# What's the meaning of Err in Online Time Series Predicion with Missing Values

I'm reading THIS paper about online predictions on time series with missing values. And trying to code the third algorithm in C++.

The thing is that I don’t understand what they mean by $$Err_{\tau}$$ and $$Err_{s}$$ and how I should compute these values.