The simtrait R package enables simulation of complex traits with user-set number of causal loci and the desired heritability of the trait (the proportion of variance due to genetic effects).
Catapult (Combining dATa Across species using Positive-Unlabeled Learning Techniques), is a supervised machine learning method that uses a biased support vector machine where the features are derived from walks in a heterogeneous gene-trait network.