1.4k citations · 3.2k across the 73 of their papers we have counts for
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Von Mises-Fisher Elliptical Distribution
Shengxi Li, Danilo Mandic
A large class of modern probabilistic learning systems assumes symmetric distributions, however, real-world data tend to obey skewed distributions and are thus not always adequatel…
Robust Principal Component Analysis Based On Maximum Correntropy Power Iterations
Jean P. Chereau, Bruno Scalzo Dees, Danilo P. Mandic
Principal component analysis (PCA) is recognised as a quintessential data analysis technique when it comes to describing linear relationships between the features of a dataset. How…
Hypergraph -Laplacian: A Differential Geometry View
Shota Saito, Danilo P Mandic, Hideyuki Suzuki
The graph Laplacian plays key roles in information processing of relational data, and has analogies with the Laplacian in differential geometry. In this paper, we generalize the an…
Frequency estimation in three-phase power systems with harmonic contamination: A multistage quaternion Kalman filtering approach
Sayed Pouria Talebi, Danilo P. Mandic
Motivated by the need for accurate frequency information, a novel algorithm for estimating the fundamental frequency and its rate of change in three-phase power systems is develope…