Publication list

Bellow is a list of my academic publications with additional links to codes, poster, slides. This information can also be found in my Google Scholar profile.

No.

Title

Year

Type


020

A Time-Vertex Signal Processing Framework
Francesco Grassi, Andreas Loukas, Nathanael Perraudin, Benjamin Ricaud
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Reproducible research
Webpage

2017

Article


019

Graph-based structures in Data Science: Fundamental limits and applications to Machine Learning
Nathanael Perraudin
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Reproducible research

2017

Thesis


018

Large Scale Graph Learning from Smooth Signals
Vassilis Kalofolias, Nathanael Perraudin
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2017

Article


017

Stationary time-vertex signal processing
Andreas Loukas, Nathanael Perraudin
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Reproducible research
Webpage

2016

Article


016

Inpainting of long audio segments with similarity graphs
Nathanael Perraudin, Nicki Hollighaus, Piotr Majdak, Peter Balazs
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Demo
Code

2018

Article


015

Predicting the evolution of stationary graph signals
Andreas Loukas, Elvin Isufifi, Nathanael Perraudin
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2016

Letter


014

Towards stationary time-vertex signal processing
Nathanael Perraudin, Andreas Loukas, Francesco Grassi, Pierre Vandergheynst
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2016

Conference Paper


013

Tracking Time-Vertex Propagation using Dynamic Graph Wavelets
Francesco Grassi, Nathanael Perraudin, Benjamin Ricaud
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2016

Conference paper


012

Low-Rank Matrices on Graphs: Generalized Recovery & Applications
Nauman Shahid, Nathanael Perraudin, Pierre Vandergheynst
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2016

Technical report


011

GSPBOX: A toolbox for signal processing on graphs
Nathanael Perraudin, Johan Paratte, David Shuman, Lionel Martin, Vassilis Kalofolias, Pierre Vandergheynst, David K. Hammond
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Website

2016

Technical report


010

Global and Local Uncertainty Principles for Signals on Graphs
Nathanael Perraudin, Benjamin Ricaud, David Shuman, Pierre Vandergheynst
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Code

2016

Article


009

Compressive PCA on Graphs
Nauman Shahid, Nathanael Perraudin, Gilles Puy, Pierre Vandergheynst
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2016

Article


008

Stationary signal processing on graphs
Nathanael Perraudin, Pierre Vandergheynst
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Code

2016

Article


007

PCA using Graph Total variation
Nauman Shahid, Nathanael Perraudin, Vassilis Kalofolias, Benjamin Ricaud, Pierre Vandergheynst
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Code

2015

Conference paper


006

Fast Robust PCA on Graphs
Nauman Shahid, Nathanael Perraudin, Vassilis Kalofolias, Pierre Vandergheynst
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Code

2015

Article


005

Accelerated filtering on graphs using Lanczos method
Ana Susnjara, Nathanael Perraudin, Daniel Kressner, Pierre Vandergheynst
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Code

2015

Article


004

The UNLocBoX: A Matlab convex optimization toolbox using proximal splitting methods
Nathanael Perraudin, David Shuman, Gilles Puy, Pierre Vandergheynst
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Website

2013

Technical report


003

Designing Gabor windows using convex optimization
Nathanael Perraudin, Nicki Hollighaus, Peter L. Sondergaard, Peter Balazs
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Code

2014

Article


002

A fast Griffin-Lim algorithm
Nathanael Perraudin, Peter L. Sondergaard, Peter Balazs
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Code

2013

Conference paper


001

Gabor dual windows using convex optimization
Nathanael Perraudin, Nicki Hollighaus, Peter L. Sondergaard, Peter Balazs
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Code

2013

Conference paper