Korelācija

[u]Sasniedzamais rezultāts:[/u][br][list][*]Pēta divu lielumu saistību.[/*][*]Izmanto digitālos rīkus datu apstrādei un attēlošanai, analizē datus un interpretē rezultātus.[/*][/list]
[b][img]data:image/png;base64,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[/img]Korelācija [/b]– parāda divu lielumu saistību, tas ir, vai mainoties vienam lielumam, mainās arī otrs.[br][br][img]data:image/png;base64,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[/img][br][size=85][center][size=100]Attēls no [u]https://[/u][url=http://www.mathsisfun.com/data/scatter-xy-plots.html]www.mathsisfun.com/data/scatter-xy-plots.html [br][br][/url][/size][/center][/size][b]Pīrsona koeficients[/b]– ja divu lielumu saistība ir lineāra, tad punkti korelācijas diagrammā izvietojas ap iedomātu taisni. Tas norāda, cik cieši punkti izvietojas ap šo taisni. To apzīmē ar [i]r [/i]([math]-1\le r\le1[/math]).
[b][size=100][size=150]Vai pastāv saistība starp gadu, kurā aktieris/aktrise ir ieguvusi Oskara balvu un viņa vecumu?[/size][/size][/b]
Ja nepieciešama palīdzība, noskaties šo video:
Kāds sanāca Pīrsona koeficients katrā no gadījumiem?
Ko vari secināt par šo lielumu saistību?
[b][size=100][size=150]Izpildi testu par korelāciju ietekmi uz datu kopu![/size][/size][/b]
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