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Jordan Frecon

Post Doc

Research Line

Computational Statistics and Machine Learning

Center

IIT Central Research Labs Genova

Contacts

jordan.frecon@iit.it
+39 010 2896 271
Contact Me

Social profiles

researchgate

About

I defended my PhD in Physics at the Ecole Normale Supérieure de Lyon (ENS Lyon) on October 11th 2016, under the supervision of Patrice Abry and Nelly Pustelnik. I am currently a postdoctoral researcher at the Italian Institute of Technology (IIT) in the Computational Statistics and Machine Learning group directed by Massimiliano Pontil.

Interests

Inverse problems in signal and image processing Hyperparameter optimization Non-smooth convex optimization Scale invariance Online learning

Selected Publications

Journal articles

  1. J. Frecon, N. Pustelnik, N. Dobigeon, H. Wendt and P. Abry,
    Bayesian selection for the l2-Potts model regularization parameter: 1D piecewise constant signal denoising,
    Submitted to IEEE Transactions on Signal Processing, 2016. (pdf)

  2. J. Frecon, G. Didier, N. Pustelnik and P. Abry,
    Non-Linear Wavelet Regression and Branch and Bound Optimization for the Full Identification of Bivariate Operator Fractional Brownian Motion,
    IEEE Transactions on Signal Processing, 64(15):4040-4049, 2016. (pdf)

  3. J. Spilka, J. Frecon, R.F. Leonarduzzi, N. Pustelnik, P. Abry, and M. Doret,
    Sparse Support Vector Machine for Intrapartum Fetal Heart Rate Classification,
    Accepted to IEEE Journal of Biomedical and Health Informatics, 2016.

  4. J. Frecon, N. Pustelnik, P. Abry, and L. Condat,
    On-the-fly Approximation of Multivariate Total Variation Minimization,
    IEEE Transactions on Signal Processing, 64(9):2355–2364, 2016. (pdf)

 

International conferences

  1. J. Frecon, N. Pustelnik, N. Dobigeon, H. Wendt and P. Abry,
    Bayesian-variational scheme to automatically select the regularization parameter in the ℓ1-Potts model,
    International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, USA, March 05-09, 2017.

  2. J. Frecon, R. Fontugne, G. Didier, N. Pustelnik, K. Fukuda and P. Abry,
    Non-linear Regression for Bivariate Sef-similarity Identification - Application to Anomaly Detection in Internet Traffic Based on a Joint Scaling Analysis of Packet and Byte Counts,
    International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 4184–4188, Shanghai, China, March 20-25, 2016.

  3. J. Frecon, N. Pustelnik, H. Wendt and P. Abry,
    Multivariate Optimization for Multifractal-based Texture Segmentation,
    International Conference on Image Processing (ICIP), pages 4957–4961, Quebec, Canada, Sept. 27-30, 2015.

  4. R.F. Leonarduzzi, J. Spilka, J. Frecon, H. Wendt, N. Pustelnik, S. Jaffard, P. Abry and M. Doret,
    P-Leader Multifractal Analysis and Sparse SVM for Intrapartum Fetal Acidosis Detection,
    37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pages 1971–1974, Italy, Milan, Aug. 25-29, 2015.

  5. J. Spilka, J. Frecon, R.F. Leonarduzzi, N. Pustelnik, P. Abry and M. Doret,
    Intrapartum Fetal Heart Rate Classification from Trajectory in Sparse SVM Feature Space,
    37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pages 2335–2338, Italy, Milan, Aug. 25-29, 2015.

  6. J. Frecon, N. Pustelnik, N. Dobigeon, H. Wendt and P. Abry,
    Hybrid Bayesian Variational Scheme to Handle Parameter Selection in Total Variation Signal Denoising,
    European Signal Processing Conference (EUSIPCO), pages 1716–1720, Lisbon, Portugal, Sept. 1-5, 2014.

 

National conferences and workshops

  1. J. Frecon, N. Pustelnik, N. Dobigeon, H. Wendt and P. Abry,
    Sélection du paramètre de régularisation dans le problème l2-Potts,
    Submitted to GRETSI, Juan-les-Pins, France, Sept. 5-8 2017.

  2. J. Frecon, N. Pustelnik, H. Wendt, L. Condat and P. Abry,
    Multifractal-based texture segmentation using variational procedure,
    IVMSP, Bordeaux, France, Jul. 11-12 2016.

  3. J. Frecon, N. Pustelnik, H. Wendt and P. Abry,
    Variation totale multivariée pour la détection de changement du spectre multifractal,
    GRETSI, Lyon, France, Sept. 8-11 2015.

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