Question: what is the difference between weak stationary and strong stationary?
Answer: Time series is strong stationery given that unconditional joint probability distribution does not change when shifted in time, this means that the distribution is the same through time. In weak stationary, a time series is when the mean and the variance are not constant through time. They keep changing with time.