thevertial path

γ y

by

w ± 1

,seeFigure 3.5.

The harateristi polynomial

P (z, w)

of the graph

G 1

is dened as the determinant of the alteredKasteleyn matrix:

P (z, w) = det(K 1 (z, w)).

Aswewillsee,theharateristipolynomialontainsmostoftheinformationonthemarosopi

behaviorof the dimermodel onthegraph

G

.

The next very useful lemma expresses the harateristi polynomial using height hanges of

dimerongurations of

G 1

. Referto Setion 3.1for denitions andnotations onerningheight hanges. Let

M 0

beareferenedimerongurationof

G 1

,andsupposetheadmissibleorientation oftheedgesishosensuhthatperfetmathingshaving

(0, 0)

mod

(2, 2)

heighthangehave+

signintheexpansionof

det(K 1 )

. WeonsiderthealteredKasteleynmatrix

K 1 (z, w)

onstruted

from

K 1

. Let

ω M 0

be therefereneoworrespondingto thereferenedimeronguration

M 0

,

andlet

x 0

denote thetotal uxof

ω M 0

aross

γ x

,similarly

y 0

isthetotaluxof

ω M 0

aross

γ y

.

Then, we have:

Lemma 8. [KOS06℄

P (z, w) = z x 0 w y 0 X

M ∈M ( G 1 )

ν(M )z h M x w h M y ( − 1) h M x h M y +h M x +h M y ,

(3.3)

where, for every dimeronguration

M

of

M ( G 1 )

,

(h M x , h M y )

is the height hange of

M

.

Proof. Let

M

be a perfet mathing of

G 1

. Then, by the hoie of Kasteleyn orientation, the signofthetermorrespondingto

M

intheexpansionof

det(K 1 (z, w))

is:

+

if

(h M x , h M y ) = (0, 0) mod (2, 2)

,and

else. Thisan besummarized as:

( − 1) h M x h M y +h M x +h M y .

Let us denote by

ν z,w

, the weight funtion on edges of

G 1

obtained from

G 1

by multiplying edge-weights of edgesrossing

γ x

by

z ± 1

,and those rossing

γ y

by

w ± 1

asabove. Then,

ν z,w (M) = ν (M )z n wb x (M ) n bw x (M) w n wb y (M ) n bw y (M ) ,

where

n wb x (M)

is the numberof edges of

M

rossing

γ x

, whih have a white vertexon the left

of

γ x

, and

n bw x (M )

is thenumber of edges of

M

rossing

γ x

, whih have a blak vertexon the

leftof

γ x

. The denitionof

n wb y (M )

,

n bw y (M)

issimilar with

γ x

replaedby

γ y

.

Returning to the denition of the height hange for dimer ongurations of thetoroidal graph

G n

,wehave:

Example 3.1. Letus ompute theharateristi polynomial ofthe fundamentaldomain

G 1

of thesquare-otagongraph,withweightsoneontheedges. Figure3.5(left)desribesthelabeling

of the verties, and weights of the altered Kasteleyn matrix. The orientation of the edges is

admissible and is suh that perfet mathings having

(0, 0)

height hange with respet to the

referenemathing

M 0

given on the right, have a +signintheexpansion of

det(K 1 )

.

γ

Figure 3.5: Left: labeling of the verties of

G 1

, edge-weights of the altered Kasteleyn matrix, hoieof admissible Kasteleynorientation. Right: hoie of refereneperfet mathing

M 0

.

Thealtered Kasteleynmatrix

K 1 (z, w)

is:

K 1 (z, w) =

mathing

M 0

of Figure 3.5 (right), the total ux of

ω M 0

through

γ x

and

γ y

is

(0, 0)

, so that

z x 0 w y 0 = 1

. Sine all edges have weight 1,

ν(M) ≡ 1

. Figure 3.6 desribes the 9 perfet

mathingsof

G 1

,withtheir respetive height hange. Asa onsequene,theontribution ofthe perfet mathings of

G 1

to the right hand side of (3.3) is

1

for eah of the 5 rst ones,

− w

,

respetively,

− w 1

,

− z

,

1 z

for thelast four ones. Combining thedierent ontributions yields, asexpeted, the harateristi polynomialasomputed inEquation (3.4) .

4 matchings with height change (0,0) matching with height change (0,0) or

matching with height change (0,1)

(0,−1), (1,0) and (−1,0) + 3 symmetries with height change

0

Figure3.6: 9 possibledimerongurations of

G 1

withtheir height hange.

Inthespeiasewhen

(z, w) ∈ {− 1, 1 } 2

in

K 1 (z, w)

,onreoversthefourmatries

(K 1 θτ ) θ,τ ∈{ 0,1 }

.

Using Equation(3.2),wereoverthatthenumberof dimer ongurations of

G 1

is:

Z( G 1 ) = 1

2 ( − P (1, 1) + P( − 1, 1) + P (1, − 1) + P ( − 1, − 1)) = 9.

(3.5)

Charateristi polynomials oflargergraphs maybe omputedreursively asfollows. Let

K n

be

aKasteleynmatrixofthegraph

G n

asabove,andlet

γ x,n

and

γ y,n

bethehorizontalandvertial

yles of

G ∗

Proof. Theproofisageneralization of[CKP01℄wherethesameresultisobtainedfor thegraph

G = Z 2

. We only give theargument when

z = w = 1

. The proof for general

z, w

's follows the

Let

W n

,respetively

B n

,denotethe set ofwhite, respetively blak, verties of

G n

. The ideais tousethetranslationinvariane ofthegraph

G n

andofthematrix

K n

toblokdiagonalize

K n

,

and toompute itsdeterminant by omputingthedeterminant ofthedierent bloks.

Let

C W n

be the setof omplex-valued funtions onwhite verties

W n

,and

C B n

those on blak deompositionof

C B n

,onsistingofeigenvetorsof

T B n

. Theeigenvaluesof

T B n

aretheproduts

of

n

-th roots of unity:

(α j β k ) j,k ∈{ 0,...,n 1 }

, where

α j = e i 2πj n

,

β k = e i 2πk n

(as a onsequene of

of

n

-th roots of unity:

(α j β k ) j,k ∈{ 0,...,n 1 }

, where

α j = e i 2πj n

,

β k = e i 2πk n

(as a onsequene of

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