papers
Publications (8)
cs.IT2019
An Intuitive Derivation of the Coherence Index Relation in Compressive Sensing
Ljubisa Stankovic, Danilo Mandic, Milos Dakovic +1
cs.LG2018
Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor Completion
Longhao Yuan, Chao Li, Danilo Mandic +2
cs.IT2019
Graph Signal Processing -- Part I: Graphs, Graph Spectra, and Spectral Clustering
Ljubisa Stankovic, Danilo Mandic, Milos Dakovic +3
The paper introduces the fundamentals of graph signal processing, focusing on graph representations, spectral analysis of graph Laplacian and adjacency matrices, and how these tool…
#graph signal processing#spectral clustering#graph spectra#graph topology
math.OC2017
Quadratic Programming Over Ellipsoids (with Applications to Constrained Linear Regression and Tensor Decomposition)
Anh-Huy Phan, Masao Yamagishi, Danilo Mandic +1
cs.IT2019
On the Decomposition of Multivariate Nonstationary Multicomponent Signals
Ljubisa Stankovic, Milos Brajovic, Milos Dakovic +1
cs.CV2017
Group Component Analysis for Multiblock Data: Common and Individual Feature Extraction
Guoxu Zhou, Andrzej Cichocki, Yu Zhang +1
cs.NE2019
Widely Linear Complex-valued Autoencoder: Dealing with Noncircularity in Generative-Discriminative Models
Zeyang Yu, Shengxi Li, Danilo Mandic
eess.SP2019
An Example-Driven Introduction to Data Analytics on Graphs
Ljubisa Stankovic, Danilo Mandic, Milos Dakovic +3