Summarizing Simple Filters

Using a simple filtering screen prior to modeling can be effective and relatively efficient. 1. The filters should be included in the resampling process to avoid optimistic assessments of performance. 2. This can lead to redundancy in the selected features 3. The filtering threshold is subjective and leave have some unknowns of how many features could be removed before performance is impacted