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b:head_first_statistics:using_discrete_probability_distributions [2019/10/14 01:42] – [Fat Dan changed his prices] hkimscilb:head_first_statistics:using_discrete_probability_distributions [2019/10/15 02:45] hkimscil
Line 421: Line 421:
 x2e x2e
 </code> </code>
 +
 +<code>> x1e
 +[1] 400
 +> x2e
 +[1] 415
 +> </code>
 x2e will spend more. x2e will spend more.
 +
 +====== e.g. ======
 +<WRAP box>
 +
 +Sam likes to eat out at two restaurants. Restaurant A is generally more expensive than
 +restaurant B, but the food quality is generally much better.
 +Below you’ll find two probability distributions detailing how much Sam tends to spend at each
 +restaurant. As a general rule, what would you say is the difference in price between the two
 +restaurants? What’s the variance of this?
 +</WRAP>
 +| Restaurant A:   |||||  
 +| x  | 20  | 30  | 40  | 45  | 
 +| P(X = x)  | 0.3  | 0.4  | 0.2  | 0.1  | 
 + 
 +| Restaurant B:   ||||
 +| y  | 10  | 15  | 18  | 
 +| P(Y = y)  | 0.2  | 0.6  | 0.2  | 
 +
 +
 +<code>
 +x3 <- c(20,30,40,45)
 +x3p <- c(.3,.4,.2,.1)
 +x4 <- c(10,15,18)
 +x4p <- c(.2,.6,.2)
 +
 +x3e <- sum(x3*x3p)
 +x4e <- sum(x4*x4p)
 +
 +x3e
 +x4e
 +## difference in price between the two
 +x3e-x4e
 +
 +
 +x3var <- sum(((x3-x3e)^2)*x3p)
 +x4var <- sum(((x4-x4e)^2)*x4p)
 +
 +x3var
 +x4var
 +## difference in variance between the two
 +## == variance range 
 +x3var+x4var
 + 
 +</code>
 +
 +<code>
 +> x3 <- c(20,30,40,45)
 +> x3p <- c(.3,.4,.2,.1)
 +> x4 <- c(10,15,18)
 +> x4p <- c(.2,.6,.2)
 +
 +> x3e <- sum(x3*x3p)
 +> x4e <- sum(x4*x4p)
 +
 +> x3e
 +[1] 30.5
 +> x4e
 +[1] 14.6
 +> ## difference in price between the two
 +> x3e-x4e
 +[1] 15.9
 +
 +
 +> x3var <- sum(((x3-x3e)^2)*x3p)
 +> x4var <- sum(((x4-x4e)^2)*x4p)
 +
 +> x3var
 +[1] 72.25
 +> x4var
 +[1] 6.64
 +> ## difference in variance between the two
 +> ## == variance range 
 +> x3var+x4var
 +[1] 78.89
 +</code>
 +====== e.g. ======
  
b/head_first_statistics/using_discrete_probability_distributions.txt · Last modified: 2023/10/04 10:29 by hkimscil

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