What algorithm should I go for if I want to determine collective outliers within a dataset?

By collective outliers, I mean a series of data points differ significantly from the trends in the rest of the dataset. The data refers to time-series. I cannot find an algorithm that does this. The ones that I find are all focused on finding point outliers.