Beyond Low Rank: A Graph-Based Propagation Approach to Tensor Completion for Multi-Acquisition Scenarios

no code implementations • 6 Dec 2023 • Iain Rolland, Sivasakthy Selvakumaran, Andrea Marinoni

Referred to as GraphProp, the method propagates observed entries around a graph-based representation of the tensor in order to recover the missing entries.

Enhancing ensemble learning and transfer learning in multimodal data analysis by adaptive dimensionality reduction

no code implementations • 8 May 2021 • Andrea Marinoni, Saloua Chlaily, Eduard Khachatrian, Torbjørn Eltoft, Sivasakthy Selvakumaran, Mark Girolami, Christian Jutten

Nonetheless, when applied to multimodal datasets (i. e., datasets acquired by means of multiple sensing techniques or strategies), the state-of-theart methods for ensemble learning and transfer learning might show some limitations.

Dimensionality Reduction Ensemble Learning +1