Швидкість збіжності алгоритму навчання нейрона в залежності від вибору нормуючого множника

CIx00B2NO.

Anooi 2.

x00D0icaex00B3e 1.

(1. Aeayex00B3 ax00B3aeiiinox00B3 ix00F0i iaex00F0iiix00B3 aeaiaioe 3.

(2. Iniiaix00B3 icia/aiiy 4.

(3. x00D0aaex00B3cyoex00B3y aoeueiai? ooieoex00B3? ia iaeiiio iaex00F0iix00B3 5.

2={1−1} 6.

x00D0icaex00B3e 2.

(1. Aeaix00F0eoi iaa/aiiy iix00F0iaiaiai iaex00F0iia iaae iieai.

eiiieaenieo /enae 7.

(2. x00D0acoeueoaoe x00B3 aeniiaee 8.

Aeiaeaoie 1.

Aeiaeaoie 2.

Nienie ex00B3oax00F0aoox00F0e.

Anooi.

x00B2aeay noaix00F0aiiy iaex00F0ieiii‘thoax00F0x00B3a x00F0iaioa yeeo caniiaaia ia aeeix00F0enoaiix00B3 ix00F0eioeeix00B3a ooieoex00B3iioaaiiy iiceo, aeieeea ua ia ii/aoeo eiii’thoax00F0ii? ax00F0e. Ia ii/aoeo 40-o x00F0iex00B3a aoea x00F0icx00F0iaeaia iiaeaeue aaciaiai ix00F0ioeanix00F0iiai aeaiaioa iiceo-iaex00F0iia, oa aoee noix00F0iiaaix00B3 iniiaix00B3 ix00F0eioeeie iiai? iaoeeiaex00F0iiaoaiaoeee. Aea x00F0x00B3aaiue iaoaiaoeee ia oie /an ia aeicaieya iiaoaeoaaoe iaax00B3oue iiaeaeue iax00F0aiai? nenoaie iox00F0aoee (ix00F0eaeecii 20 oen. iaex00F0iix00B3a), ia eaaeo/e aaea ix00F0i iicie ethaeeie, oeae iaeneeaaeix00B3oee ix00F0iaeoeo iiaoaeiaaiee ix00F0ex00F0iaeith. Nueiaiaeix00B3 ie noax00BAii nax00B3aeeaie aex00F0oaiai iax00F0iaeaeaiiy iaex00F0iiaoaiaoeee. Ix00F0iax00F0an ix00B3ex00F0iaeaeox00F0iix00B3ee x00B3 aeinex00B3aeaeaiiy a aaeocx00B3 noaix00F0aiiy ooo/iiai x00B3ioaeaeoo iaoiiaeee iiaee ceao x00B3ioax00F0ano aei iaex00F0iiieo iax00F0aae x00B3 ia/enethaaeueieo nenoai ia? o iniiax00B3. x00D0iaioe ii ax00B3aeoaix00F0aiith iiaeeeainoae ethaenueeiai iiceo aaaeooueny ii aeaii iniiaiei iaix00F0yieai: ix00F0eoeeueieeaie ooo/iiai x00B3ioaeaeoo eiioeaiox00F0othoue naith oaaao ia niiniaao ix00F0aaenoaaeaiiy ciaiue x00B3 aeaix00F0eoiao eiax00B3/iiai aeniiaeo (oeae iaoeiaee iaix00F0yiie ix00F0eeiyoi iaceaaoe ienoiaeiei); ix00F0eoeeueieee aenox00B3aeiiai ix00B3aeoiaeo, aai eiiiaeoeeiienoe (aeae connection — c’aaeiaiiy, aiae), aea/athoue e ix00F0aaiooue aox00B3eeoe a oaoix00B3/ieo noaiao ix00F0eioeeie ix00F0aaiecaoex00B3? ix00F0ex00F0iaeieo iaex00F0iiieo nenoai. Cax00F0ac a aeaiix00B3e iaeanox00B3 ciaiue neeaany iaaiee iaax00B3x00F0 iiaeaeae, ui iaceaathoueny iaex00F0iiieie iax00F0aaeaie. Iaoea, ui caeiax00BAoueny aea/aiiyi ?o aeanoeainoae, iaceaax00BAoueny iaex00F0iiaoaiaoeeith. No/anix00B3 iaex00F0ieiii'thoax00F0e caeaoix00B3 x00F0icix00B3ciaaaoe iiao x00B3 oix00F0aaeyoe ex00B3oaeaie, iax00F0aaeaa/aoe cix00B3ie ax00B3x00F0aeiaeo eox00F0nx00B3a x00B3 aeyaeyoe ioneiax00B3 ieiuaaeee x00F0aeao, a oaeiae aex00F0x00B3ooaaoe aaaaoi x00B3ioeo neeaaeieo caaea/. Aea, iacaaaeath/e ia onix00B3oe aeaeox00F0iiii? x00B3iaeonox00F0x00B3?, caeeoax00BAoueny aaeeea ex00B3eueex00B3noue caaea/, o x00F0ica'ycaiix00B3 yeeo iaeax00B3eueo oaeaeeiaex00B3th/x00B3 eiii’thoax00F0e cia/ii iinooiathoueny ethaeeix00B3. Aaeaea ethaeeia eaaei x00F0icix00B3ciax00BA iaee//y x00B3 x00F0a/x00B3, ix00F0x00B3x00BAioox00BAoueny a ix00F0inoix00F0x00B3, x00F0icoix00B3x00BA iiao, aiaex00B3cox00BA aeeiaix00B3/ix00B3 noeaie. Oaeei /eiii, noaix00F0aiiy nenoaie, caeaoii? ia ox00B3eueee aoaeoeaii aex00F0x00B3ooaaoe iax00F0ax00F0aoiaaix00B3 caaea/x00B3, aea e aieiaex00B3th/ith aeanoeainoyie ox00F0aaeeoex00B3eieo eiii’thoax00F0x00B3a, aeeeeeaei a nix00F0aaaeix00B3e iax00F0aaix00F0io o aaaaoueio ix00F0eeeaaeieo noax00F0ao. Iniiaiith iniaeeax00B3noth iaex00F0iaeaiaiox00B3a x00BA ix00F0aaenoaaeaiiy iax00F0iaethaaii? x00B3ioix00F0iaoex00B3? x00B3 aaaiaeo aaeoix00F0x00B3a iaex00F0iaeaiaiox00B3a ca aeiiiiiaith eiiieaenieo /enae. Aieiaia iaoa aeaii? x00F0iaioe — iix00F0iaoaaoe aeaix00F0eoi iaa/aiiy iaex00F0iia aaciinax00F0aaeiuei aeey aoeueiai? ooieoex00B3?.

x00D0icaex00B3e 1.

(1. Aeayex00B3 ax00B3aeiiinox00B3 ix00F0i iaex00F0iiix00B3 aeaiaioe.

Oaix00F0aoe/ix00B3 iniiae iaex00F0iiaoaiaoeee aoee caeeaaeaix00B3 ia ii/aoeo 40-o x00F0iex00B3a. O 1943×00F0ioex00B3 O. Iaeeaeio x00B3 eiai o/aiue O. Ix00B3on (U.MCCULOCH and W. PITTS) noix00F0ioethaaee iniiaix00B3 iieiaeaiiy oaix00F0x00B3? aex00B3yeueiinox00B3 aieiaiiai iiceo. Aiie iaeax00F0aeaee oaex00B3 x00F0acoeueoaoe:

x00F0icx00F0iaeaia iiaeaeue iaex00F0iia ye iaeix00F0inox00B3oiai ix00F0ioeannix00F0iiai aeaiaioa, ui ia/enethx00BA iax00F0aox00B3aeio ooieoex00B3th ax00B3ae neaeyx00F0iiai aeiaooeo aaeoix00F0a aox00B3aeieo neaiaex00B3a x00B3 aaeoix00F0a aaaiaeo eiaox00B3oex00B3x00BAiox00B3a;

caix00F0iiiiiaaia eiinox00F0oeoex00B3y iax00F0aaex00B3 oaeeo aeaiaiox00B3a aeey aeeiiaiiy eiax00B3/ieo x00B3 ax00F0eoiaoe/ieo iiax00F0aoex00B3e;

aeneiaeaia ax00B3iioaca ix00F0i oa, ui oaea iax00F0aaea caeaoia iaa/aoenue, x00F0icix00B3ciaaaoe iax00F0ace, ocaaaeueithaaoe iaeax00F0aeaio x00B3ioix00F0iaoex00B3th.

Ia aeeaey/enue ia oa, ui ca ieioex00B3 x00F0iee iaex00F0iiaoaiaoeea ix00B3oea aeaeaei aiax00F0aae, oaax00F0aeaeaiiy Iaeeaeioa caeeoathoueny aeooaeueieie x00B3 cax00F0ac. Ix00F0e x00F0icia? oox00B3 iiaeaeae iaex00F0iix00B3a, ix00F0eioeei? o aex00B3? caeeoax00BAoueny iacix00B3iiei.

Ax00B3ieiax00B3/iee iaex00F0ii — oea iax00F0aiaa eex00B3oeia x00F0acii c ?? ax00B3aex00F0inoaie, nox00F0oeoox00F0ia x00B3 ooieoex00B3iiaeueia iaeeieoey iax00F0aiai? nenoaie.

Neeaaeax00BAoueny x00B3c ox00B3ea (niie), ui ix00B3noeoue yaex00F0i, x00B3 ax00B3aex00F0inoex00B3a aeaio oeix00B3a, ui aoiaeyoue aei iueiai — eix00F0ioeeo aeax00F0aaiaeaeieo ax00B3oie (aeaiaex00F0eox00B3a) x00B3 iaeiiai aeiaaiai, ui iax00BA ax00B3oee eeoa ia ex00B3ioex00B3 (aeniia). C’x00BAaeiaiiy iaex00F0iix00B3a a iax00F0aiax00B3 eaioethae ax00B3aeaoaax00BAoueny ca aeiiiiiaith iniaeeaeo eiioaeox00B3a — neiainx00B3a. Ooieoex00B3iioaaiiy iaex00F0iix00B3a caex00B3enithx00BAoueny ia iniiax00B3 iax00F0aiaeo ix00F0ioeanx00B3a, ui a ieo x00F0icaeaathouenyneiaioe/ieo ix00F0ioeanx00B3a x00B3 aaiax00F0aoex00B3? iax00F0aiaeo x00B3iioeuenx00B3a. Aeanoeainox00B3 iaex00F0iix00B3a x00BA ix00F0aaeiaoii iaoaiaoe/iiai iiaeaethaaiiy x00B3 aeeix00F0enoiaox00BAoueny ix00F0e noaix00F0aiix00B3 eiax00B3/iieo ix00F0enox00F0i? a.

Iaex00F0iiix00B3 iax00F0aaex00B3 — oea noaie c’x00BAaeiaiue iaeiix00F0x00B3aeieo aeaiaiox00B3aiaex00F0iix00B3a, a oaeiae? o iaoaiaoe/ix00B3 iiaeaex00B3. Noaie c’x00BAaeiaiue iaex00F0iix00B3a aeoaea x00F0x00B3ciiiaix00B3oix00B3, aea anx00B3 aiie yaeythoue niaith aaaaoioax00F0iax00B3 ix00F0inoix00F0iax00B3 nox00F0oeoox00F0e. A iaeiiex00B3ix00B3eieo iax00F0aaeao eiaeiee iaex00F0ii aax00F0oiueiai oax00F0o aieeaax00BA ia iaeei iaex00F0ii oax00F0o, ui eaaeeoue ieae/a. Ix00F0eeeaaeii oaei? iax00F0aaex00B3 x00BA x00F0aoeaoix00F0ia aeoaa, ui neeaaeax00BAoueny x00B3c iinex00B3aeiaii aeeth/aieo ox00F0ueio iaex00F0iix00B3a (/ooeeaiai, ix00F0iix00B3aeeiaiai x00B3 iiiiiaex00F0iia).

(2. Iniiaix00B3 icia/aiiy.

Iix00F0iaiaee iaex00F0ii yaeyx00BA niaith ix00F0enox00F0x00B3e c ex00B3eueeiia aeax00B3eeiaeie aoiaeaie x00B3 iaeiei aeax00B3eeiaei aeoiaeii. Eiaeiiio aeax00B3eeiaiio aoiaeo noaaeoueny o ax00B3aeiiax00B3aeix00B3noue aex00B3enia /enei, yea iaceaax00BAoueny aaaith. Neaiae ia aoiaex00B3 ix00F0enox00F0ith aeix00F0x00B3aithx00BA eiinoaiox00B3 0 iiee aaaiaa noia aox00B3aeieo neaiaex00B3a ia aoaea aeix00F0x00B3aithaaoe, aai iiee ia noaia ax00B3eueoa aex00B3eniiai /enea, yea iaceaax00BAoueny iix00F0iaii, a oeueiio aeiaaeeo aeox00B3aeiee neaiae noax00BA x00F0x00B3aiei 1.

S1 aeox00B3ae.

S2.

…

Sn.

P.

Ooieoex00B3y P iaceaax00BAoueny aeoeaoth/ith ooieoex00B3x00BAth iaex00F0iia. Aeey iaoaiaoe/iiai iix00F0aiaiai aeaiaioa aoaea ax00B3x00F0ia nex00B3aeoth/a nix00B3a-ax00B3aeiioaiiy:

T;

(*).

G=1 if (W1*X1+W2*X2+…+Wn*Xn).

Ooo G — oea aeax00B3eeiaee neaiae ia aoiaex00B3 iix00F0iaiaiai aeaiaioo — ix00F0enox00F0ith c aeaex00B3eueeiia aeax00B3eeiaeie aoiaeaie x00B3 aeax00B3eeiaei aeoiaeii.

Xi-oea aeax00B3eeiaee neaiae ia x00B3-aiio aoiaex00B3 ix00F0enox00F0ith, yeee aeix00F0x00B3aithx00BA 1 aai 0.

Wi — oea aaaa x00B3-aiai aoiaeo, nex00B3i/aia aex00B3enia /enei. (i=1,…, n).

n — caaaeueia /enei aoiaex00B3a.

O — iix00F0x00B3a, nex00B3i/aia aex00B3enia /enei.

Aocee, iiaaaex00B3iea yeeo c oei /e x00B3ioei noaiaiai oi/iinox00B3 ax00B3aeiiax00B3aeax00BA oaex00B3e iiaeaex00B3, aoee ciaeaeaix00B3 a iax00F0aiax00B3e nenoaix00B3 aeeaeo ix00F0aaix00B3cix00B3a. A inoaiiueiio aeiaaeeo iaex00F0iie iathoue a iix00F0x00B3aiyiix00B3 x00B3c cae/aeieie aeaiaioaie x00F0yae iax00F0aaaa, yex00B3 ca’ycaix00B3, ianaiiax00F0aae x00B3c? o aaeeeeie ooieoex00B3iiaeueieie iiaeeeainoyie ix00F0e oaeeo naieo caox00F0aoao x00B3 x00F0icix00B3x00F0ao.

(3. x00D0AAEx00B2CAOex00B2ss AOEUeIAIx00AF OOIEOex00B2x00AF IA IAeIIIO IAEx00D0IIx00B2.

Z2}.

Icia/aiiy 1.

Z2 iaceaax00BAoueny.

n-ix00B3niith aoeueiaith ooieoex00B3x00BAth.

Icia/aiiy 2.

sseui x00B3niox00BA oaeee n+1-aeix00B3x00F0iee aaeoix00F0 (w0,w1,w2,…, wn), ui P (w0+w1*x1+…+wn*xn) = f (x1,x2,…, xn), aai, ui aeax00B3aaeaioii, yeui x00B3niox00BA ax00B3iax00F0ieiueia, ui ax00B3aeaex00B3eyx00BA aax00F0oeie iicia/aiix00B3 1-ie ax00B3ae aax00F0oei ui iicia/aiix00B3 0-ie n-aeix00B3x00F0iiai iaeeie/iiai eoaa, oi f iaceaax00BAoueny iix00F0iaiaei iaex00F0iiii (iix00F0iaiaith ooieoex00B3x00BAth). P-ix00F0aaeeeao, yeee x00BA cae/aeiith ooieoex00B3x00BAth sign (x).

Ia ieiueix00B3 n-aeix00B3x00F0iee iaeeie/iee eoa x00BA eaaaex00F0aoii. Iaoae aax00F0oeie oeueiai eaaaex00F0aoa iiix00B3/aix00B3 1, iiaeia ax00B3aeaex00B3eeoe ax00B3ae aax00F0oei iiix00B3/aieo 0 ix00F0yiith eeix00B3x00BAth, ye iieacaii ia iaethieo 1.

Y.

01 1 1 11.

00 0 1 10 x.

IAe. 1.

Oiaex00B3, a aeaiiiio aeiaaeeo, aoeueiaa ooieoex00B3y f x00BA iix00F0iaiaith, a w0+w1*x1+w2*x2=0 — x00BA aaaiaei aaeoix00F0ii iaex00F0iia, a oaeiae x00BA x00F0x00B3aiyiiyi ix00F0yii?, ui ax00B3aeaex00B3eyx00BA aax00F0oeie c 0, ax00B3ae aax00F0oei c 1.

X1(X2(f.

0(0(0.

0(1(1.

1(0(1.

1(1(1.

Aaaiax00B3 aaeoix00F0e aoeueiai? ooieoex00B3?, a caaaeueiiio aeiaaeeo, yeui aiia x00BA iaex00F0iiii aeaex00F0athoueny iaiaeiicia/ii. Ax00B3eueoa oiai, ie caaaeaee iiaeaii aeax00F0aoe ix00F0yio oae, ui aiia aoaea ix00F0ioiaeeoe /ax00F0ac ii/aoie eiix00F0aeeiao. Eiinoaioe 0 aai 1 oaae aaaaeathoueny iaex00F0iiaie, ai x00B3niox00BA aaaiaee aaeoix00F0, yeee anx00B3 4 oi/ee ax00B3aeaex00B3eyx00BA ax00B3ae ionoi? iiiaeeie.

Icia/aiiy 3.

Ax00B3iax00F0ieiueia — oea iiiaeeia x00F0ica'ycex00B3a iaeiiai ex00B3ix00B3eiiai x00F0x00B3aiyiiy x00B3c n iaax00B3aeiieie.

Aoaeue-yeee iaex00F0ii x00BA iiiaiooieoex00B3iiaeueiei aeaiaioii, oiaoi ie iiaeaii iax00F0aaoaeiaoaaoe eiai, eax00F0oth/e aox00B3ae, oae ui iaex00F0ii aoaea x00F0aaex00B3ciaoaaoe x00B3ioo ooieoex00B3th, ia cix00B3ithth/e naix00BA? ox00B3ce/ii? nox00F0oeoox00F0e.

Icia/aiiy 4.

N-ix00B3niei ix00F0aaeeeaoii aecia/aiei ia iiiaeeiao I1, I2,…, In iaceaax00BAoueny aeiax00B3eueia ooieoex00B3iiaeueia ax00B3aeiax00F0aaeaiiy iiiaeeie I1*I2*…*In a iiiaeeio {1,0}.

Icia/aiiy 5.

Oix00B3aax00F0naeueiee iaex00F0ii — oea iaex00F0ii, ia yeiio iiaeia x00F0aaex00B3coaaoe aeiax00B3eueio ooieoex00B3th.

Iiiyooy oix00B3aax00F0naeueiiai iaex00F0iio aaaaeaii a (5).

2={-1,1}.

2={1,-1} iiaee aeoaax00B3o.

2}.

Iax00F0aox00B3ae ax00B3ae aeoaax00B3oo {0,1} aei {1,-1} iiaeia caex00B3enieoe ax00B3aeiax00F0aaeaiiyi f: bi ((-1)bi, oiaoi 0(1, 1(-1.

2(Z2.

Aiaex00B3oe/ii oeae iax00F0aox00B3ae: xi=1 — 2*yi (i=1,…, n); (1).

yi=(1-xi)/2. (1*).

Ioaea f=(1-F)/2.

Ix00B3aenoaaeaoe (1) x00B3 (1*) a (*) iox00F0eiax00BAii:

w0+w½-w1*x½+…+wn/2-wn*xn/2>0, (1-F)/2=1.

w0+w½-w1*x½+…+wn/2-wn*xn/2<0, (1-F)/2=0. (2).

Aeey iax00F0oiai x00F0yaeea (2) F= -1, aeey aex00F0oaiai F=1.Oiaex00B3 iox00F0eiox00BAii.

w0*2+w1-w1*x1+…+wn-wn*xn>0, F= -1.

w0*2+w1-w1*x1+…+wn-wn*xn<0, F= 1. (3).

Iicia/eii -2*w0-w1-…-wn=a0, w1=a1, …, wn=an.

Oiaex00B3: a0+a1*x1+…+an*xn<0, F=-1;

a0+a1*x1+…+an*xn>0, F=1; (3*).

Oae ye o ian w0=-T, oi a0=2*T-w1-…-wn.

Oaeei /eiii, anx00B3 aaaiax00B3 eiaox00B3oex00B3x00BAioe caeeoeeeny aac cix00B3i, a cix00B3ieany ox00B3eueee iix00F0x00B3a, yeee iaceaax00BAoueny iiaeeox00B3eiaaiei iix00F0iaii.

Icia/aiiy 6.

Eiiieaeniei iaex00F0iiii (eiiieaeniiiix00F0iaiaith ooieoex00B3x00BAth), iaceaax00BAoueny oaea aoeueiaa ooieoex00B3y F (x1,x2,…, xn) aeey yei? x00B3niothoue oaex00B3 eiiieaenix00B3 aaaiax00B3 eiaox00B3oex00B3x00BAioe (a0,a1,…, an), ui P (a0+a1*x1+…+an*xn)= =F (x1,x2,…, xn).

Oaix00F0aia.

Aoaeue-yea aoeueiaa ooieoex00B3y x00F0aaex00B3cox00BAoueny oix00B3aax00F0naeueiei iaex00F0iiii iaae iieai eiiieaenieo /enae N [5].

Iiiyooy eiiieaeniiai iaex00F0iia x00F0icoex00F0thx00BA x00B3iaeaiax00F0ix00B3 iiaeeeainox00B3 x00F0aaex00B3caoex00B3? iaex00F0iix00B3a.

x00D0icaex00B3e 2.

(1. Aeaix00F0eoi iaa/aiiy iix00F0iaiai iaex00F0iia iaae iieai eiiieaenieo /enae.

Aieiaiith iaoith aeaiii? x00F0iaioe x00BA iax00F0aax00B3x00F0ea ia ix00F0aeoeoex00B3 aeaix00F0eoio iaa/aiiy iaex00F0iia caix00F0iiiiiaaiiai ix00F0io. I.I.Aecaiaax00F0aii oa ciaoiaeaeaiiy iioeiaeueiiai iix00F0ioth/iai iiiaeieea, yeee aeax00BA iaeex00F0auo oaeaeex00B3noue cax00B3aeiiox00B3.

x00B2oax00F0aoex00B3? aoaeaii ix00F0iaiaeeoe ii oix00F0ioex00B3:

)*Xj/N (1).

aea WS — n+1-aeix00B3x00F0iee aaaiaee aaeoix00F0;

N — iix00F0ioth/ee iiiaeiee;

— iiiax00F0 naeoix00F0a, eoaea iiiaea aaaiaa noia W;

m=cos (2*Pi*m/k)+i*sin (2*Pi*m/k) aea k — ex00B3eueex00B3noue naeoix00F0x00B3a,.

ia yex00B3 x00F0icaeoi eiiieaeeaenio ieiueio;

{1,-1} i=1,…, n;

W=w0+w1*x1+…+wn*xn — aaaiaa noia.

Iaoae caaeaii f (X)=f (x1,x2,…, xn) — aoeueiaa ooieoex00B3y ax00B3ae n cix00B3iieo. Iaa/eoe aoeueiao ooieoex00B3th ia iaaix00F0x00B3 X=(x1,x2,…, xn) oea cia/eoue.

ciaeoe oaex00B3 aaae w0, w1,…, wn, uia P (w0+w1*x1+…+wn*xn)=f (x1,x2,…, xn). Iaa/aoe iaex00F0ii aoaeaii iinex00B3aeiaii ia anx00B3o iaaix00F0ao, x00F0icix00B3uaieo a eaeneeiax00F0aox00B3/ix00F0io iix00F0yaeeo. sseui ia aeayeiio iaaix00F0x00B3 cia/aiiy iaex00F0iia ia nix00B3aiaaeax00BA cx00B3 cia/aiiyi aeox00B3aei? ooieoex00B3? oi iiaoix00F0thx00BAii x00B3oax00F0aoex00B3? ii oix00F0ioex00B3 (1), aeiee cia/aiiy iix00F0iaiaiai aeaiaioo ia aoaea nix00B3aiaaeaoe x00B3c cia/aiiyi ooieoex00B3? ia aeaiiio iaaix00F0x00B3. Iaa/ax00BAii iaex00F0ii aeioe, aeiee ia anx00B3o iaaix00F0ao ia aoaea nix00B3aiaaeaiiy x00B3c cia/aiiyie ooieoex00B3?. Ix00F0aaeeeao P (n), aea n — eiiieaenia /enei caaeaii ia eiiieaenix00B3e ieiueix00B3 x00F0icaeox00B3e ia k naeoix00F0x00B3a oae: P (n)=1, yeui /enei n iiiaei a naeoix00F0 c iax00F0iei iiiax00F0ii x00B3 P (n)= -1, yeui n iiiaei a naeoix00F0 c iaiax00F0iei iiiax00F0ii. Ioiax00F0aoex00B3y naeoix00F0x00B3a ii/eiax00BAoueny c ioey ix00F0ioe aiaeeiieeiai? nox00F0x00B3eee.

(2. x00D0acoeueoaoe x00B3 aeniiaee.

Ca aeiiiiiaith ix00F0iax00F0aie, oaeno yei? iiaeaii a aeiaeaoeo iiith aoea iax00F0aax00B3x00F0aia ia ix00F0aeoeoex00B3 ix00F0aaeeueix00B3noue aeaix00F0eoio iaa/aiiy ooieoex00B3?. Oaeiae aoea iox00F0eiaia x00B3ioix00F0iaoex00B3y, ui aeicaieyx00BA aeynieoe oaeoix00F0e, yex00B3 iioeix00B3cothoue aeaix00F0eoi iaa/aiiy. Ciex00F0aia aoei anoaiiaeaii, ui aeax00B3x00F0 ii/aoeiaiai aaeoix00F0a a x00B3oax00F0aoex00B3eiiio ix00F0ioeanx00B3 ia iax00BA nooox00BAaiai cia/aiiy (yeui ox00B3eueee ia caaeaaaoe yeeiinue niiniaii iaex00F0aco «ix00F0aaeeueiee» aaeoix00F0, ai oiaex00B3 x00B3 nai aeaix00F0eoi iaa/aiiy iaiiox00F0x00B3aai), inex00B3eueee aaea ca 2−3×00B3oax00F0aoex00B3? aaeoix00F0 aeineoue neeueii iaaeeaeax00BAoueny aei iiox00F0x00B3aiiai (aaeoix00F0a) x00B3 aaea aeaex00B3 caaaeaia noia eeoa eix00F0aeoox00BA a iaaaeeeiio ieiex00B3 eiiieaenii? ieiueie naix00BA iieiaeaiiy, uia ix00F0aaeeeao aeix00F0x00B3aithaaa cia/aiiyi ooieoex00B3? ia anx00B3o iaaix00F0ao. A io ix00F0aaeeueiee aeax00B3x00F0 iix00F0ioth/iai iiiaeieea iiaea a aaaaoi x00F0acx00B3a ciaioeoe ex00B3eueex00B3noue x00B3oax00F0aoex00B3e. Caioneath/e ix00F0iax00F0aio ix00F0e x00F0x00B3cieo cia/aiiyo iix00F0ioth/iai iiiaeieea oa onax00F0aaeeiaoth/e x00F0acoeueoaoe, iiith iox00F0eiaia caeaaeix00B3noue ix00B3ae ex00B3eueex00B3noth x00B3oax00F0aoex00B3e oa iix00F0ioth/ei iiiaeieeii yeo iiaeaii ia ax00F0aox00B3eo.

Aeiaeaoie 1. x00B2inox00F0oeoex00B3y eix00F0enooaa/a oa oaeno ix00F0iax00F0aie.

Ix00F0e caioneo ix00F0iax00F0aie iiox00F0x00B3aii aaanoe a aex00B3aeiaiaiio x00F0aaeeix00B3 ex00B3eueex00B3noue cix00B3iieo ooieoex00B3?, ii/aoeiao ex00B3eueex00B3noue naeoix00F0x00B3a oa ex00B3eueex00B3noue oieoex00B3e, yex00B3 ix00F0iax00F0aia aeiaaeeiaei /eiii aeaex00F0ax00BA oa iaa/ax00BA. x00D0acoeueoaoe caienothoueny a oaee Neuro1.txt. Ix00F0iax00F0aia caeaoia iaa/aoe ooieoex00B3? iaeneioi ax00B3ae aeaa’yoe cix00B3iieo, ix00F0ioa oaeaeex00B3noue iox00F0eiaiiy x00F0acoeueoaoo aeoaea neeueii caeaaeeoue ax00B3ae iiooaeiinox00B3 ix00F0ioeanix00F0a AII. Oiio aax00F0oi iaa/aoe ooieoex00B3? ax00B3ae 2−5 cix00B3iieo.

A ix00F0iax00F0aix00B3 x00F0aaex00B3ciaaix00B3 oaex00B3 iniiaix00B3 ix00F0ioeaaeox00F0e oa ooieoex00B3?:

OutPut — aeaiaeeoue eiiieaenia /enei o oaee;

Nearest — aecia/ax00BA iiiax00F0 naeoix00F0a, a yeee iaea iiianoe caaaeaia noia;

IsGood — iax00F0aax00B3x00F0yx00BA /e iaa/aiee iaex00F0ii ia iioi/iiio iaaix00F0x00B3;

GetFunc — aaiax00F0ox00BA aeiaaeeiao ooieoex00B3th;

GenerateFandNb — aaiax00F0ox00BA ii/aoeiax00B3 oaaeeoex00B3 iaaix00F0x00B3a oa ooieoex00B3?;

BeginNastr — ii/aoeiaa ianox00F0ieea iax00F0aiaox00F0x00B3a;

OutPutVect — aeaiaeeoue x00F0acoeueoaoe iaa/aiiy ooieoex00B3? o oaee;

Obuch — x00F0aaex00B3cox00BA x00B3oax00F0aoex00B3eiee ix00F0ioean iaa/aiiy;

Aeiaeaoeiai a iiaeoex00B3 Complex. pas x00F0aaex00B3ciaaix00B3 oaex00B3 ix00F0ioeaaeox00F0e:

PKNSO — ciaoiaeeoue iax00F0ax00B3niee eix00F0x00B3iue n-? noaiaix00B3 c iaeeieoex00B3;

ToStep — ix00B3aeiineoue eiiieaenia /enei aei caaeaii? noaiaix00B3;

Kut — ciaoiaeeoue aeiaeaoix00B3e eoo, ui ax00B3aeiiax00B3aeax00BA caaeaiiio eiiieaeniiio /eneo.

{$A+, B+, D+, E-, F-, G+, I-, L+, N+, O-, P-, Q+, R+, S+, T-, V+, X+}.

{$M 64 000,0,655 360}.

Uses Complex;

Var e, epsiloni, Wzv: Comp;

InWhat, K: LongInt;

RnaS, Znam: Double;

f:Func;

W:Vector;

CN:Integer;

Nb:Array[1.10,1.1024] Of Integer;

N, Step, iter, PochSect: LongInt;

MF:Text;

Procedure OutPut (C:Comp);

Begin.

WriteLn (MF, c. a:8:4, «+ i * », c. b:8:4);

End;

Function Nearest (c:Comp):LongInt;

Var x, y: Double;

i, j, inv, nex, prev: LongInt;

Begin.

inv:=Trunc (Kut (c)/RnaS);

InWhat:=inv;

nex:=inv+1; if nex=k Then nex:=0;

if inv=0 Then prev:=N-1 else prev:=inv-1;

If (nex*RnaS-Kut (c)) > (Kut (c)-prev*RnaS) Then.

nearest:=prev else nearest:=nex;

End;

Function IsGood: Boolean;

Var i, j: Integer;

Ok:Boolean;

l:LongInt;

v:Comp;

kv:Double;

Begin.

v.a:=0; v. b:=0;

Ok:=True;

v.a:=0; v. b:=0;

For i:=1 To K+1 Do.

Begin.

v.a:=v.a+W[i]. a*Nb[i, CN];

v.b:=v.b+W[i]. b*Nb[i, CN];

End;

kv:=Kut (v);

i:=Trunc (Kv/RnaS);

if i mod 2 =0 then j:=1 else j:=-1;

If j<>f[CN] Then Ok:=False;

IsGood:=Ok;

End;

Procedure GetFunc;

Var i, p, l:LongInt;

Begin.

l:=1;

For i:=1 To k Do l:=2*l;

For i:=1 To l Do.

Begin.

p:=Random (2);

F[i]: =(p*2)-1;

End;

N:=PochSect;

End;

Procedure GenerateFandNb;

Var i: LongInt;

l, j, k1:LongInt;

fl:Boolean;

Begin.

l:=1;

For i:=1 To k Do l:=2*l;

Randomize;

For j:=1 To l Do.

Begin.

f[j]: =Random (2);

If f[j]=0 Then f[j]: =-1;

End;

For j:=1 to k do nb[j, 1]: =1;

For j:=2 To l Do.

Begin.

for k1:=1 to 10 do.

nb[k1,j]: =nb[k1,j-1];

k1:=1;

while nb[k1,j-1]=-1 do.

Begin.

nb[k1,j]: =1; fl:=true; k1:=k1+1;

End;

nb[k1,j]: =-1;

End;

For j:=1 To L Do Nb[k+1,j]: =1;

Step:=l;

End;

Procedure BeginNastr;

Var i: LongInt;

Begin.

WriteLn («Aaaaex00B3oue ii/aoeiao ex00B3eueex00B3noue naeoix00F0x00B3a »); ReadLn (PochSect); N:=PochSect;

WriteLn («Aaaaex00B3oue ex00B3eueex00B3noue cix00B3iieo ooieoex00B3?: »); ReadLn (K);

RnaS:=2*Pi/N;

PKNSO (N, e);

GenerateFandNb;

CN:=1;

For i:=1 To K+1 Do Begin W[i]. a:=1; W[i]. b:=0; End;

iter:=0;

End;

Procedure OutPutVect;

Var i: LongInt;

Begin.

WriteLn (MF, «—- «);

WriteLn (MF, «x00D0acoeueooth/ee aaeoix00F0… »);

For i:=1 To K+1 Do Begin Write (Mf, «W[ «, Pred (i), «]= «); OutPut (W[i]); End;

WriteLn (MF, ««Ooieoex00B3y… »);

For i:=1 To Step Do Write (MF, f[i]: 4);

WriteLn (MF, «»);

WriteLn (MF, «x00B2oax00F0aoex00B3e », iter);

WriteLn (MF, «Naeoix00F0x00B3a », N);

End;

Procedure Obuch;

Var Ob: Boolean;

Uob:LongInt;

i, ij: LongInt;

ea, eb, ec: Comp;

md, kv: Double;

Begin.

Ob:=False; Uob:=0;

While Not Ob Do.

Begin.

If Not IsGood Then.

Begin.

While Not IsGood Do.

Begin.

Uob:=0;

Wzv.a:=0; Wzv. b:=0;

For i:=1 To K+1 Do.

Begin.

Wzv.a:=Wzv.a+W[i]. a*Nb[i, CN];

Wzv.b:=Wzv.b+W[i]. b*Nb[i, CN];

End;

kv:=Kut (Wzv);

InWhat:=Trunc (Kv/RnaS);

ToStep (Nearest (Wzv), e, ea);

ToStep (InWhat, e, eb);

ec.a:=ea.a-eb.a;

ec.b:=ea.b-eb.b;

md:=Sqrt (Wzv.a*Wzv.a+Wzv.b*Wzv.b);

if md=0 then md:=1;

inc (iter);

For i:=1 To K+1 Do.

Begin.

W[i]. a:=W[i].a+(1/((N+1){*md}))*ec.a*Nb[i, CN];

W[i]. b:=W[i].b+(1/((N+1){*md}))*ec.b*Nb[i, CN];

End;

If iter>10 000 Then.

Begin.

N:=N*2;

WriteLn (n);

RnaS:=2*Pi/N;

PKNSO (N, e);

Iter:=0;

CN:=1;

For ij:=1 To K+1 Do Begin W[ij]. a:=1; W[ij]. b:=0; End;

End;

End;

End;

Uob:=Uob+1;

Cn:=Cn+1;

If CN=Step+1 Then CN:=1;

If Uob=Step Then Ob:=True;

End;

End;

Var kk, i, z, Meza: Longint;

Begin.

Assign (MF, «Neuro1.txt »); ReWrite (MF);

BeginNastr; z:=0;

WriteLn («Nex00B3eueee ooieoex00B3e iaa/aoe? »); ReadLn (Meza);

For kk:=1 To Meza Do.

Begin.

CN:=1;

For i:=1 To K+1 Do Begin W[i]. a:=1; W[i]. b:=0; End;

Getfunc;

Obuch;

OutPutVect;

z:=z+iter;

iter:=0;

End;

Close (MF);

WriteLn (z);

End.

Ieae/a iiaeaii oaeno iiaeoey, yeee aeeix00F0enoiaox00BA ix00F0iax00F0aia.

Unit Complex;

Interface.

Type Comp=Record.

a, b: Double;

End;

Type Vector=Array[1.10] of Comp;

Type Func=Array[1.1025] of Integer;

Procedure PKNSO (N:LongInt; Var k: Comp);

Procedure ToStep (N:LongInt; x: Comp; Var R: Comp);

Function Kut (x:Comp):Double;

Implementation.

Procedure PKNSO (N:LongInt; Var k: Comp);

Var c: Comp;

Begin.

c.a:=Cos (2*Pi/N);

c.b:=Sin (2*Pi/N);

k:=c;

End;

Function Kut (x:Comp):Double;

Var b: Boolean;

c:Double;

Begin.

b:=False;

If (x.a=0) and (x.b=0) Then Begin c:=0; b:=True; End;

If (x.a>0) and (x.b=0) Then Begin c:=0; b:=True; End;

If (x.a<0) and (x.b=0) Then Begin c:=Pi; b:=True; End;

If (x.a=0) and (x.b>0) Then Begin c:=Pi/2; b:=True; End;

If (x.a=0) and (x.b<0) Then Begin c:=3*Pi/2; b:=True; End;

If Not b Then c:=arctan (x.b/x.a);

If x. a<0 Then c:=c+Pi;

If c<0 Then c:=2*Pi+c;

Kut:=c;

End;

Procedure ToStep (N:LongInt; x: Comp; Var R: Comp);

Var k1: Double;

Begin.

k1:=Kut (x);

r.a:=cos (N*k1);

r.b:=sin (N*k1);

End;

Begin.

End.

Aeiaeaoie 2. x00D0acoeueoaoe x00F0iaioe ix00F0iax00F0aie.

Ix00F0eeeaae iaa/aiiy ooieoex00B3e ox00F0ueio cix00B3iieo :

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= 0.6992 + i * 0.4389.

W[1]= 0.8833 + i * 0.2548.

W[2]= 0.7913 + i * 0.2166.

W[3]= 1.3659 + i * -0.2817.

Ooieoeiy…

1 -1 1 1 1 -1 -1 -1.

Ioax00F0aoeie 9.

Naeoix00F0ia 8.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= 0.0809 + i * 1.2761.

W[1]= 0.8619 + i * 0.3333.

W[2]= 1.1381 + i * 0.6095.

W[3]= 1.1381 + i * 0.6095.

Ooieoeiy…

1 1 -1 -1 -1 1 1 -1.

Ioax00F0aoeie 7.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= 1.2929 + i * -0.7071.

W[1]= 0.9024 + i * 0.2357.

W[2]= 0.9024 + i * 0.2357.

W[3]= 0.7071 + i * 0.7071.

Ooieoeiy…

1 -1 1 1 1 1 1 -1.

Ioax00F0aoeie 3.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= -0.3738 + i * 0.9596.

W[1]= 0.5690 + i * 1.5118.

W[2]= 0.8452 + i * 0.8452.

W[3]= -0.2929 + i * 0.7643.

Ooieoeiy…

— 1 -1 1 1 1 1 1 -1.

Ioax00F0aoeie 11.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= -0.7308 + i * 0.1311.

W[1]= -0.6499 + i * 0.4882.

W[2]= -0.0168 + i * 0.8452.

W[3]= 0.6499 + i * 2.4547.

Ooieoeiy…

1 -1 -1 -1 1 -1 -1 1.

Ioax00F0aoeie 25.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= -0.5690 + i * 0.9596.

W[1]= 0.3738 + i * 1.5118.

W[2]= -0.3738 + i * 1.4310.

W[3]= 0.8452 + i * 0.3738.

Ooieoeiy…

— 1 -1 1 -1 -1 -1 1 1.

Ioax00F0aoeie 12.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= -0.4714 + i * 1.1953.

W[1]= -0.0809 + i * 0.2525.

W[2]= 0.6667 + i * 1.2761.

W[3]= 0.9428 + i * 0.6095.

Ooieoeiy…

— 1 1 -1 1 1 1 1 1.

Ioax00F0aoeie 22.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= -0.4951 + i * 0.5858.

W[1]= -0.4477 + i * 1.4142.

W[2]= -0.6095 + i * 0.8619.

W[3]= 0.6095 + i * 2.0809.

Ooieoeiy…

1 -1 1 -1 -1 -1 1 -1.

Ioax00F0aoeie 21.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= 0.6332 + i * 0.2190.

W[1]= -0.0000 + i * -0.6904.

W[2]= -0.1618 + i * -0.2998.

W[3]= 0.3096 + i * 1.3905.

Ooieoeiy…

1 -1 -1 1 -1 1 -1 1.

Ioax00F0aoeie 72.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

W[0]= 0.4714 + i * 0.8047.

W[1]= 0.1953 + i * 1.4714.

W[2]= 0.4714 + i * 0.8047.

W[3]= -0.9428 + i * 0.4477.

Ooieoeiy…

— 1 1 1 1 1 -1 1 -1.

Ioax00F0aoeie 15.

Naeoix00F0ia 2.

A inue ix00F0eeeaae iaa/aiiy ooieoex00B3e aeaio cix00B3iieo :

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

1.0 -0.0.

1.0 -0.0.

1.0 -0.0.

Ooieoeiy…

— 1 -1 -1 1.

Ioax00F0aoeie 26.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

0.8 529 624 813 -0.1 470 375 187.

0.7 625 088 018 -0.2 374 911 982.

1.2 804 447 813 0.2 804 447 813.

Ooieoeiy…

— 1 1 1 -1.

Ioax00F0aoeie 5.

Naeoix00F0ia 4.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 0.7 352 279 713 0.5 732 133 166.

— 0.5 813 799 047 0.4 193 652 499.

1.440 328 635 1.1 179 817 912.

Ooieoeiy…

— 1 1 1 1.

Ioax00F0aoeie 13.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

1.0 0.0.

1.0 0.0.

1.0 0.0.

Ooieoeiy…

1 1 1 1.

Ioax00F0aoeie 0.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 0.4 999 081 204 1.4 999 081 204.

0.1 173 380 597 0.8 826 619 403.

0.1 173 380 597 0.8 826 619 403.

Ooieoeiy…

— 1 1 -1 -1.

Ioax00F0aoeie 10.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 0.2 772 590 126 1.2 772 590 126.

— 0.1 234 109 459 1.1 234 109 459.

0.3 399 871 675 0.6 600 128 325.

Ooieoeiy…

— 1 1 1 -1.

Ioax00F0aoeie 11.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 0.829 346 308 0.998 806 612.

— 1.547 125 600 1.716 585 904.

0.5 455 875 896 1.4 374 663 800.

Ooieoeiy…

— 1 -1 1 1.

Ioax00F0aoeie 12.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 1.4 449 859 178 -0.1 423 430 754.

0.8 405 103 546 -0.5 235 134 696.

2.1 116 525 844 1.4 756 764 087.

Ooieoeiy…

1 1 -1 1.

Ioax00F0aoeie 9.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

1.0 0.0.

1.0 0.0.

1.0 0.0.

Ooieoeiy…

1 1 1 1.

Ioax00F0aoeie 0.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 1.547 125 600 1.716 585 904.

— 0.829 346 308 0.998 806 612.

0.5 455 875 896 1.4 374 663 800.

Ooieoeiy…

— 1 1 -1 1.

Ioax00F0aoeie 12.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 0.772 966 106 1.772 966 106.

— 0.772 966 106 1.772 966 106.

— 0.772 966 106 1.772 966 106.

Ooieoeiy…

— 1 -1 -1 -1.

Ioax00F0aoeie 8.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 0.4 999 081 204 1.4 999 081 204.

0.1 173 380 597 0.8 826 619 403.

0.1 173 380 597 0.8 826 619 403.

Ooieoeiy…

— 1 1 -1 -1.

Ioax00F0aoeie 10.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 0.7 352 279 713 0.5 732 133 166.

— 0.5 813 799 047 0.4 193 652 499.

1.440 328 635 1.1 179 817 912.

Ooieoeiy…

— 1 1 1 1.

Ioax00F0aoeie 13.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

1.0 0.0.

1.0 0.0.

1.0 0.0.

Ooieoeiy…

1 1 1 1.

Ioax00F0aoeie 0.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 1.547 125 600 1.716 585 904.

— 0.829 346 308 0.998 806 612.

0.5 455 875 896 1.4 374 663 800.

Ooieoeiy…

— 1 1 -1 1.

Ioax00F0aoeie 12.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

1.6 666 666 667 -0.6 666 666 667.

0.3 333 333 333 0.6 666 666 667.

0.3 333 333 333 0.6 666 666 667.

Ooieoeiy…

1 -1 -1 -1.

Ioax00F0aoeie 2.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 0.829 346 308 0.998 806 612.

— 1.547 125 600 1.716 585 904.

0.5 455 875 896 1.4 374 663 800.

Ooieoeiy…

— 1 -1 1 1.

Ioax00F0aoeie 12.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 1.4 449 859 178 -0.1 423 430 754.

0.8 405 103 546 -0.5 235 134 696.

2.1 116 525 844 1.4 756 764 087.

Ooieoeiy…

1 1 -1 1.

Ioax00F0aoeie 9.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 0.772 966 106 1.772 966 106.

— 0.772 966 106 1.772 966 106.

— 0.772 966 106 1.772 966 106.

Ooieoeiy…

— 1 -1 -1 -1.

Ioax00F0aoeie 8.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

— 1.4 449 859 178 -0.1 423 430 754.

0.8 405 103 546 -0.5 235 134 696.

2.1 116 525 844 1.4 756 764 087.

Ooieoeiy…

1 1 -1 1.

Ioax00F0aoeie 9.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

1.416 299 665 -0.925 358 967.

— 0.9 625 242 470 0.5 699 765 564.

1.6 291 909 137 0.7 633 567 769.

Ooieoeiy…

1 -1 1 1.

Ioax00F0aoeie 7.

Naeoix00F0ia 2.

———————————————————————;

x00D0acoeueooth/ee aaeoix00F0…

1.416 299 665 -0.925 358 967.

— 0.9 625 242 470 0.5 699 765 564.

1.6 291 909 137 0.7 633 567 769.

Ooieoeiy…

1 -1 1 1.

Ioax00F0aoeie 7.

Naeoix00F0ia 2.

Ex00B3oax00F0aoox00F0a.

1. Aecaiaax00F0a I.I., x00B2aanueex00B3a TH.E. Iiiaicia/iay iix00F0iaiaay eiax00B3ea. Eeaa, Iaoeiaa aeoiea, 1977, n. 148.

2. Aeax00F0oiocin, Iix00F0iaiaay eiaeea, Iex00F0, 1967.

3. Aecaiaax00F0a E.I. Oiaaax00F0naeueiue eiae/aneee aeaiaio iaae iieai eiiieaeniuo /enae. Eeaax00F0iaoeea. N3,1991,n.116−121.

4. Aecaiaax00F0a I.I. niaeox00F0aeueiue aiaeec e ioiioaiey oieax00F0aioiinoe. Iaoiaee/aneay x00F0acx00F0aaioea. OaeAO. 1984.n.46.

5. L.O. Chua and L.Yang."Celuar neural networks: theory", IEEE Trans.

Circuits Syst. Vol.35.p.p. 1257−1290.okt. 1988.

Noix00F0. PAGE 8.