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Applied feature selection strategies. Prealgorithm strategies (left) work independent of the ML classification method and are filter methods, using statistical properties, or informed methods, using clinical knowledge. Postalgorithm methods (right) are directly embedded within the classification method or wrapped around it via an iterative loop. In each box the studies applying the respective method are given. ML, machine learning
