Matthew Capella

Co-clustering of High-order Data via Regularized Tucker Decompositions

Computational methods for identifying hidden structures in high-order data are critical for exploratory data analysis tasks. This work proposes a joint dimensionality reduction and co-clustering algorithm for tensors. A compressed representation of a tensor is obtained via a Tucker-like decompositio…