Adaptive Ensemble Learning for Accurate Classification of High-Dimensional Data
The proliferation of high-dimensional data in genomics, text analytics, hyperspectral imaging and industrial sensing has exposed a persistent weakness of conventional classifiers: as the number of features grows far beyond the number of available samples, distance measures lose contrast, decision boundaries become unst...