Time series prediction of discontinuous data
Yes, it is time series with missing values. In fact you have process $X_t$, which is room temperature in moment $t$, but you have observations in specific time intervals. So your goal is to find out missing values between non-observed intervals.  There are several methods and packages for solving problems like this, here is an implementation of some methods in R: