Taiwhanga Rūreti · Taiwhanga · Tatauranga · 8 meneti

Whakamātautau Chi-square

Te whakamātautau paerewa mō te pātai “koinei ngā tatau e 37 ka whakaputaina e tētahi wīra tōkeke?”

Whakautu poto

χ² = Σ (kitea − tūmanakohia)² / tūmanakohia puta noa i ngā kōhao katoa e 37. Whakatairitea ki te tohatoha chi-square i runga i ngā taumata herekore 36 kia whiwhi ai i tētahi uara-p.

tauanga
Σ (O−E)²/E
df
36
arohaehae i te 5%
51.0
arohaehae i te 1%
58.6

Te tātai

Ko te tatau e tūmanakohia ana mō ia kōhaotaputapuKōhaoTētahi o ngā wehenga e 37 kua tauia i te rōta. Arā anō: slot, cup.Pānuitia katoatia →, he n/37. Mō ia kōhao, pūrua te rerekētanga i waenga i te mea i kitea me te mea e tūmanakohia ana, ka wehe ai ki te mea e tūmanakohia ana; tāpiria ngā wāhanga e 37. Ka hoatu e tētahi wīra tōkeke ngā uara huri noa i te 36 i te toharite (ngā taumata herekoretaiwhangaTaumata herekoreTe maha o ngā uara motuhake i tētahi tatauranga. Mō te whakamātautau chi-square i ngā kōhao e 37, e 36, nā te mea me tāpiri ngā tatau ki te tapeke.Pānuitia katoatia →), me te hipanga paerewapāngarauHipanga paerewaTe pūtake rua o te tītaringa; te tawhiti noa o te hua i te uara tūmanako.Pānuitia katoatia → i te āhua o te 8.5. Ki runga ake i te 51.0, he hira i te taumata 5%; ki runga ake i te 58.6, i te 1%. Ka tātaihia e te Wheel Bias Analyzer te tauanga me te uara-ptaiwhangaUara-pTe tūponotanga ka kitea he rerekētanga ōrite te nui, nui ake rānei i te mea kua kitea, mēnā he tōkeke te wīra.Pānuitia katoatia → tika mai i te pānga gamma koretake kua whakaritea.

n hurihangae tūmanakohia ana mō ia kōhaoσ mō ia kōhaohe kōhao i te +2σhe kōhao i te +3σ
370103.11619
1,000275.13742
3,7001009.9120130
10,00027016.2303319
37,0001,00031.21,0621,094
σ ≈ √(n·p·(1−p)) me te p = 1/37. I ngā hurihanga 1,000, ko tētahi kōhao e 37 ngā pā, he mea noa; ko tētahi e 42, he take mō tētahi tauira tuarua.

He tauira kua mahia

1,000 hurihanga. E toru tekau mā ono ngā kōhao kei waenga i te 20 me te 34 ngā pā; e 41 tā te kōhao 8. Ko te mea e tūmanakohia ana, he 27.03. Ko te wāhanga o te kōhao 8 anake, he (41 − 27.03)²/27.03 = 7.2. Me kī ka tae te tapeke o ērā atu wāhanga e 36 ki te 38 (he mea noa). χ² = 45.2 i runga i te 36 df, p ≈ 0.14. Kāore e hira: ka pēnei tētahi wīra tōkeke kotahi i ia whitu. He kaitono te kōhao 8, ehara i te kitenga, ā, ko te whakautu, he kotahi mano hurihanga anō.

Ngā whakapae

Ngā hurihanga motuhakepāngarauNgā hurihanga motuhakeHe ōrite ngā tūponotanga o ia hurihanga, ahakoa te hītori. Koia te tūāpapa o ia tātaitanga i tēnei pae.Pānuitia katoatia →, me ngā tatau e tūmanakohia ana kia 5 neke atu mō ia kōhao, arā, n ≥ 185 kia whai mana noa ai te whakamātautau, ā, he nui kē atu kia whai hua ai. Mā te whakahiato i ngā hurihanga o ngā wīra maha ka takahia te wairua o te whakapae tuatahi (kei te whakamātau koe i tētahi ranunga, ehara i tētahi wīra). Mā tētahi pānga waitohu kaitiritiri ka tino takahia, ā, ka whakanui ake i te χ² ahakoa kāore he kōhao e manakohia ā-tinana ana.

Te Waitohu Kaitiritiri RūretiNgā Hurihanga Rūreti Motuhake

Pearson me Monte Carlo

I whakaputaina e Karl Pearson te whakamātautau i te 1900, ā, ko tētahi o ana tauira tuatahi, ko ngā hurihanga rūreti 26,306 i tuhia i Monte Carlo; i kitea e ia he tino kore ōrite rawa kia kīia he tūpono noa, ā, i kī ia “Monte Carlo roulette… is not a game of chance” (ehara te rūreti o Monte Carlo i te kēmu tūpono). I muri mai i whakatau ētahi kaituhi, nā ngā kairīpoata i tuhi i ngā hurihanga mō tētahi niupepa te nuinga i hanga noa, he akoranga anō tēnā mō te pūtake o ngā raraunga.

Te whakamātautau me te wīra
1900

Ka whakaputaina e Pearson te whakamātautau chi-square mō te hāngai, me ngā hurihanga o Monte Carlo hei tauira.

ngā tau 1900

Ka pātaitia ngā raraunga hurihanga; te āhua nei i hanga noa ngā kaituhi i ētahi raupapa.

ngā tau 1920

Ka whakaōkawa a Fisher i ngā taumata herekore; ka mau te tikanga 5%.

ngā tau 1940–50

Ka whakamahia e ngā kaitatauranga ngā hurihanga rūreti hei raraunga pukapuka ako mō ngā whakamātautau ōritenga.

ngā tau 1990

Ka whakamahia e te whānau García-Pelayo te tikanga me ngā raraunga tūturu kua tuhia, ā, ka toa i Madrid.

ināianei

Ka whakahaerehia e ngā whare petipeti taua whakamātautau anō i ō rātou ake wīra hei tiaki noa.

I kitea e te whakamātautau a Pearson i te 1900 he tino kore taurite rawa ngā hurihanga o Monte Carlo; nā ngā kaituhi o te niupepa te nuinga i hanga noa.

Te Rūreti o Monte Carlo

He whakamātautau tūturu: ngā wīra aunoa i Las Vegas

He maha ngā wā ka whakapae ngā kaitākaro kei te ārahi tētahi wīra aunoa i te pōrotaputapuPōroTe pōro iti ka panga ki te ara, ki te ahunga kōaro ki te rōta. Ko ngā pōro o nāianei he ivorine, he Teflon rānei, 18–21 mm.Pānuitia katoatia → kia mawehe i ngā peti nui. I whakamātauria taua whakapae e tētahi tātaritanga i te 2017 i ngā wīra korewīraKoreTe kōhao kākāriki kotahi kāore e kapia e tētahi peti utu ōrite, tatini, tīwae rānei; te pūtake o te painga o te whare. Arā anō: kore kotahi, 0.Pānuitia katoatia →-rua a Interblock kāore he kaitiritiri, i Las Vegas, mā te peti i tētahi pewa o ngā tau noho tata e rima, te momo peti a tētahi kaiine wā wīra. I roto i ngā hurihanga 299, e 29 ngā toa a te pewa, ki te 39.3 e tūmanakohia ana, he hapa ka whakaputaina e tētahi wīra tōkeke i te āhua o te 4% o te wā. Ko te chi-square puta noa i ngā kōhao katoa e 38, he 45.29 i runga i ngā taumata herekore 37: p = 16.5%. Ko tētahi tauira tuarua o ngā hurihanga 1,204 i ngā wīra e toru, i hoatu χ² = 34.79, p = 57%, ā, kāore tētahi pewa o ngā rahi katoa i whakamātauria i hira. Ko ngā tauira e rua tahi, ngā hurihanga 1,503, i hoatu χ² = 41.75, p = 27%. Ko te whakataunga, kāore he taunakitanga o te ārahi. Ko te tauira tuatahi anake, he āhua whakapae; nā te tuarua i whakatau.

tauirahurihangaχ²dfp
tuatahi29945.293716.5%
tuarua, e toru ngā wīra1,20434.793757%
e rua tahi1,50341.753727%
Nō taua tātaritanga 2017 ngā tau; ka puta ia uara-p i tōna χ². E 38 ngā kōhao o te wīra kore-rua, nō reira e 37 ngā taumata herekore.

I tua atu i te chi-square

Mō tētahi kōhao kotahi e whakapaetia ana, he kaha ake te whakamātautau huarua. Mō tētahi pewa e whakapaetia ana, ko te whakamātautau-z wāhangawīraWāhangaHe pewa kōhao honohono i te wīra, he rerekē i tētahi rōpū i te mahere peti.Pānuitia katoatia → kei te whārangi tātari wāhanga. Ko te chi-square te whakamātautau whānui: ka kōrero mai kei te hē tētahi mea, engari kāore e kī ko te aha. Whakamahia tuatahi, kātahi ka titiro.

Te Tātari Wāhanga

Tātai

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

Ngā pātai

He aha e 36 ai ngā taumata herekore, kaua e 37?

Me tae te tapeke o ngā tatau e 37 ki te n, nō reira e 36 anake e wātea ana ki te rerekē.

He aha te χ² ka whakaaturia e tētahi wīra tino tītaha?

Ko tētahi wīra kotahi te kōhao i te 1/25 i ngā hurihanga 10,000, ka hoatu he wāhanga kōhao i te āhua o te 60 anake; χ² i te āhua o te 100, p tata ki te kore.

Ka taea e au te whakahaere i ngā hurihanga 200?

Āe, i runga i te ture, me te 5.4 e tūmanakohia ana mō ia kōhao. Kāore e kitea tētahi mea, hāunga tētahi wīra kua whakapiria tētahi kōhao kia kati.

He katakata iti

Tāpiria ngā ohorere kua pūruatia. Whakatairitea ki te 51.0.

Tāpiria ngā ohorere kua pūruatia. Whakatairitea ki te 51.0.

Ngā Puna

  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, putanga 3, 1968. Gambler’s ruin, upoko XIV.
  3. Wizard of Odds. “Organic Roulette Experiment.” Māehe 2017; i whakahoutia i te 3 o Ākuhata, 2026.
i arotakehia 2026-09-28tauira: Ūropi, kore kotahitikanga mahi ↗ngā puna kōrero ↗