Timerniwin · Aselmed · 7 tsd

Rulit d uselmed n tusnakt

Aḍebsi n rulit yesseshel ad nwali taprubabilit s walln. Ha-t-a amek ara t-tesqedcem deg yiwet n tmsirt war ma tettḥeṛṣem medden ɣer lqmer.

Tiririt tawezlant

Sa u tlatin n yigmaḍ s yiwet n tprubabilit, lexlaṣ yettwasbadun, timanayt, azal yettwaṛǧan ddaw n yilem yettwassnen d umezruy aɣezfan n yimdanen i yeɣlḍen. Rulit tesskan-d azal yettwaṛǧan, tavaryanstusnaktTavaryansAktazal n wamek i d-ttwazzaren igmaḍ i tama n wazal yettwaṛǧan. Meqqret i rrehn ɣef yiwen wuṭṭun, meẓẓiyet i rrhun s lexlaṣ imsawi.Ɣer akk →, alugen n wuṭṭunen imeqqranentusnaktAlugen n wuṭṭunen imeqqranenAlemmas n yigmaḍ imanayen yettqerrib ɣer wazal yettwaṛǧan mi ara yettimɣur umḍan n tirmitin.Ɣer akk →, tuccḍa n umqemmer, akayad n tidabiyin d ugur n wass n tlalit xir n yiṣurdiyen neɣ n zzhaṛ.

tallunt n yigmaḍ
37, s yiwet n tprubabilit
tikta i yettwaṭṭfen
≥ 8
ifecka deg usmel-a
baṭel, deg yiminig
tamsirt tamezwarut
EV = −1/37, yal tikkelt

Ayɣer rulit

Aṣurdi yesɛa sin n yigmaḍ, zzhaṛ sḍis; i sin d imecṭaḥ aṭas akken ad d-sskanen ugur n wass n tlalittusnaktUgur n wass n tlalitAcḥal n yimdanen i ilaqen send ad yili, s tprubabilit, sin i yesɛan yiwen wass n tlalit, neɣ acḥal n tuzzyiwin send ad d-yuɣal yiwen wuṭṭun. Ɣef uḍebsi n 37 n texxamin, 8 n tuzzyiwin qadrent akken taprubabilit ad tili ugar n uzgen.Ɣer akk → neɣ akayad χ² (chi-square)tanaritAkayad χ² (chi-square)Akayad adaddan i yesserwasen amḍan n tikkal i d-teffeɣ yal taxxamt d wayen yettwaṛǧan, n/37. Yettwasqedcen akken ad naẓ ma yella uḍebsi s umyal.Ɣer akk → s wayen ara yessewhamen. Akemmus n tkarḍiwin yesɛa takatut. Rulit tesɛa 37 n yigmaḍ s yiwet n tprubabilit, lexlaṣidrimenLexlaṣAyen i d-yettak rrehn i yerbḥen, yettwanna «X ɣef 1» nnig rrehn i d-yettuɣalen.Ɣer akk → yettwasbadun i yerran azal yettwaṛǧan d leḥsab n yiwen ujerriḍ, timanayt i d-yekkan seg talɣa n uḍebsi, d lmaziyya d tamecṭuḥt akken ad teffer deg yiwet n tɣimit, d tameqqrant akken ad tḥekkem deg yiwen useggas. Tesɛa daɣen sin n leqrun n tuccḍiwin yettwarun i nezmer ad nesleḍ.

Aṣurdi, zzhaṛ d tkarḍiwin ttaǧǧan amkan i 37 n yigmaḍ n rulit s yiwet n tprubabilit.

Akayad χ² (chi-square)

Tagrumma n tmsirin

tamsirttiktiamedya seg rulitafecku deg usmel-a
1taprubabilit am leḥsabp(rrehn) = n/37Tamsiḍent n tprubabilit
2azal yettwaṛǧanEV = (n/37)(36/n − 1) − (37 − n)/37 = −1/37Abennay n rrhun
3timanayt d ulugen n usgut(18/37)² i sin n uzeggaɣTaprubabilit n yizrar
4asemmad d « ɣas yiwet n tikkelt »1 − (36/37)³⁷ = 63,7%Taprubabilit deg rulit
5tavaryans d ubeɛɛed aluganσ = 5,84 (yiwen wuṭṭun) mgal 1,00 (azeggaɣ), yiwen EVTavaryans
6alugen n wuṭṭunen imeqqranen (d wayen ur d-yenni ara)alemmas yettqarib; amḍan meṛṛa yettbeɛɛidAmlili deg uɣawas aɣezfan
7tuccḍa n umqemmer26 n uberkan, 1913Tuccḍa n umqemmer
8tikliwin s ugacur d uɣelluytasemselt n uɣelluy n umqemmerTamsiḍent n lxeṭṛ n uɣelluy
9akayad n tidabiyinχ² ɣef 37 n texxaminAmesleḍ n umyal n uḍebsi
10ugur n wass n tlalituṭṭun yettuɣalen deg 8 n tuzzyiwin, 56%Ugur: aḍebsi n wass n tlalit
11tasimulasyunt Monte Carlo10 000 n tɣimiyin deg yiwet n tsintAsimulatur n tstratijit
12ayɣer i ttɣelliden yinagrawentimerna n yizalen yettwaṛǧanTzemrem ad tɣelbem rulit?

Aselmed war aselmed n lqmer

Sqedcet idrimen n wurar d Wurar n uɛraḍ, ur nesɛi ara rrhun n tidet. Bdut s wazal yettwaṛǧantusnaktAzal yettwaṛǧanAlemmas n ugmuḍ n yal rrehn deg uɣawas aɣezfan. −1/37 n rrehn i yal rrehn amagnu awrupi.Ɣer akk → u uɣalet ɣur-s yal tikkelt: yal tawuri ad tekfu s « u azal yettwaṛǧan d −1/37 n rrehn ». Sqedcet inagrawen am yimedyaten n mgal, mačči am tarrayin: tawuri d tifin n tuccḍa, u asimulatur yesskan-d tuccḍa-nni deg kra n tsinin. Rnut amezruy n yimdanen i yexsren. Tamsirt d akken leḥsab d netta i yettrebḥen, d ayen yellan d mgal n udellel.

Tiwuriwin i yeddan

Init-asen i yinelmaden ad d-inin acḥal n tuzzyiwin ar ad d-yuɣal yiwen wuṭṭun, sakin ad d-sseddun Urar n uɛraḍ mraw n tikkal (ugur n wass n tlalit). Init-asen ad arun « anagraw » deg umaẓrag n tstratijit u ad sseddun 10 000 n tɣimiyin (timerna n yizalen yettwaṛǧan). Init-asen ad ḥesben taprubabilittusnaktTaprubabilitAzal n yiwen ugmuḍ ad d-yeḍru, seg 0 ɣer 1 neɣ seg 0% ɣer 100%. Yiwen wuṭṭun: 1/37 = 2,70%.Ɣer akk → n uzrar n 1913, sakin taprubabilit ad d-yili uzrar-nni deg kra n wakud deg xemsin n yiseggasen n Monte Carlo (lemxalfa gar tedyant yettwasbadun d kra n tedyant). Init-asen ad afen taxxamtibenkanTaxxamtYiwet seg 37 n texxamin s wuṭṭunen ɣef uqerru yettezzin. Daɣen: slot, cup.Ɣer akk → « s umyal » deg umezruy n tuzzyiwin n uḍebsi imsawi, sakin ad xelḍen isefka (aṭas n yiserwasen).

S wacḥal n tazzla i yeɣleḍ uḥulfu n yinelmaden (tiwenḍiwin n tneɣrit mgal tidet)
tuzzyiwin ar ad d-yuɣal uṭṭun: tawenḍa ≈ 19, tidet 8
8 mgal 19
p(≥1 n tikkelt deg 37 n tuzzyiwin): tawenḍa 100%, tidet 63,7%
63,7% mgal 100%
p(azeggaɣ deffir 10 n uzeggaɣ): tawenḍa « drus ugar », tidet 48,65%
48,65%
tiɣimiyin s rrbeḥ, Martingale: tawenḍa ≈ 95%, tidet ≈ 78%
78% mgal 95%
agmuḍ alemmas, Martingale: tawenḍa « s rrbeḥ », tidet s lexsara
s lexsara
050100
Yal lemxalfa d tamsirt. Taneggarut d aselmed meṛṛa.

Taɣuri n umezruy n tuzzyiwin yettwasuffɣenAzal adaddan

Ayɣer ur yettwattu ara

Inelmaden ttmektin 26 n uberkanrrehnAberkanRrehn s lexlaṣ imsawi ɣef 18 n wuṭṭunen iberkanen. S tefransist: noir.Ɣer akk →, aḍebsi n Jagger, d akud anida asimulatur yesskan-d anagraw-nsen yettexsar. Taprubabilit tamaswat ttettun-tt send akayad; aḍebsi ur t-ttun ara. Talast n lexlaq tban: selmdet leḥsab i yerran urar d rrehn n diri, s wurar-nni s timmad-is, u inelmaden ara yuraren lqmer sakin ad ẓren ɣas ssuma-s.

Imuraren n rulit yettwassnen

Isteqsiyen

Ilaq i yinelmaden n uɣerbaz?

S yidrimen n wurar d tmuɣli tafessast belli lmaziyya n lkazinutusnaktLmaziyya n lkazinuAḥric n yal rrehn i teṭṭef lkazinu s ulemmas: 2,70% deg rulit tawrupit.Ɣer akk → d netta i d tamsirt, aṭas n wahilen n uselmed sqedcen yakan zzhaṛ d lluṭu; rulit d yiwet n talɣa n tɣawsa-nni yakan, s ugar n wayen ara yettwalmed deg-s.

Seg anta asebter ara yebdu uselmad?

Lmaziyya n lkazinu, sakin Urar n uɛraḍ, sakin Asimulatur n tstratijit.

Urar n uɛraḍ d aɣellay i tneɣrit?

Ulac deg-s yedrimen n tidet, ulac imiḍanen, ulac iseɣwan ɣer yimsefrak n lkazinu.

Taḍsa i usgunfu

Sa u tlatin n yigmaḍ, yiwet n lmaziyya, sin n leqrun n tuccḍiwin i ilaq ad nelmed seg-sent.

Sa u tlatin n yigmaḍ, yiwet n lmaziyya, sin n leqrun n tuccḍiwin i ilaq ad nelmed seg-sent.

Iɣbula

  1. Feller, W. An Introduction to Probability Theory and Its Applications, Vol. 1. Wiley, taẓrigt tis 3, 1968. Aɣelluy n umqemmer, ixef XIV.
  2. Ethier, S. N. The Doctrine of Chances: Probabilistic Aspects of Gambling. Springer, 2010. Ixef 13, rulit.
yettwasenqed 2026-09-28tamudemt: tawrupit, yiwen yilemtarrayt ↗iɣbula ↗