Statistical Hypothesis Test - aragorn/home GitHub Wiki

Chi Square

  • Tutorial: Pearson's Chi-square Test for Independence

  • ๋ฒ”์ฃผํ˜• ๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์„ํ•˜๊ธฐ ์œ„ํ•œ ํ…Œ์ŠคํŠธ์ด๋ฉฐ, ๊ฐ ์นดํ…Œ๊ณ ๋ฆฌ๋ณ„๋กœ ๋นˆ๋„๊ฐ€ ์ธก์ •๋˜๋Š” ๋ฐ์ดํ„ฐ๋ฅผ ๋Œ€์ƒ์œผ๋กœ ํ•œ๋‹ค.

  • Chi-square ํ…Œ์ŠคํŠธ๋Š” ๋ฐ์ดํ„ฐ ๋ถ„ํฌ๊ฐ€ ๋…๋ฆฝ์ ์ผ ํ™•๋ฅ ์„ ๊ฒ€์ •ํ•œ๋‹ค.

  • ๊ฐ ์นดํ…Œ๊ณ ๋ฆฌ์˜ ๋ฐ์ดํ„ฐ๋Š” ์ƒํ˜ธ๋ฐฐํƒ€์ ์ด์–ด์•ผ ํ•œ๋‹ค. ์ธก์ •๋œ ๋นˆ๋„ ๋ฐ์ดํ„ฐ๊ฐ€ ๋‘˜ ์ด์ƒ์˜ ์นดํ…Œ๊ณ ๋ฆฌ์— ํ•ด๋‹นํ•˜์ง€ ์•Š์•„์•ผ ํ•œ๋‹ค.

  • ๋ฐ์ดํ„ฐ ์ง‘ํ•ฉ์—์„œ ์ผ๋ถ€๋ถ„์„ ์ž„์˜๋กœ ๋ฐฐ์ œํ•˜์ง€ ์•Š์•„์•ผ ํ•œ๋‹ค.

  • ๊ฐ ์นดํ…Œ๊ณ ๋ฆฌ์˜ ๋นˆ๋„๊ฐ€ ์ตœ์†Œ 5๊ฐ€ ๋˜์–ด์•ผ ํ•œ๋‹ค. 5 ๋ฏธ๋งŒ์˜ ๋นˆ๋„์ธ ๊ฒฝ์šฐ, Chi-square ํ…Œ์ŠคํŠธ์— ์ ์ ˆํ•˜์ง€ ์•Š๋‹ค.

  • Degrees of Freedom

    • Totals of the margins ๊ฐ€ ์ฃผ์–ด์ง„ ๊ฒฝ์šฐ, ์นดํ…Œ๊ณ ๋ฆฌ์˜ ์…€ ๊ฐ€์šด๋ฐ ๋ช‡๊ฐœ๋ฅผ ์ฑ„์šฐ๋Š” ๊ฒฝ์šฐ, ๋‚˜๋จธ์ง€ ๊ฐ’์„ ๋ชจ๋‘ ์ฑ„์šธ ์ˆ˜ ์žˆ๋Š”์ง€?
    • (R-1) * (C-1) ๋กœ ๊ณ„์‚ฐ
  • Building a Model of Expected Data