Add samplers: oversampling and stochastic filtering/sampling of data sets

[JochenSiegWork]

Add classes to do variations of stochastic filtering and sampling. Including:

• Oversampling (balance minority and majority class in data sets through data copies)
• Stochastic sampling strategies: Sample data points from a data sets using different criteria, like group sizes, class balance etc.