I want to predict a single event by using multivariate time series data. The event I am going to predict is 100% going to happen in the following weeks but not sure when. And this event is going to happen only once. For the end result, I would like to predict the event for each individual with a confidence score.
I have around 300 samples. I also have labeled event date for each sample. The frequency of the multivariate time series data is daily. I wish to predict this event like several days beforehand.
What kinda model should I consider? I was thinking of survival analysis for this task. Any suggestions would be greatly appreciated!