I am new to R and I am trying to do linear prediction. Here is some simple data:
test.frame<-data.frame(year=8:11, value= c(12050,15292,23907,33991))
Say if I want to predict the value for year=12. This is what I am doing (experimenting with different commands):
lma=lm(test.frame$value~test.frame$year) # let's get a linear fit
summary(lma) # let's see some parameters
attributes(lma) # let's see what parameters we can call
lma$coefficients # I get the intercept and gradient
predict(lm(test.frame$value~test.frame$year))
newyear <- 12 # new value for year
predict.lm(lma, newyear) # predicted value for the new year
Some queries:
-
if I issue the command
lma$coefficientsfor instance, a vector of two values is returned to me. How to pick only the intercept value? -
I get lots of output with
predict.lm(lma, newyear)but cannot understand where the predicted value is. Can someone please clarify?
Thanks a lot…
intercept:
Predict, try this: