A nice alternative to decision trees is HDT (hidden decision trees) which blends multiple models. It is described in my articles, at

• Advanced Machine Learning with Basic Excel
• State-of-the-Art Machine Learning Automation with HDT

For more decision tree techniques, see 15 Great Articles About Decision Trees.