Laboratwar roulet · Laboratwar · Statistik · 8 min

Test ki-kare

Test standar pou “eski sa 37 kont-la se seki enn rou zis ti pou prodir?”

Repons kourt

χ² = Σ (observe − atandi)² / atandi lor tou 37 kaz. Konpar li ar distribision ki-kare ar 36 degre liberte pou gagn enn valer p.

statistik
Σ (O−E)²/E
df
36
valer kritik a 5%
51.0
valer kritik a 1%
58.6

Kouma kalkil li

Kont atandi par kazekipmanKazEnn bann 37 konpartiman avek nimero lor rotor. Osi: slot, cup.Lir tou → se n/37. Pou sak kaz, met diferans ant observe ek atandi o kare ek divize par atandi; additionn 37 term-la. Enn rou zis donn valer otour 36 an mwayenn (sa se degre libertelaboratwarDegre liberteNonb valer independan dan enn statistik. Pou enn test ki-kare lor 37 kaz li 36, akoz bann kont bizin fer total-la.Lir tou →), avek enn ekar-tipmatematikEkar-tipRasinn kare varyans; distans tipik ant enn rezilta ek valer atandi.Lir tou → apepre 8.5. Lao 51.0 sinifikatif o nivo 5%; lao 58.6 a 1%. Analizer defo rou kalkil statistik-la ek valer plaboratwarValer pProbabilite trouv enn ekar omwin osi gran ki seki finn observe si rou-la ti zis.Lir tou → egzak avek fonksion gamma enkonple regilarize.

n touratandi par kazσ par kazenn kaz a +2σenn kaz a +3σ
370103.11619
1,000275.13742
3,7001009.9120130
10,00027016.2303319
37,0001,00031.21,0621,094
σ ≈ √(n·p·(1−p)) avek p = 1/37. Lor 1,000 tour, enn kaz ki sorti 37 fwa pa ekstraordiner; enn ki sorti 42 fwa merit enn dezyem lesantiyon.

Enn egzanp kalkile

1,000 tour. Trant-sis kaz sorti ant 20 ek 34 fwa; kaz 8 sorti 41 fwa. Atandi se 27.03. Term kaz 8 tousel se (41 − 27.03)²/27.03 = 7.2. Dir ki lezot 36 term fer 38 ansam (tipik). χ² = 45.2 ar 36 df, p ≈ 0.14. Pa sinifikatif: enn rou zis fer sa enn fwa lor set. Kaz 8 se enn kandida, pa enn dekouvert, ek repons-la se ankor mil tour.

Lipotez

Tour independanmatematikTour independanSak tour ena mem probabilite, nenport seki finn pase avan. Baz tou kalkil lor sit-la.Lir tou →, ek kont atandi omwin 5 par kaz, vedir n ≥ 185 pou ki test-la valab dimwin, ek boukou plis pou ki li itil. Melanz tour depi plizir rou kas premie lipotez-la dan lespri (ou pe teste enn melanz, pa enn rou). Enn lefe “sinyatir krupie” ti pou kas li an realite, ek ti pou gonfle χ² san ki okenn kaz pe gagn favorize fizikman.

Sinyatir krupie rouletTour independan dan roulet

Pearson ek Monte Carlo

Karl Pearson ti pibliy test-la an 1900, ek enn so premie egzanp kalkile ti 26,306 tour roulet Monte Carlo ki ti note; li ti trouv zot tro pa iniform pou ete azar ek li ti deklare ki “Monte Carlo roulette… is not a game of chance” (roulet Monte Carlo pa enn zwe azar). Pli tar, lezot oter ti konklir ki bann zournalis ki ti note tour-la pou enn zournal ti invant boukou ladan, ek sa li mem enn leson lor lorizinn done.

Test-la ek rou-la
1900

Pearson pibliy test ki-kare pou azisteman, avek tour Monte Carlo kouma egzanp.

lane 1900

Dimounn met done tour-la an kestion; paret ki bann dimounn ki ti pe note finn invant bann seri.

lane 1920

Fisher formaliz degre liberte; konvansion 5% vinn lanorm.

lane 1940–50

Bann statistisien servi tour roulet kouma done liv lekol pou test iniformite.

lane 1990

Fami García-Pelayo aplik metod-la avek vre done ki zot finn note ek gagne Madrid.

azordi

Bann kazino fer mem test-la lor zot prop rou kouma lantretien regilie.

Test Pearson an 1900 ti trouv tour Monte Carlo tro pa egal; bann dimounn ki ti note pou zournal-la ti invant boukou ladan.

Roulet Monte Carlo

Enn vre test: rou otomatik Las Vegas

Souvan zwer sispekte ki enn rou otomatik dirize boul-laekipmanBoulTi boul ki lanse dan simen-la dan sans kontrer rotor. Zordi bann boul an ivorine ouswa Teflon, 18–21 mm.Lir tou → lwin ar bann gro pari. Enn analiz 2017 ti met sa sispision-la a leprev lor bann rou doub zerorouZeroSel kaz ver ki okenn pari peman egal, douzenn ouswa kolonn pa kouver; sours lavantaz kazino. Osi: enn sel zero, 0.Lir tou → san krupie Interblock Las Vegas, avek pari lor enn lark sink nimero vwazin, kalite pari ki enn kronometrer rou fer. Lor 299 tour, lark-la ti gagne 29 fwa kont 39.3 atandi, enn mank ki enn rou zis prodir apepre 4% letan. Ki-kare lor tou 38 kaz ti 45.29 ar 37 degre liberte: p = 16.5%. Enn dezyem lesantiyon 1,204 tour lor trwa rou ti donn χ² = 34.79, p = 57%, ek okenn lark, ninport ki gro ki zot ti esaye, pa ti sinifikatif. Lede lesantiyon ansam, 1,503 tour, ti donn χ² = 41.75, p = 27%. Verdik: okenn prev ki rou-la dirize boul-la. Premie lesantiyon tousel ti paret sispe; se dezyem-la ki ti regle kestion-la.

lesantiyontourχ²dfp
premie29945.293716.5%
dezyem, trwa rou1,20434.793757%
lede1,50341.753727%
Bann sif sorti dan sa analiz 2017-la; sak valer p sorti depi so χ². Enn rou doub zero ena 38 kaz, alor 37 degre liberte.

Lao ki-kare

Pou enn sel kaz sispe, enn test binomial pli for. Pou enn lark sispe, test z sekterrouSekterEnn ark kaz ki swiv lor rou-la, pa enn group lor tapi pari.Lir tou → lor paz analiz sekter. Ki-kare se test zeneral: li dir ou ki kiksoz pa korek san dir ou kisannla. Servi li an premie, apre get pli pre.

Analiz sekter

Formil

χ² = Σᵢ (Oᵢ − Eᵢ)² / Eᵢ
Eᵢ = n / 37 · df = 36
valer kritik: 51.0 (5%) · 58.6 (1%)

Kestion

Kifer 36 degre liberte ek pa 37?

37 kont-la bizin fer n ansam, alor zis 36 lib pou varye.

Ki χ² enn rou avek enn gro defo ti pou montre?

Enn rou avek enn kaz a 1/25 lor 10,000 tour ti pou donn enn term kaz otour 60 tousel; χ² otour 100, p preske zero.

Eski mo kapav fer li lor 200 tour?

Teknikman wi, avek 5.4 atandi par kaz. Li pa pou detekte nanye, apar enn rou kot enn kaz finn kole ferme.

Enpe riye

Additionn bann sirpriz o kare. Konpar ar 51.0.

Additionn bann sirpriz o kare. Konpar ar 51.0.

Sours

  1. Pearson, K. “On the criterion that a given system of deviations from the probable…” Philosophical Magazine 50(302), 1900.
  2. Feller, W. An Introduction to Probability Theory and Its Applications, Vol. 1. Wiley, 3em edision, 1968. Ruin zwer, sapit XIV.
  3. Wizard of Odds. “Organic Roulette Experiment.” Mars 2017; mizazour 3 out 2026.
verifie 2026-09-28model: eropeen, enn sel zerometodolozi ↗sours ↗