Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Background#R##N#Random forests are becoming increasingly popular in many scientific fields because they can cope with "small n large p" problems, complex interactions and even highly correlated predictor variables. Their variable importance measures have recently been suggested as screening tools for, e.g., gene expression studies. Hover, these variable importance measures show a bias towards correlated predictor variables.
['Carolin Strobl', 'Anne-Laure Boulesteix', 'Thomas Kneib', 'Thomas Augustin', 'Achim Zeileis']
I am writing a research paper on a idea Conditional Variable Importance for Random Forests
[{"from": "human", "value": "I am writing a research paper on a idea Conditional Variable Importance for Random Forests"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Background#R##N#Random forests are becoming increasingly popular in many scientific fields because they can cope with \"small n large p\" problems, complex interactions and even highly correlated predictor variables. Their variable importance measures have recently been suggested as screening tools for, e.g., gene expression studies. Hover, these variable importance measures show a bias towards correlated predictor variables."}]