129 citations · 135 across the 6 of their papers we have counts for
6 papers
Quadratic Programming Over Ellipsoids (with Applications to Constrained Linear Regression and Tensor Decomposition)
Anh-Huy Phan, Masao Yamagishi, Danilo Mandic +1
A novel algorithm to solve the quadratic programming problem over ellipsoids is proposed. This is achieved by splitting the problem into two optimisation sub-problems, quadratic pr…
The sum of tensor networks
Giuseppe G. Calvi, Ilia Kisil, Danilo P. Mandic
Tensor networks (TNs) have been gaining interest as multiway data analysis tools owing to their ability to tackle the curse of dimensionality and to represent tensors as smaller-sc…
Tensor Valued Common and Individual Feature Extraction: Multi-dimensional Perspective
Ilia Kisil, Giuseppe G. Calvi, Danilo P. Mandic
A novel method for common and individual feature analysis from exceedingly large-scale data is proposed, in order to ensure the tractability of both the computation and storage and…
Automatic sleep monitoring using ear-EEG
Takashi Nakamura, Valentin Goverdovsky, Mary J. Morrell +1
The monitoring of sleep patterns without patient's inconvenience or involvement of a medical specialist is a clinical question of significant importance. To this end, we propose an…
Hearables: Multimodal physiological in-ear sensing
Valentin Goverdovsky, Wilhelm von Rosenberg, Takashi Nakamura +5
Future health systems require the means to assess and track the neural and physiological function of a user over long periods of time and in the community. Human body responses are…
The Theory of Quaternion Matrix Derivatives
Dongpo Xu, Danilo P. Mandic
A systematic theory is introduced for calculating the derivatives of quaternion matrix function with respect to quaternion matrix variables. The proposed methodology is equipped wi…