ยท International Trade  ยท 1 min read

Simple Linear Regression

Import data and store regression results

Import data and store regression results

๋ฐ์ดํ„ฐ ๋ถˆ๋Ÿฌ์˜ค๊ธฐ ๋ฐ ๋‹จ์ˆœํšŒ๊ท€๋ถ„์„ ๊ฒฐ๊ณผ ์ €์žฅ

cars = read.csv("data/cars.csv")
attach(cars)
out1=lm(dist~speed,data=cars)
out2=lm(log(dist)~speed,data=cars)
out3=lm(sqrt(dist)~speed,data=cars)
out4=lm(sqrt(dist)~speed-1,data=cars)

Including Plots

##
## Call:
## lm(formula = sqrt(dist) ~ speed - 1, data = cars)
##
## Residuals:
##     Min      1Q  Median      3Q     Max
## -2.2781 -0.6972  0.0208  0.7965  3.3898
##
## Coefficients:
##       Estimate Std. Error t value Pr(>|t|)
## speed  0.39675    0.01015   39.09   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.167 on 49 degrees of freedom
## Multiple R-squared:  0.9689, Adjusted R-squared:  0.9683
## F-statistic:  1528 on 1 and 49 DF,  p-value: < 2.2e-16

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์ˆ˜์ž…์€ ๊ตญ๋ฏผ์ด์ƒ์‚ฐ์„ ๊ฐ‰์•„๋จน์ง€ ์•Š๋Š”๋‹ค

๊ด€์„ธ ๋ฌธ์ œ๋Š” ์˜ฌํ•ด ์„ ๊ฑฐ ํ† ๋ก ์—์„œ ์‹ฌ์‹ฌ์น˜ ์•Š๊ฒŒ ๋“ฑ์žฅํ•˜๊ณ  ์žˆ๋‹ค. ๋ฐ”์ด๋“  ํ–‰์ •๋ถ€๋Š” ์ผ๋ถ€ ์ค‘๊ตญ ์ œํ’ˆ์— ๋Œ€ํ•ด ๊ฝค ๊ฐ€ํŒŒ๋ฅธ ๊ด€์„ธ๋ฅผ ๋ถ€๊ณผํ–ˆ์ง€๋งŒ, ํŠธ๋Ÿผํ”„๋Š” ํ›จ์”ฌ ๋” ๋‚˜์•„๊ฐ€ ๋ฏธ๊ตญ์ด ์ˆ˜์ž…ํ•˜๋Š” ๋ชจ๋“  ์ œํ’ˆ์— 20%์˜ ๊ด€์„ธ๋ฅผ ๋ถ€๊ณผํ•˜๊ณ  ์‹ถ์–ดํ•œ๋‹ค. ํŠธ๋Ÿผํ”„๋Š” ๊ด€์„ธ๊ฐ€ ๊ฑฐ์˜ ๋ชจ๋“  ๊ฒฝ์ œ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•  ์ˆ˜ ์žˆ๋Š” ํ•ด๋ฒ•์ด๋ผ ๋ฏฟ๊ณ  ์žˆ๋Š” ๊ฒƒ ๊ฐ™๋‹ค.

ํ˜„์žฌ ์ €๊ฐœ๋ฐœ ๊ตญ๊ฐ€๋“ค์€ ์ƒˆ๋กœ์šด ๊ฒฝ์ œ๊ฐœ๋ฐœ ์ „๋žต์ด ํ•„์š”ํ•œ๊ฐ€?

1990๋…„๋Œ€์™€ 2000๋…„๋Œ€์—๋Š” ๊ฒฝ์ œ๊ฐœ๋ฐœ์„ ๋‘˜๋Ÿฌ์‹ผ ๋…ผ์Ÿ์˜ ๋‘ ๊ฐˆ๋ž˜๋กœ ๊ฝค ๋šœ๋ ทํ–ˆ๋‹ค. ํ•œ์ชฝ์€ ์ž์œ ๋ฌด์—ญ, ๋‚ฎ์€ ๊ทœ์ œ, ์‹ ์ค‘ํ•œ ๊ฑฐ์‹œ๊ฒฝ์ œ ์ •์ฑ…, ์ข‹์€ ์˜๋ฃŒ์™€ ๊ต์œก๋งŒ ์žˆ์œผ๋ฉด ๋œ๋‹ค๊ณ  ์ƒ๊ฐํ•˜๋Š” ์‹ ์ž์œ ์ฃผ์˜์ž๋“ค์ด๊ณ , ๋‹ค๋ฅธ ํ•œํŽธ์—๋Š” ํ•œ๊ตญ์„ ๋ชจ๋ฐฉํ•˜๊ณ  ๊ณต์‚ฐํ’ˆ ์ˆ˜์ถœ ์ค‘์‹ฌ์˜ ์‚ฐ์—… ์ •์ฑ…์„ ์ถ”๊ตฌํ•˜๋Š” ๊ฒƒ์ด ํ•ต์‹ฌ์ด๋ผ๊ณ  ์ƒ๊ฐํ•œ ์‚ฐ์—…์ฃผ์˜์ž๋“ค์ด์—ˆ๋‹ค. ํ›„์ž์˜ ์ง„์˜์€ ์•จ๋ฆฌ์Šค ์•”์Šค๋ด, ์žฅํ•˜์ค€, ์กฐ...