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 ensemble method




EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models

Neural Information Processing Systems

Nevertheless, it encounters challenges related to ill-posed problems, resulting in deviations between single model predictions and ground-truths. Ensemble learning, as a powerful machine learning technique, aims to address these deviations by combining the predictions of multiple base models.








ConsistentInterpolatingEnsembles viatheManifold-HilbertKernel

Neural Information Processing Systems

To this end, wedefine themanifold-Hilbert kernelfordata distributed onaRiemannian manifold. We prove that kernel smoothing regression and classification using themanifold-Hilbert kernel areweakly consistent inthesetting ofDevroyeetal.