From 3f0bf05bcee73e0a2de3ae8cf3f2a7953d674154 Mon Sep 17 00:00:00 2001 From: WEIJIANG CHEN Date: Tue, 17 Dec 2019 22:21:00 -0500 Subject: [PATCH] Assignment 7 --- .gitignore | 4 ++ Assignment7.Rmd | 64 +++++++++++++++--- .../figure-html/unnamed-chunk-2-1.png | Bin 0 -> 234438 bytes .../figure-html/unnamed-chunk-3-1.png | Bin 0 -> 40601 bytes .../figure-html/unnamed-chunk-4-1.png | Bin 0 -> 72976 bytes .../figure-html/unnamed-chunk-4-2.png | Bin 0 -> 75387 bytes assignment7.Rproj | 13 ++++ tree1.ps | Bin 0 -> 202444 bytes 8 files changed, 72 insertions(+), 9 deletions(-) create mode 100644 .gitignore create mode 100644 Assignment7_files/figure-html/unnamed-chunk-2-1.png create mode 100644 Assignment7_files/figure-html/unnamed-chunk-3-1.png create mode 100644 Assignment7_files/figure-html/unnamed-chunk-4-1.png create mode 100644 Assignment7_files/figure-html/unnamed-chunk-4-2.png create mode 100644 assignment7.Rproj create mode 100644 tree1.ps diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..5b6a065 --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ +.Rproj.user +.Rhistory +.RData +.Ruserdata diff --git a/Assignment7.Rmd b/Assignment7.Rmd index 105cbdf..56f8101 100644 --- a/Assignment7.Rmd +++ b/Assignment7.Rmd @@ -11,14 +11,31 @@ In the following assignment you will be looking at data from an one level of an #Upload data ```{r} +library(ggplot2) +library(dplyr) + +library(rpart) + +library(RColorBrewer) +rm(list=ls()) +D1<-read.csv("online.data.csv") ``` #Visualization ```{r} #Start by creating histograms of the distributions for all variables (#HINT: look up "facet" in the ggplot documentation) - +library(ggplot2) +library(tidyr) +library(dplyr) +D2 <- D1 +D2$level.up <- ifelse(D1$level.up =="yes",1,0) +D3 <- gather(D2,"measure","score",2:7) +p <- ggplot(D3,aes(score)) + + facet_wrap(~measure,scales = "free") + + geom_histogram(stat = "count") #Then visualize the relationships between variables +pairs(D1) #Try to capture an intution about the data and the relationships @@ -26,12 +43,15 @@ In the following assignment you will be looking at data from an one level of an #Classification tree ```{r} #Create a classification tree that predicts whether a student "levels up" in the online course using three variables of your choice (As we did last time, set all controls to their minimums) - +library(rpart) +c.tree1 <- rpart(level.up~forum.posts + pre.test.score,method = "class", data = D1,control = rpart.control(minsplit = 1,minbucket = 1,cp = 0.001)) #Plot and generate a CP table for your tree - +printcp(c.tree1) +plot(c.tree1) #Generate a probability value that represents the probability that a student levels up based your classification tree +D1$pred <- predict(c.tree1, type = "prob")[,2] -D1$pred <- predict(rp, type = "prob")[,2]#Last class we used type = "class" which predicted the classification for us, this time we are using type = "prob" to see the probability that our classififcation is based on. +#Last class we used type = "class" which predicted the classification for us, this time we are using type = "prob" to see the probability that our classififcation is based on. ``` ## Part II #Now you can generate the ROC curve for your model. You will need to install the package ROCR to do this. @@ -44,9 +64,13 @@ plot(performance(pred.detail, "tpr", "fpr")) abline(0, 1, lty = 2) #Calculate the Area Under the Curve -unlist(slot(performance(Pred2,"auc"), "y.values"))#Unlist liberates the AUC value from the "performance" object created by ROCR +unlist(slot(performance(pred.detail,"auc"), "y.values"))#Unlist liberates the AUC value from the "performance" object created by ROCR #Now repeat this process, but using the variables you did not use for the previous model and compare the plots & results of your two models. Which one do you think was the better model? Why? +pred.detail2 <- prediction(D1$messages, D1$level.up) +plot(performance(pred.detail2, "tpr", "fpr")) +abline(0, 1, lty = 2) +unlist(slot(performance(pred.detail2,"auc"), "y.values")) ``` ## Part III #Thresholds @@ -54,14 +78,18 @@ unlist(slot(performance(Pred2,"auc"), "y.values"))#Unlist liberates the AUC valu #Look at the ROC plot for your first model. Based on this plot choose a probability threshold that balances capturing the most correct predictions against false positives. Then generate a new variable in your data set that classifies each student according to your chosen threshold. threshold.pred1 <- - +D1$threshold.pred1 <- ifelse(D1$pred >= 0.6,1,0) +D1$truepos.model1 <- ifelse(D1$level.up == "yes" & D1$threshold.pred1 == "yes", 1, 0) +D1$falsepos.model1 <- ifelse(D1$level.up == "no" & D1$threshold.pred1 == "yes", 1,0) +D1$falseneg.model1 <- ifelse(D1$level.up == "yes" & D1$threshold.pred1 == "no", 1,0) #Now generate three diagnostics: -D1$accuracy.model1 <- +D1$accuracy.model1 <- mean(ifelse(D1$level.up==D1$threshold.pred1,1,0)) -D1$precision.model1 <- +D1$precision.model1 <- sum(D1$truepos.model1)/(sum(D1$truepos.model1) + sum(D1$falsepos.model1)) + +D1$recall.model1 <- sum(D1$truepos.model1)/(sum(D1$truepos.model1) + sum(D1$falseneg.model1)) -D1$recall.model1 <- #Finally, calculate Kappa for your model according to: @@ -75,6 +103,24 @@ matrix1 <- as.matrix(table1) kappa(matrix1, exact = TRUE)/kappa(matrix1) #Now choose a different threshold value and repeat these diagnostics. What conclusions can you draw about your two thresholds? +D1$threshold.pred2 <- ifelse(D1$pred >= 0.9,1,0) +D1$truepos.model2 <- ifelse(D1$level.up == "yes" & D1$threshold.pred2 == "yes", 1, 0) +D1$falsepos.model2 <- ifelse(D1$level.up == "no" & D1$threshold.pred2 == "yes", 1,0) +D1$falseneg.model2 <- ifelse(D1$level.up == "yes" & D1$threshold.pred2 == "no", 1,0) +#Now generate three diagnostics: +D1$accuracy.model2 <- mean(ifelse(D1$level.up==D1$threshold.pred2,1,0)) +D1$precision.model2 <- sum(D1$truepos.model2)/(sum(D1$truepos.model2) + + sum(D1$falsepos.model2)) +D1$recall.model2 <- sum(D1$truepos.model2)/(sum(D1$truepos.model2) + sum(D1$falseneg.model2)) +#Finally, calculate Kappa for your model according to: +#First generate the table of comparisons +table2 <- table(D1$level.up, D1$threshold.pred2) +#Convert to matrix +matrix2 <- as.matrix(table2) +#Calculate kappa +kappa(matrix2, exact = TRUE)/kappa(matrix2) + +From that result, we can say if you choose higher threshold value, 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