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Keywords

Change point estimation Elliptical distributions M-estimators Coupled tensor decompositions Complex elliptically symmetric distributions Structured covariance matrix Cramer-Rao bound Bayes methods Parameter estimation Complex observations Dynamic Markovian systems Estimation Cramér-Rao bounds Convex structure T-distribution Barankin bound Coupled models Complex Elliptically Symmetric distributions Kronecker product Context
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28

Chengfang REN 

Assistant professor
SONDRA Laboratory, CentraleSupelec
3, rue Joliot-Curie
91192 Gif-sur-Yvette, France
Phone : +33 1 69 85 18 03
chengfang.ren(at)centralesupelec(dot)fr

 

I am currently an Assistant Professor at SONDRA, the French-Singaporean laboratory of CentraleSupelec. My research interests include robust estimation, performance bounds and resolution limits applied to statistical signal processing and for Radar applications. Recently, I am also interested in machine and deep learning approaches for Radar applications.

website: https://sites.google.com/view/chengfangren

 

Journal articles8 documents

  • Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, Philippe Forster. Matched and Mismatched Estimation of Kronecker Product of Linearly Structured Scatter Matrices under Elliptical Distributions. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, In press, ⟨10.1109/TSP.2020.3042946⟩. ⟨hal-03039552⟩
  • Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Asymptotic Performance of Complex M-estimators for Multivariate Location and Scatter Estimation. IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2019, 26 (2), pp.367-371. ⟨10.1109/lsp.2019.2891201⟩. ⟨hal-01968961⟩
  • Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Robust Estimation of Structured Scatter Matrices in (Mis)matched Models. Signal Processing, Elsevier, 2019, 165, pp.163-174. ⟨10.1016/j.sigpro.2019.06.030⟩. ⟨hal-02165848⟩
  • Steeve Zozor, Chengfang Ren, Alexandre Renaux. On the Maximum Likelihood Estimator Statistics for Unimodal Elliptical Distributions in the High Signal-to-Noise Ratio Regime. IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2018, 25 (6), pp.883 - 887. ⟨10.1109/LSP.2018.2831178⟩. ⟨hal-01798888⟩
  • Saloua Chlaily, Chengfang Ren, Pierre-Olivier Amblard, Olivier Michel, Pierre Comon, et al.. Information-Estimation relationship in mismatched Gaussian channels. IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2017, 24 (5), pp.688-692. ⟨10.1109/LSP.2017.2687764⟩. ⟨hal-01493481⟩
  • Chengfang Ren, Jérôme Galy, Eric Chaumette, François Vincent, Pascal Larzabal, et al.. Recursive hybrid Cramer-Rao bound for discrete-time Markovian dynamic systems. IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2015, 22 (10), pp.1543-1547. ⟨10.1109/LSP.2015.2412173⟩. ⟨hal-01226835⟩
  • Chengfang Ren, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. Hybrid Barankin-Weiss-Weinstein bounds. IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2015, 22 (11), pp.2064-2068. ⟨10.1109/lsp.2015.2457617⟩. ⟨hal-01234910⟩
  • Chengfang Ren, Mohammed Nabil El Korso, Jérôme Galy, Eric Chaumette, Pascal Larzabal, et al.. On the accuracy and resolvability of vector parameter estimates. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2014, 62 (14), pp.3682-3694. ⟨10.1109/TSP.2014.2328322⟩. ⟨hal-01103527⟩

Conference papers18 documents

  • Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, Philippe Forster. Efficient Estimation of Kronecker Product of Linear Structured Scatter Matrices under t-distribution. 28th European Signal Processing Conference (EUSIPCO 2020), Jan 2021, Amsterdam, Netherlands. ⟨hal-02873816⟩
  • Pierre Cadart, Marin Merlin, Giovanni Manfredi, Jérémy Fix, Chengfang Ren, et al.. Classification in C-band of Doppler signatures of human activities in indoor environment. IET International Radar Conference 2020, 2021, Chongqing, China. ⟨hal-03022656⟩
  • Israel Hinostroza Sáenz, Thierry Letertre, Chengfang Ren, Jérémy Fix. Analysis of airplane signatures using passive VHF radar for recognition perspectives. 2019 International Radar Conference, Sep 2019, Toulon, France. ⟨hal-02492643⟩
  • Victor Gacoin, Anthony Kolar, Chengfang Ren, Régis Guinvarc'H. Distributing deep neural networks for maximising computing capabilities and power efficiency in swarm. 2019 IEEE International Symposium on Circuits and Systems (ISCAS), May 2019, Sapporo, Japan. ⟨hal-02434837⟩
  • Bruno Meriaux, Arnaud Breloy, Chengfang Ren, Mohammed Nabil El Korso, Philippe Forster. Modified Sparse Subspace Clustering for Radar Detection in Non-stationary Clutter. 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2019), 2019, Le Gosier, Guadeloupe, France. ⟨hal-02292685v2⟩
  • Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, P Forster, et al.. On the Recursions of Robust COMET Algorithm for Convexly Structured Shape Matrix. 27th European Signal Processing Conference (EUSIPCO 2019), Sep 2019, A Coruña, Spain. ⟨hal-02155905⟩
  • Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, P Forster, et al.. Une version récursive de RCOMET pour l'estimation robuste de matrices de forme à structure convexe. XXVIIème Colloque francophone de traitement du signal et des images (GRETSI 2019), Aug 2019, Lille, France. ⟨hal-02155900⟩
  • Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Estimation robuste de matrices de dispersion structurées pour des modèles bien/mal spécifiés. XXVIIème Colloque francophone de traitement du signal et des images (GRETSI 2019), Aug 2019, Lille, France. ⟨hal-02155887⟩
  • Chengfang Ren, Alexandre Renaux, Sylvain Azarian. Performance bounds for change point and time delay estimation. 26th European Signal Processing Conference (EUSIPCO 2018), Sep 2018, Rome, Italy. ⟨10.23919/eusipco.2018.8553063⟩. ⟨hal-01895286⟩
  • Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Efficient Estimation of Scatter Matrix with Convex Structure under t-Distribution. 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018), Apr 2018, Calgary, Canada. pp.4474-4478, ⟨10.1109/icassp.2018.8462449⟩. ⟨hal-01784707⟩
  • Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Robust-COMET for Covariance Estimation in Convex Structures: Algorithm and Statistical Properties. 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2017), Dec 2017, Curaçao, Netherlands. pp.1-5, ⟨10.1109/CAMSAP.2017.8313081⟩. ⟨hal-01651772⟩
  • Chengfang Ren, Rodrigo Cabral Farias, Pierre-Olivier Amblard, Pierre Comon. Performances optimales pour les données multimodales partiellement couplées. XXVIème colloque GRETSI (GRETSI 2017), Sep 2017, Juan-Les-Pins, France. ⟨hal-01567124⟩
  • Chengfang Ren, Julien Le Kernec, Jérôme Galy, Eric Chaumette, Pascal Larzabal, et al.. A constrained hybrid Cramér-Rao bound for parameter estimation. ICASSP: International Conference on Acoustics, Speech and Signal Processing, Apr 2015, Brisbanne, Australia. pp.3472-3476, ⟨10.1109/ICASSP.2015.7178616⟩. ⟨hal-01234924⟩
  • Chengfang Ren, Julien Le Kernec, Jérôme Galy, Éric Chaumette, Pascal Larzabal, et al.. Borne de Cramér-Rao sous contraintes pour l'estimation simultanée de paramètres aléatoires et non aléatoires. 25eme Colloque GRETSI 2015, Sep 2015, Lyon, France. ⟨hal-01234916⟩
  • Chengfang Ren, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. A Ziv-Zakai type bound for hybrid parameter estimation. ICASSP: International Conference on Acoustics, Speech and Signal Processing, May 2014, Firenze, Italy. ⟨10.1109/ICASSP.2014.6854486⟩. ⟨hal-00947790⟩
  • Chengfang Ren, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. Hybrid Lower Bound On The MSE Based On The Barankin And Weiss-Weinstein Bounds. ICASSP: International Conference on Acoustics, Speech, and Signal Processing, May 2013, Vancouver, BC, Canada. pp.5534-5538, ⟨10.1109/ICASSP.2013.6638722⟩. ⟨hal-00800214⟩
  • Chengfang Ren, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. Une borne inférieure de l'erreur quadratique moyenne pour l'estimation simultané de paramètres aléatoires et non-aléatoires. GRETSI 2013, Sep 2013, Brest, France. ⟨hal-00926286⟩
  • Chengfang Ren, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. High resolution techniques for Radar: Myth or Reality?. EUSIPCO: European Signal Processing Conference, Sep 2013, Marrakech, Morocco. ⟨hal-00926285⟩

Preprints, Working Papers, ...1 document

  • J Agustin Barrachina, Chengfang Ren, Christele Morisseau, Gilles Vieillard, Jean-Philippe Ovarlez. Complex-Valued vs. Real-Valued Neural Networks for Classification Perspectives: An Example on Non-Circular Data. 2020. ⟨hal-02941957⟩

Reports1 document

  • Chengfang Ren, Rodrigo Cabral Farias, Pierre-Olivier Amblard, Pierre Comon. Performance bounds for coupled models. [Research Report] GIPSA-lab. 2016. ⟨hal-01280480⟩