Mienzaniso yemibvunzo inokurukura nezveNormal Distribution Function

Mibvunzo yeMienzaniso neKukurukurirana kweBasa reKugovera Rakajairika

Kugoverwa kwakajairika, kunozivikanwawo seGaussian distribution, ndeimwe yenzvimbo dzakakosha dzekugoverwa kwezvingangoitika muhuwandu hwezviverengero nekuongorora data. Kugoverwa uku kunoratidzwa ne symmetrical bell curve yakatenderedza avhareji, nekupararira kwedata kuchiratidza kutsauka kwakajairwa kwezviyero zvakaipoteredza. Kugoverwa kwakajairika ndiko hwaro hwepfungwa dzakawanda mu inferential statistics uye kunoshandiswa zvakanyanya muminda yakasiyana-siyana, kusanganisira economics, psychology, uye social sciences.

Muchinyorwa chino, tichakurukura mimwe mienzaniso yematambudziko nemhinduro dzawo kuti tinzwisise zviri nani basa rekugovera rakajairika.

Pfungwa Dzekutanga dzeKupararira Kwakajairika

Kugoverwa kwakajairika kunotsanangurwa nematanho maviri makuru:

1. Avhareji (μ): Avhareji yedata reseti.
2. Kutsauka Kwakajairwa (σ): Kuyera kuti data rakapararira sei kutenderedza avhareji.

Basa rehuwandu hwehuwandu hweprobability density hwekugoverwa kwakajairika ndeiri:

\[ f(x) = \frac{1}{\sqrt{2\pi\sigma^2}} e^{ -\frac{(x-\mu)^2}{2\sigma^2} } \]

Heano mamwe matanho ekutanga ekugadzirisa matambudziko uchishandisa nzira yakajairika yekugovera:

1. Kuziva kukosha kweZ: Kukosha kweZ chiyero chekuti data riri kure zvakadii kubva paavhareji muzvikamu zvakajairwa zvekutsauka uye rinoverengerwa uchishandisa fomura:
\[ Z = \frac{X – \mu}{\sigma} \]

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2. Kushandisa tafura yeZ: Tafura yeZ kana tafura yekugovera yakajairika inoshandiswa kuwana mukana kana chikamu chedata chiri pasi kana pamusoro pehuwandu hwakati hweZ.

Mibvunzo yeMienzaniso neKukurukurirana kweKugoverwa Kwakajairika

Mubvunzo 1
Kirasi ine avhareji yemasvomhu ebvunzo ye70 ine standard deviation ye10. Kana mamakisi ebvunzo achiwanzogoverwa, ingani chikamu chevadzidzi chakawana anopfuura 85?

Kukurukurirana:

1. Kuziva Z-score: Kutanga, verenga Z-score ye X = 85.
\[ Z = \frac{X – \mu}{\sigma} = \frac{85 – 70}{10} = 1.5 \]

2. Kutarisa Z Table: Tinotsvaga mukana wekuti Z = 1.5 ivepo kubva patafura Z. Mukana wekuti Z = 1.5 uvepo i0.9332. Izvi zvinoreva kuti 93.32% yemutengo uri pasi peZ = 1.5.

3. Kuverenga Percentage: Sezvo tichida percentage yevadzidzi vakawana mapoinzi anopfuura 85, tinoverenga 1 - 0.9332 = 0.0668.
Saka, 6.68% yevadzidzi vakawana mapoinzi anopfuura 85.

Mubvunzo 2
Kureba kwevarume vakuru munyika kunotevera kupararira kwakajairika neavhareji ye175 cm uye kutsauka kwakajairwa kwe6 cm. Sarudza huwandu hwevarume vane kureba kuri pakati pe170 cm ne180 cm.

VERENGA ZVIMWEWO  Saizi Yekuisa

Kukurukurirana:

1. Sarudza Z-score ye 170 cm:
\[ Z_{170} = \frac{170 – 175}{6} = – \frac{5}{6} \inenge -0.83 \]

2. Sarudza Z-score ye 180 cm:
\[ Z_{180} = \frac{180 – 175}{6} \inenge 0.83 \]

3. Ona Tafura Z:
– Mikana yekuti Z = -0.83 i0.2033.
– Mikana yekuti Z = 0.83 i0.7967.

4. Kuverenga Percentage:
– Mikana yekukwirira pakati pe 170 cm ne 180 cm ndeye 0.7967 – 0.2033 = 0.5934.
- Saka, 59.34% yevarume vane hurefu huri pakati pe170 cm ne180 cm.

Mubvunzo 3
Bvunzo yeIQ inoshandisa kugoverwa kwakajairika neavhareji ye100 uye standard deviation ye15. Ndeapi mamakisi ari mukati me85th percentile?

Kukurukurirana:

1. Kutsvaga kukosha kweZ kwe85th percentile: Kubva patafura yeZ kana nekushandisa karukureta, 85th percentile inoenderana neZ = 1.04.

2. Kuverenga IQ score:
\[ X = Z\sigma + \mu \]
\[ X = 1.04 \kawa 15 + 100 \]
\[ X = 15.6 + 100 \]
\[ X = 115.6 \]

Saka, chibodzwa cheIQ chiri mukati me85th percentile chiri pa115.6.

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Mubvunzo 4
Kana zvichizivikanwa kuti avhareji yemapoinzi evadzidzi vechikoro chesekondari i65 nechiyero che12, chibodzwa chipi chiri muchikamu che25 muzana?

Kukurukurirana:

1. Kutsvaga kukosha kweZ kwe25th percentile: Kubva patafura yeZ kana kushandisa karukureta, Z ye25th percentile inenge iri -0.674.

2. Kuverenga mamakisi ebvunzo:
\[ X = Z\sigma + \mu \]
\[ X = -0.674 \kawa 12 + 65 \]
\[ X = -8.088 + 65 \]
\[ X \inenge 56.912 \]

Saka, kukosha kuri muchikamu chemakumi maviri nemashanu (25th percentile) kuri panosvika 56.912.

Mhedziso

Kugoverwa kwakajairika ipfungwa inokosha muhuwandu hwezviverengero inotibvumira kuongorora nekunzwisisa data kubva pamaonero ekuti zvingangoitika. Tichishandisa nzira yekugoverwa kwakajairika, tinogona kuverenga maperesenti, kuona kukosha kwakanangana nemaperesenti, uye kuenzanisa data neavhareji.

Kugadzirisa matambudziko nekupa ruzivo rwakajairika hakungobatsiri chete pabvunzo nekutsvaga ruzivo rwezvedzidzo, asiwo kune mashandisirwo anobatsira muzvinhu zvakawanda zvehupenyu chaihwo zvakaita sepfungwa, bhizinesi, uye sainzi yemagariro evanhu. Kuburikidza nemienzaniso nehurukuro dziri pamusoro apa, tinotarisira kuti muchanzwisisa zviri nani basa rekupa ruzivo rwakajairika uye mashandisirwo aro mumamiriro akasiyana-siyana.

Siya mhinduro