Predict classes or class probabilities?

In principle & in theory, hard & soft classification (i.e. returning classes & probabilities respectively) are different approaches, each one with its own merits & downsides. Consider for example the following, from the paper Hard or Soft Classification? Large-margin Unified Machines: Margin-based classifiers have been popular in both machine learning and statistics for classification problems. … Read more