PUBLICATIONS

Find below, my publications by theme:
  • Experiment Design
Experiment design for complex system simulation
Conferences:
  • Estimation of Quantiles for Monotone Functions: a plug-in adaptive design method
R. Cabral Farias, L. Pronzato, M. J. Rendas
ICRA 2019, Vienna, Austria.
  • Designs for the Characterization of Rare Events of Monotone Models
R. Cabral Farias, E. Ouerghi, L. Pronzato, M. J. Rendas,
ENBIS 2018, Nancy, France.
 
Reports, pre-prints :
R. Cabral Farias, M. J. Rendas, L. Pronzato
2019
R. Cabral Farias, M. J. Rendas, L. Pronzato
2019

Experiment design for source extraction and separation
Conferences:
  • Optimal Sensor Placement for Signal Extraction
F. Ghayem, B. Rivet, R. Cabral Farias, C. Jutten
ICASSP 2019, Brighton, United Kingdom.
  • Gradient-based Algorithm with Spatial Regularization for Optimal Sensor Placement
F. Ghayem, B. Rivet, R. Cabral Farias, C. Jutten
Accepted in ICASSP 2020, Barcelona, Spain.
 
Reports, pre-prints :
  • Robust sensor placement for signal extraction
F. Ghayem, B. Rivet, R. Cabral Farias, C. Jutten
Submitted to IEEE Transactions on Signal Processing. 2020.
 
  • Tensor Decompositions
Constrained tensor decompositions and applications
Journals:
Francesca E. D. Raimondi, R. Cabral Farias, Olivier J. Michel, P. Comon,
IEEE Transactions on Signal Processing, Volume 65, numéro 20, pp. 5334-5346, july 2017.
M. A. Veganzones, J. E. Cohen, R. Cabral Farias, J. Chanussot, P. Comon.,
IEEE Transactions on Geoscienceand Remote Sensing, volume 54, numéro 5, pp. 2577-2588, may 2016.
J. E. Cohen, R. Cabral Farias, P. Comon,
IEEE Signal Processing Letters, volume 22, numéro 7, july 2015, p. 862 – 866.

 
Conferences:
R. Cabral Farias, J. H. M. Goulart , P. Comon,
EUSIPCO 2018, Rome, Italy.
M. A. Veganzones, S. Douté, J. E. Cohen R. Cabral Farias, J. Chanussot, Pierre Comon,
WHISPERS 2016, Los Angeles, United States.
M. A. Veganzones, J.E. Cohen, R. Cabral Farias, K. Usevich, L. Drumetz, J. Chanussot, P. Comon,
EUSIPCO 2016, Budapest, Hungary.
R. Cabral Farias, P. Comon,
EUSIPCO 2015, Nice, France.
M. A. Veganzones, J. E. Cohen, R. Cabral Farias, R. Marrero, J. Chanussot, P. Comon,
EUSIPCO 2015, Nice, France.
R. Cabral Farias, P. Comon, R. Redon,
IEEE International Workshop on Machine Learning for Signal Processing (MLSP), 2014, Reims, France.

 
Joint tensor decomposition models using flexible couplings
Journals:
R. Cabral Farias, J. E. Cohen, P. Comon,
IEEE Transactions on Signal Processing, Volume 64, numéro 18, pp. 4830-4844, june 2016.

Conferences:
J. E. Cohen, R. Cabral Farias, B. Rivet,
14th LVA/ICA conference, 2018, Guilford, United Kingdom.
C. Ren, R. Cabral Farias, P. O. Amblard, P. Comon,
GRETSI 2017, Juan-les-Pins, France.
C. Ren, R. Cabral Farias, Pierre-Olivier Amblard, Pierre Comon,
SAM 2016, session spéciale, Rio de Janeiro, Brazil.
J. E. Cohen, R. Cabral Farias, P. Comon,
EUSIPCO 2016, Budapest, Hungary.
R. Cabral Farias, J. E. Cohen, P. Comon, C. Jutten
12th LVA/ICA conference, Liberec, Czech Republic, 2015.
J. E. Cohen, R. Cabral Farias, P. Comon,
Colloque GRETSI 2015, Lyon, France.
 
Time series modeling using low rank tensor decompositions
Journals :
J. H. M. Goulart, P. M. R. de Oliveira, R. Cabral Farias, V. Zarsoso, P. Comon
Accepted in IEEE Transactions on Signal Processing. 2020.
 
Quantization
Algorithms and performance analysis for estimation based on quantized measuraments
Journals:
R. Cabral Farias, J.-M. Brossier,
IEEE Transactions on Signal Processing, volume 62, number 11, june 2014, p. 2860 – 2870.
R. Cabral Farias, E. Moisan, J.-M. Brossier,
IEEE Signal Processing Letters, volume 21, number 5, may 2014, p. 523 – 526.
R. Cabral Farias et J.-M. Brossier,
Signal Processing, Elsevier, volume 93, november 2013, p. 3076 – 3087.

Conferences:
R. Cabral Farias, J.-M. Brossier
IEEE International Conference on Communications (ICC), 2013, p. 3101-3104, Budapest, Hungary.
Rodrigo C. Farias, Jean-Marc Brossier,
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2013, p. 6436–6440, Vancouver, Canada.
R. Cabral Farias, J.-M. Brossier,
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2013, p. 6441–6445, Vancouver, Canada.
R. Cabral Farias, J.-M. Brossier,
Colloque GRETSI, 2013, Brest, France.

Reports, pre-prints :
R. Cabral Farias, J.-M. Brossier
2012
 
Analysis of quantization effects on machine learning algorithms performance
Conferences:
  • Compression of Deep Neural Networks based on Uniform and Non Uniform Quantization
D. Resmerita, R. Cabral Farias, B. D. de Dinechin, L.Fillatre
ORASIS , 2019, p. 3101-3104, St.-Dié-des-Vosges, France.
  • Compression des réseaux de neurones profonds à base de quantification uniforme et non-uniforme
D. Resmerita, R. Cabral Farias, B. D. de Dinechin, L.Fillatre
Accepted for presentation, GRETSI, 2019.