Search Results for author: Min Xiang

Found 3 papers, 2 papers with code

The HR-Calculus: Enabling Information Processing with Quaternion Algebra

no code implementations28 Nov 2023 Danilo P. Mandic, Sayed Pouria Talebi, Clive Cheong Took, Yili Xia, Dongpo Xu, Min Xiang, Pauline Bourigault

From their inception, quaternions and their division algebra have proven to be advantageous in modelling rotation/orientation in three-dimensional spaces and have seen use from the initial formulation of electromagnetic filed theory through to forming the basis of quantum filed theory.

Reciprocal Adversarial Learning via Characteristic Functions

1 code implementation NeurIPS 2020 Shengxi Li, Zeyang Yu, Min Xiang, Danilo Mandic

For rigour, we first establish the physical meaning of the phase and amplitude in CF, and show that this provides a feasible way of balancing the accuracy and diversity of generation.

Solving general elliptical mixture models through an approximate Wasserstein manifold

1 code implementation9 Jun 2019 Shengxi Li, Zeyang Yu, Min Xiang, Danilo Mandic

To relieve this issue, we introduce an efficient optimisation method on a statistical manifold defined under an approximate Wasserstein distance, which allows for explicit metrics and computable operations, thus significantly stabilising and improving the EMM estimation.

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