PUBLICATIONS


Listed (more or less in chronological order) in each of the following categories:

Books
Journal papers
Books Chapters
Conference papers
Internal Reports and unpublished communications...

                                    You can also have a look at  MathSciNet


Books

  1. E. Walter and L. Pronzato. ``Identification de Modèles Paramétriques à Partir de Données Expérimentales'', Masson, Paris, 1994. xx+371 pages.
  2. E. Walter and L. Pronzato. ``Identification of Parametric Models from Experimental Data'', Springer-Verlag, Heidelberg, 1997. xviii+413 pages.
  3. A.C. Atkinson, L. Pronzato and H.P. Wynn (eds.). ``Recent Advances in Model-Oriented Data Analysis and Experimental Design'' , Proceedings MODA'5, Marseilles, France, June 22-26, 1998, Physica-Verlag, Heidelberg, 1998. xiv+300 pages.
  4. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Dynamical Search. Applications of Dynamical Systems in Search and Optimisation'' , Chapman & Hall-CRC Press, Boca Raton, London. x+221 pages, 2000.
  5. L. Pronzato and A.A. Zhigljavsky (eds.). ``Optimal Design and Related Areas in Optimization and Statistics", Springer Optimization and Its Applications, vol. 28. Springer-Verlag, Heidelberg. xvi+224 pages, 2009. http://www.springer.com/978-0-387-79935-3
  6. L. Pronzato and A. Pazman. ``Design of Experiments in Nonlinear Models", Springer (Lecture Notes in Statistics, Vol. 212), New York, Heidelberg, XV+399 pages, 2013. http://link.springer.com/book/10.1007/978-1-4614-6363-4/page/1

Journal papers

National :

  1. L. Pronzato and E. Walter. ``Détermination bayesienne des conditions opératoires maximisant un critère de qualité'', Statistique et Analyse des Données, 16(2) :107-125, 1991.
  2. N.I. Chernov, G.A. Ososkov and L. Pronzato. ``3-dimensional vertex reconstruction from 2-dimensional tracks observations using likelihood inference'', Applications of Mathematics, 37(6): 437-452, 1992.
  3. L. Pronzato. ``Discussion of the paper ``The foundation of experimental design and observation'' by H.P. Wynn'', J. of the Italian Statistical Society, 2(2): 159-163, 1993.
  4. F. Berthier, J.-P. Diard, C. Montella, L. Pronzato and E. Walter. ``Sur l'identifiabilité structurelle de la réaction de Volmer-Heyrovsky'', J. Chim. Phys., 90: 2069-2081, 1993.
  5. R. Gautier and L. Pronzato. ``Some results on optimal allocation in two-step sequential design'', Biometrical Letters, 36(1): 15-30, 1999.
  6. R.Gautier and L. Pronzato. ``Adaptive control for sequential design'', Discussiones Mathematicae, Probability & Statistics, 20(1): 97-114, 2000.
  7. L. Pronzato and E. Walter. ``Comment éviter les optimiseurs locaux parasites en estimation paramétrique non linéaire'', J. Européen des Systèmes Automatisés, 36(3): 351-362, 2002.
  8. A. Pazman and L. Pronzato. ``Asymptotic criteria for designs in nonlinear regression with model errors", Mathematica Slovaca, 56: 543-553, 2006. http://hal.archives-ouvertes.fr/hal-00158853/fr/
  9. L. Pronzato. ``Sélection séquentielle de conditions expérimentales non contrôlées", J. Européen des Systèmes Automatisés, 40(2): 197-209, 2006. http://hal.archives-ouvertes.fr/hal-00259580/fr/
  10. L. Pronzato. ``On the regularization of singular c-optimal designs", Mathematica Slovaca, 59(5): 611-626, 2009. http://hal.archives-ouvertes.fr/hal-00416002/fr/
  11. L. Pronzato. ``Minimax and maximin space-filling designs: some properties and methods for construction", J. Société Française de Statistique, 158(1):7-36, 2017.


International :

  1. L. Pronzato, E. Walter, A. Venot and J.-F. Lebruchec. ``A general purpose global optimizer: implementation and applications'', Mathematics and Computers in Simulation, 26: 412-422, 1984.
  2. L. Pronzato and E. Walter. ``Robust experiment design via stochastic approximation'', Mathematical Biosciences, 75: 103-120, 1985.
  3. A. Venot, L. Pronzato, E. Walter and J.-F. Lebruchec. ``A distribution-free criterion for robust identification, with applications in system modelling and image processing'', Automatica, 22(1): 105-109, 1986.
  4. E. Walter and L. Pronzato. ``Optimal experiment design for nonlinear models subject to large prior uncertainties'', Modelling Methodology Forum of the Amer. Journal of Physiology, 253: 530-534, 1987.
  5. L. Pronzato and E. Walter. ``Robust experiment design via maximin optimization'', Mathematical Biosciences, 89: 161-176, 1988.
  6. L. Pronzato and E. Walter. ``Experiment design in a bounded-error context: comparison with D-optimality'', Automatica, 25(3): 383-391, 1989.
  7. E. Walter, L. Pronzato and A. Venot. ``Theoretical properties of sign change criteria for robust off-line estimation'', Automatica, 25(6): 949-952, 1989.
  8. E. Walter and L. Pronzato. ``Qualitative and quantitative experiment design for phenomenological models - a survey'', Automatica, 26(2): 195-213, 1990.
  9. L. Pronzato and E. Walter. ``Experiment design for bounded error models'', Mathematics and Computers in Simulation, 32(5-6): 571-584, 1990.
  10. A. Pazman and L. Pronzato. ``Nonlinear experimental design based on the distribution of estimators'', J. of Statistical Planning and Inference, 33: 385-402, 1992.
  11. L. Pronzato and E. Walter. ``Experimental design for estimating the optimum point in a response surface'', Acta Applicandae Mathematicae , 33: 45-68, 1993.
  12. L. Pronzato and E. Walter. ``Minimal-volume ellipsoids'', Int. J. of Adaptive Control and Signal Processing, 8:15-30, 1994.
  13. L. Pronzato and A. Pazman. ``Second-order approximation of the entropy in nonlinear least-squares estimation'', Kybernetika, 30(2): 187-198, 1994 (Erratum, 32(1):104, 1996).
  14. C. Kulcsar, L. Pronzato and E. Walter. ``Optimal experimental design and therapeutic drug monitoring'', Int. J. of Biomedical Computing, 36: 95-101, 1994.
  15. L. Pronzato and E. Walter. ``Minimum-volume ellipsoids containing compact sets. Application to parameter bounding'', Automatica, 30(11): 1731-1739, 1994.
  16. A. Venot, L. Pronzato and E. Walter. ``Comments about the coincident bit counting (CBC) criterion for image registration'', IEEE Trans. on Medical Imaging, 13(3): 565-566, 1994.
  17. A. Pazman and L. Pronzato. ``A Dirac-function method for densities of nonlinear statistics and for marginal densities in nonlinear regression'', Statistics & Probability Letters, 26: 159-167, 1996.
  18. E. Walter, L. Pronzato, Y. Soong, M. Otarod and J. Happel. ``Modelling transcient tracing in plug-flow reactors, a case study'', Industrial and Engineering Chemistry Research, 34: 483-487, 1995.
  19. F. Berthier, J.-P. Diard, C. Montella, L. Pronzato and E. Walter. ``Choice of experimental methods induced by structural properties of mechanisms", J. of Electroanalytical Chemistry, 399: 1-6, 1995.
  20. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Dynamic systems in search and optimisation'', CWI Quarterly, 8(3): 201-236, 1995.
  21. L. Pronzato, C. Kulcsar and E. Walter. ``An actively adaptive control policy for linear models'', IEEE Trans. on Automatic Control, 41(6): 855-858, 1996.
  22. F. Berthier, J.-P. Diard, L. Pronzato and E. Walter. ``Identifiability and distinguishability concepts in electrochemistry'', Automatica, 32(7): 973-984, 1996.
  23. E. Walter and L. Pronzato. ``On the identifiability and distinguishability of nonlinear parametric models'', Mathematics and Computers in Simulation, 42: 125-134, 1996.
  24. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``A generalized Golden-Section algorithm for line search'', IMA J. of Mathematical Control and Information, 15: 185-214, 1998.
  25. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Stochastic analysis of convergence via dynamic representation for a class of line-search algorithms'', Combinatorics, Probability and Computing, 6: 205-229, 1997.
  26. C. Kulcsar, L. Pronzato and E. Walter. ``Dual control of linearly parameterized models via prediction of posterior densities'', European J. of Control, 2(2): 135-143, 1996.
  27. M. Otarod, J. Happel, Y. Soong, E. Walter and L. Pronzato. ``Transcient isotopic tracing of nickel catalyst deactivation in a plug-flow reactor'', Applied Catalyst, 151: 97-107, 1997.
  28. M.J. Rendas, J.-Y. Tigli, L. Pronzato, M.-C. Thomas, M. Ribo, J. Santos-Victor, I.M.G. Lourtie and A. Bernardino. ``Uncertainty modelling and perceptual guiding for safe operation in unknown environments'', Int. J. on Intelligent Control Systems, 2(2): 235-285, 1998.
  29. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Finite sample behaviour of an ergodically fast line-search algorithm'', Computational Optimization and Applications, 14: 75-86, 1999.
  30. L. Pronzato. ``On a property of the expected value of a determinant'', Statistics & Probability Letters, 39: 161-165, 1998.
  31. J.-P. Costa, L. Pronzato and E. Thierry. ``Nonlinear prediction by kriging, with application to noise cancellation'', Signal Processing, 80: 553-566, 2000.
  32. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Analysis of performance of symmetric second-order line search algorithms through continued fractions'' , IMA J. of Mathematical Control and Information, 18: 281-296, 2001.
  33. L. Pronzato. ``Optimal and asymptotically optimal decision rules for sequential screening and resource allocation'' , IEEE Trans. on Automatic Control, 46(5): 687-697, 2001.
  34. H.-F. Raynaud, L. Pronzato and E. Walter. ``Robust identification and control based on ellipsoidal parametric uncertainty descriptions'', European J. of Control, 6(3): 245-257, 2000.
  35. L. Pronzato. ``Adaptive optimization and D-optimum experimental design'', Annals of Statistics, 28(6): 1743-1761, 2000.
  36. L. Pronzato and E. Walter. ``Eliminating suboptimal local minimizers in nonlinear parameter estimation'', Technometrics, 43(4): 434-442, 2001.
  37. L. Pronzato and A. Pazman. ``Using densities of estimators to compare pharmacokinetic experiments'', Computers in Biology and Medicine, 31: 179-195, 2001.
  38. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Renormalised steepest descent in Hilbert space converges to a two-point attractor'', Acta Applicandae Mathematicae, 67: 1-18, 2001.
  39. L. Pronzato. ``Information matrices with random regressors. Application to experimental design", J. of Statistical Planning and Inference, 108: 189-200, 2002.
  40. S. Hadjihassan, A. Henkel, E. Walter, S. Delage, L. Pronzato and I. Vuchkov. ``Model-based approach to robust design, with application to microwave power transistors'', IEEE Trans. on Circuits and Systems, 49(1): 76-80, 2002.
  41. L. Pronzato and E. Thierry. ``Sequential experimental design and response optimisation", Statistical Methods and Applications, 11: 277-292, 2003. (hal-01002348)
  42. L. Pronzato. ``Removing non-optimal support points in D-optimum design algorithms'', Statistics & Probability Letters, 63: 223-228, 2003.
  43. L. Pronzato. ``A minimax equivalence theorem for optimum bounded design measures", Statistics & Probability Letters, 68: 325-331, 2004.
  44. L. Pronzato. ``On the sequential construction of optimum bounded designs", J. of Statistical Planning and Inference, 136: 2783-2804, 2006. (hal-00416063/fr/)
  45. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Kantorovich-type inequalities for operators via D-optimal design theory", Linear Algebra and its Applications (Special Issue on Linear Algebra and Statistics), 410: 160-169, 2005.
  46. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Asymptotic behaviour of a family of gradient algorithms in R^d and Hilbert spaces", Mathematical Programming, A107: 409-438, 2006. (hal-00259553/fr/)
  47. E. Wolsztynski, E. Thierry and L. Pronzato. ``Minimum entropy estimation in semi parametric models", Signal Processing, 85: 937-949, 2005.
  48. A. Pazman and L. Pronzato. ``On the irregular behavior of LS estimators for Asymptotically singular designs", Statistics & Probability Letters, 76: 1089-1096, 2006. (hal-00416062/fr/)
  49. R. Harman and L. Pronzato. ``Improvements on removing non-optimal support points in D-optimum design algorithms", Statistics & Probability Letters, 77: 90-94, 2007. (hal-00158649/fr/)
  50. L. Pronzato. ``Optimal experimental design and some related control problems", Automatica, 44: 303-325, 2008. (hal-00259532/fr/)
  51. N. Leonenko, L. Pronzato and V. Savani. ``A class of Rényi information estimators for multidimensional densities", Annals of Statistics, 36(5): 2153-2182, 2008. http://hal.archives-ouvertes.fr/images/vide.gif(hal-00331300/fr/,
  52. L. Pronzato. ``One-step ahead adaptive D-optimal design on a finite design space is asymptotically optimal", Metrika, 71(2): 219-238, 2010. (DOI: 10.1007/s00184-008-0227-y, hal-00396975/fr/)
  53. L. Pronzato. ``Penalized optimal designs for dose-finding", J. of Statistical Planning and Inference, 140: 283-296, 2010. (DOI: 10.1016/j.jspi.2009.07.012, hal-00416014/fr/)
  54. L. Pronzato. ``Asymptotic properties of nonlinear estimates in stochastic models with finite design space", Statistics & Probability Letters, 79: 2307-2313, 2009. (DOI: 10.1016/j.spl.2009.07.025, hal-00416008/fr/)
  55. L. Pronzato and A.A. Zhigljavsky. ``Gradient algorithms for quadratic optimization with fast convergence rates", Computational Optimization and Applications, 50(3): 597-617, 2011 (DOI 10.1007/s10589-010-9319-5)
  56. W.G. Müller, L. Pronzato and H. Waldl. ``Beyond space-filling: An illustrative case", Procedia Environmental Sciences, 7: 14-19, 2011 (DOI 10.1016/j.proenv.2011.07.004)
  57. L. Pronzato. ``Discussion of the paper ``Optimum design of experiments for statistical inference '' by S.G. Gilmour and L.A. Trinca'', J. of the Royal Statistical Society, Series C (Applied Statistics), 61(3): 390, 2012.
  58. L. Pronzato and W.G. Müller. ``Design of computer experiments: space filling and beyond". Statistics and Computing, 22: 681-701, 2012 (DOI 10.1007/s11222-011-9242-3, hal-00685876)
  59. A.A. Zhigljavsky, L. Pronzato and E. Bukina. ``An asymptotically optimal gradient algorithm for quadratic optimization with low computational cost", Optimization Letters, 7(6): 1047-1059, 2013 (published on line 17/05/2012, DOI 10.1007/s11590-012-0491-7, hal-00630982)
  60. L. Pronzato, A.A. Zhigljavsky and E. Bukina. ``Estimation of spectral bounds in gradient algorithms", Acta Applicandae Mathematicae, 127(1): 117-136, 2013 (DOI 10.1007/s10440-012-9794-z, hal-01001685)
  61. L. Pronzato. ``A delimitation of the support of optimal designs for Kiefer's ?p-class of criteria", Statistics & Probability Letters, 83(12): 2721-2728, 2013 (DOI 10.1016/j.spl.2013.09.009, hal-00802972, arXiv:1303.5046)
  62. L. Pronzato and A.A. Zhigljavsky. “Algorithmic construction of optimal designs on compact sets for concave and differentiable criteria”, J. of Statistical Planning and Inference, 154:141-155, 2014 (DOI 10.1016/j.jspi.2014.04.005, hal-01001706)
  63. A. Pazman and L. Pronzato. “Optimum design accounting for the global nonlinear behaviour of the model”, Annals of Statistics, 42(4):1426-1451, 2014 (DOI 10.1214/14-AOS1232, hal-00875302, arXiv:1310.5559)
  64. B. Gauthier and L. Pronzato. "Spectral approximation of the IMSE criterion for optimal designs in kernel-based interpolation models", SIAM/ASA J. Uncertainty Quantification, 2:805-825, 2014 (DOI 10.1137/130928534, hal-00913466/)
  65. B. Gauthier and L. Pronzato. "Approximation of IMSE-optimal designs via quadrature rules and spectral decomposition", Communications in Statistics – Simulation and Computation, 45(5):1600-1612, 2016 (DOI 10.1080/03610918.2014.972518, hal-00936681v3/)
  66. Y. Bennani, Luc Pronzato and J. Rendas. “Most likely maximum entropy for population analysis with region-censured data”, Entropy, 17(6):3963-3988, 2015 (DOI 10.3390/e17063963)
  67. W.G. Müller, L. Pronzato, J. Rendas and H. Waldl. “Efficient prediction designs for random fields (discussion paper)”, Applied Stochastic Models in Business and Industry, 31(2):178-194 (+ discussion pages 195-203), 2015 (arXiv:1305.3104)
  68. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. Extended generalised variances, with applications", Bernoulli, 23(4A):2617-2642, 2017 (arXiv:1411.6428, hal-01308092)
  69. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. Extremal measures maximizing functionals based on simplicial volumes, Statistical Papers, 57(4):1059-1075, 2016 (hal-01308116)
  70. L. Pronzato and M.-J. Rendas. Bayesian Local Kriging, Technometrics, 59(3):293-304, 2017 (http://www.tandfonline.com/doi/full/10.1080/00401706.2016.1214179, hal-0109346)
  71. A. Metelkina and L. Pronzato. "Information-regret compromise in covariate-adaptive treatment allocation”, Annals of Statistics, 45(5):2046-2073, 2017 (http://dx.doi.org/10.1214/16-AOS1518hal-01246252)
  72. B. Gauthier and L. Pronzato. "Convex Relaxation for IMSE optimal design in random-field models", Computational Statistics and Data Analysis, 113:375-394, 2017 (hal-01246483, https://doi.org/10.1016/j.csda.2016.10.018)
  73. L. Pronzato. "On the elimination of inessential points in the smallest enclosing ball problem", Optimization Methods & Software, 34(2):225-247, 2019  (https://www.tandfonline.com/doi/abs/10.1080/10556788.2017.1359266?journalCode=goms20, hal-01863587)
  74. L. Pronzato and A.A. Zhigljavsky. "Measures minimizing regularized dispersion", Journal of Scientific Computing, 78(3):1550-1570, 2019 (hal-01864088, https://link.springer.com/article/10.1007%2Fs10915-018-0817-4)
  75. L. Pronzato. "Sensitivity analysis via Karhunen-Loève expansion of a random field model: estimation of Sobol' indices and experimental design", Reliability Engineering and System Safety, 187:93-109, 2019 (hal-01545604v2, https://doi.org/10.1016/j.ress.2018.01.010)
  76. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. "Simplicial variances, potentials and Mahalanobis distances", Journal of Multivariate Analysis, 168:276-289,
     2018 (hal-1863605
    , https://www.sciencedirect.com/science/article/pii/S0047259X17305316)
  77. L. Pronzato and A.A. Zhigljavsky. "Bayesian quadrature, energy minimization, and space-filling design", SIAM/ASA J. Uncertainty Quantification, 8(3): 959-1011, 2020 (hal-01864076v3, arXiv:1808.10722v1)
  78. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. "Bregman divergences based on optimal design criteria and simplicial measures of dispersion", Statistical Papers, 60(2):195-214, 2019 (hal-01866846)
  79. L. Pronzato and A.A. Zhigljavsky. "Minimum-energy measures for singular kernels", Journal of Computational and Applied Mathematics, 382: 1-8, 2021 (hal-02495643v2)
  80. L. Pronzato and H. Wang. "Sequential online subsampling for thinning experimental designs", J. of Statistical Planning and Inference, 212:169-193, 2021 (hal-02527330, arXiv:2004.00792)
  81. L. Pronzato and  G. Sagnol. "Removing inessential points in c- and A-optimal design", J. of Statistical Planning and Inference, 213: 233-252, 2021 (hal-02868664v1)
  82. A. Nogales Gómez, L. Pronzato and M.-J. Rendas, "Incremental space-filling design based on coverings and spacings: improving upon low discrepancy sequences", submitted, 2021 (hal-02987983)
  83. L. Pronzato, "Performance analysis of greedy algorithms for minimising a Maximum Mean Discrepancy", submitted, 2021 (hal-03114891, arXiv:2101.07564)

Books Chapters

  1. A. Venot, J.-L. Golmard, J.-F. Lebruchec, L. Pronzato, E. Walter, G. Frija and J.-C. Roucayrol. ``Digital methods for change detection in medical images'', in Information Processing in Medical Images , pages 1-16. Martinus Nijhoff, The Hague, 1984.
  2. E. Walter and L. Pronzato. ``A general purpose global optimizer and its application to modelling'', in H. Neunzert, ed., The Road-Vehicle System and Related Mathematics, pages 205-211. Teubner, Stuttgart, 1985.
  3. E. Walter and L. Pronzato. ``Nouveaux outils pour la synthèse de protocoles expérimentaux'', in G. Chauvet and J.A. Jacquez, eds., Régulation Physiologique, Modèles Récents, pages 34-44. Masson, Paris, 1986.
  4. E. Walter and L. Pronzato. ``Robust experiment design: between qualitative and quantitative identifiabilities'', in E. Walter, ed., Identifiability of Parametric Models, pages 104-113. Pergamon, Oxford, 1987.
  5. L. Pronzato and E. Walter. ``Experiment design for membership-set estimation: linear models with homogeneous and heterogeneous measurement errors'', in Y. Dodge, V.V. Fedorov and H.P. Wynn, eds., Optimal Design and Analysis of Experiments, pages 195-205. North Holland, Amsterdam, 1988.
  6. L. Pronzato and E. Walter. ``Some results on experiment design for bounded-error models'', in B. Breedveld et al., eds., Modelling and Simulation of Systems, pages 183-185. J.C. Baltzer AG, IMACS 89, 1989.
  7. E. Walter and L. Pronzato. ``Identifiabilités et non linéarités'', in A.J. Fossard and D. Normand-Cyrot, eds., Systèmes non linéaires , vol. 1, pages 113-146. Masson, Paris, 1993.
  8. L. Pronzato and E. Walter. ``Volume-optimal inner and outer ellipsoids'', in M. Milanese, J.-P. Norton, H. Piet-Lahanier and E. Walter, eds., Bounding Approaches to System Identification, chap. 8, pages 119-138. Plenum, London, 1996.
  9. L. Pronzato and E. Walter. ``Robustness to outliers of bounded-error estimators, consequences on experimental design'', in M. Milanese, J.-P. Norton, H. Piet-Lahanier and E. Walter, eds., Bounding Approaches to System Identification , chap. 13, pages 199-212. Plenum, London, 1996.
  10. E. Walter and L. Pronzato. ``Identifiabilities and nonlinearities'', in A.J. Fossard and D. Normand-Cyrot, eds., Nonlinear Systems, vol. 1, chap. 3, pages 111-143. Chapman & Hall, London, 1995.
  11. S. Hadjihassan, E. Walter and L. Pronzato. ``Quality improvement via optimization of tolerance intervals during the design stage'', in R.B. Kearfott and V. Kreinovich, eds., Applications of Interval Computations , chap. 5, pages 91-131. Kluwer, Dordrecht, 1996.
  12. H.-F. Raynaud, L. Pronzato and E. Walter. ``Interaction Identification-Commande via les Ellipsoïdes d'Incertitude'', in I.D. Landau and A. Besançon-Voda, eds., Identification des Systèmes, chap. 8, pages 317-342, Hermès, Paris, 2001.
  13. L. Pronzato. ``Sequential construction of an experiment design from an i.i.d. sequence of experiments", in A.C. Atkinson, B. Bogacka and A.A. Zhigljavsky, eds., Optimum Design 2000, chap. 11, pages 113-122, Kluwer, Dordrecht, 2001.
  14. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Some convergence properties of the steepest descent algorithm revealed by renormalisation'' , in N. Hadjisavvras and P.M. Pardalos, eds., Advances in Convex Analysis and Global Optimization, Honouring the Memory of C. Caratheodory (1873-1950) , chap. 29, pages 459-471, Kluwer, Dordrecht, 2001.
  15. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``An introduction to dynamical search'', in P.M. Pardalos and H.E. Romeijn, eds., Handbook of Global Optimization, Volume 2, chap. 4, pages 115-150, Kluwer, Dordrecht, 2002.
  16. R. Haycroft, L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Studying convergence of gradient algorithms via optimal experimental design theory'', in  L. Pronzato and A.A. Zhigljavsky, eds., ``Optimal Design and Related Areas in Optimization and Statistics", Springer Optimization and Its Applications, vol. 28., chap. 2, pages 13-37, Springer-Verlag, Heidelberg, 2009. (hal-00358757/fr)
  17. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``A dynamical-system analysis of the optimum s-gradient algorithm", in  L. Pronzato and A.A. Zhigljavsky, eds., ``Optimal Design and Related Areas in Optimization and Statistics", Springer Optimization and Its Applications, vol. 28., chap. 3, pages 39-80, Springer-Verlag, Heidelberg, 2009. (hal-00358755/fr/)
  18. A. Pazman and L. Pronzato. ``Asymptotic normality of nonlinear least squares under singular experimental designs", in  L. Pronzato and A.A. Zhigljavsky, eds., ``Optimal Design and Related Areas in Optimization and Statistics", Springer Optimization and Its Applications, vol. 28., chap. 8, pages 167-191, Springer-Verlag, Heidelberg, 2009. (hal-00358761/fr/)
  19. W.G. Müller, L. Pronzato and H. Waldl. ``Relations between designs for prediction and estimation in random fields", in E. Porcu et al., eds., ``Advances and Challenges in Space-time Modelling of Natural Events", LNS 207, Chap. 6, pages 125-139, Springer-Verlag, Heidelberg, 2012. (DOI 10.1007/978-3-642-17086-7\_6)
  20. R. Cabral-Farias, L. Pronzato and M.-J. Rendas. "Adaptive design criteria motivated by a plug-in percentile estimator", submitted, 2020 (hal-02483076)
  21. R. Cabral-Farias, L. Pronzato and M.-J. Rendas. "Incremental construction of nested designs based on tow-level fractional factorial designs", submitted, 2020 (hal-02483004)

Conference papers

National :

  1. A. Venot, J.-F. Lebruchec, E. Walter, L. Pronzato, V. Leclerc and J.-C. Roucayrol. ``Automated methods for the registration of dissimilar images'', in Actes du Premier Colloque Image, Traitement, Synthese, Technologie et Applications, pages 381-386, Biarritz, May 1984.
  2. E. Walter and L. Pronzato. ``Nouveaux outils pour la synthèse de protocoles expérimentaux'', in Actes du Deuxième Congrès International de Biologie Théorique et Médecine, pages 13-25, Fontevraud, Sept. 1984.
  3. L. Pronzato, C.-Y. Huang, E. Walter, Y. Le Roux and A. Frydman. ``Planification d'expériences pour l'estimation de paramètres pharmacocinetiques'', in A. Venot and P. Degoulet, eds., Informatique et Médicaments, Comptes Rendus du Colloque AIM-IF et IRT, Paris, Dec. 1989, pages 3-13. Springer Verlag, Heidelberg, 1989.
  4. J.-P. Costa, L. Pronzato and E. Thierry. ``Inversion d'un canal de communication non-linéaire par krigeage'', in Proc. GRETSI'99 (17ème colloque GRETSI sur le traitement du signal et des images) , Vannes, Sept. 13-17, 1999, pages 953-956.
  5. L. Pronzato. ``Extraction séquentielle de conditions expérimentales optimales'', 35èmes Journées de Statistique, Lyon, 2-6 juin 2003, 783-786.
  6. E. Wolsztynski, E. Thierry and L. Pronzato. ``Une approche non paramétrique pour l'optimisation d'essais cliniques'', 35èmes Journées de Statistique, Lyon, 2-6 juin 2003, pages 891-894.
  7. L. Pronzato and A. Pazman. ``Moindres carrés pondérés récursifs dans les modèles de régression à variance paramétrée'', 36èmes Journées de Statistique, Montpellier, 24-28 mai 2004, 6 pages.
  8. E. Wolsztynski, E. Thierry and L. Pronzato. ``Estimation semiparamétrique adaptative par minimum d'entropie", 36èmes Journées de Statistique, Montpellier, 24-28 mai 2004, 6 pages.
  9. E. Wolsztynski, E. Thierry and L. Pronzato. ``Estimation semi-paramétrique par minimum d'entropie pour des observations multivariées", 37èmes Journées de Statistique, Pau, 6-10 juin 2005, 6 pages.
  10. E. Wolsztynski, E. Thierry and L. Pronzato. ``Estimation semi-paramétrique robuste par minimisation de l'entropie des résidus, application en traitement d'images". Proc. GRETSI'05, Louvain-la-Neuve, Belgium, 6-9 Septembre 2005, pages 149-152.
  11. R. Bettinger, P. Duchêne, L. Pronzato and E. Thierry. ``Maximisation séquentielle de la diversité des sorties d'un système boîte noire à l'aide de krigeage". 39èmes Journées de Statistique, Angers, 11-15 juin 2007, 6 pages. http://hal.archives-ouvertes.fr/hal-00170658/fr/
  12. Y. Bennani, L. Pronzato and J. Rendas. Maximum de vraisemblance non-paramétrique avec régions de censure. Application à un modèle biophysique de décompression’’. 46èmes Journées de Statistiques, Rennes, 2-6 juin 2014, 6 pages.


International :

  1. A. Venot, L. Pronzato, E. Walter and J.-F. Lebruchec. ``A distribution-free criterion for robust identification, with applications in system modelling and image processing'', in Prep. 7th IFAC/IFORS Symp. on Identification and System Parameter Estimation, vol. 2, pages 1173-1177, York, July 1985.
  2. E. Walter and L. Pronzato. ``How to design experiments that are robust to parameter uncertainty'', in Prep. 7th IFAC/IFORS Symp. on Identification and System Parameter Estimation, vol. 1, pages 921-926, York, July 1985.
  3. L. Pronzato and E. Walter. ``Robust experiment design for nonlinear regression models'', in V.V. Fedorov and H. Lauter, eds., Model-Oriented Data Analysis, Proceedings 1st IIASA Workshop, Eisenach (GDR), Mars 1987, pages 77-86. Springer Verlag, Berlin, 1988.
  4. E. Walter and L. Pronzato. ``Qualitative and quantitative experiment design for nonlinear models'', in Prep. IFAC Symp. on Modelling and Control in Biomedical Systems, pages 383-394, Venise, April 1988.
  5. L. Pronzato and E. Walter. ``Some results on experiment design for bounded-error models'', in Proc. 12th IMACS World Congress on Scientific Computation, Paris, July 1988.
  6. L. Pronzato and E. Walter. ``Experiment design for parameter estimation in bounded-error models'', in Karl-Weierstrass Institut fur Mathematik Akademie des Wissenschaften der DDR, ed., Proc. Int. Workshop on Theory and Practice in Data Analysis, pages 200-208, Berlin (RDA), Aug. 1988.
  7. L. Pronzato, E. Walter and H. Piet-Lahanier. ``Mathematical equivalence of two ellipsoidal algorithms for bounded-error estimation'', in Proc. 28th IEEE Conf. on Decision and Control, pages 1952-1955, Tampa, Dec. 1989.
  8. L. Pronzato, C.-Y. Huang and E. Walter. ``Nonsequential T-optimal design for model discrimination: new algorithms'', in A. Pazman and J. Volaufova, eds., Proc. ProbaStat'91, pages 130-136, Bratislava, Aug. 1991.
  9. C.-Y. Huang, E. Walter and L. Pronzato. ``Experiment design policies for pharmacokinetic models'', in Proc. 13th IMACS World Congress on Computation and Applied Mathematics, pages 1484-1486, Dublin, Aug. 1991. (also in Biomedical Modeling and Simulation, J. Eisenfeld, M. Witten and D.S. Levine (eds.), Elsevier, Amsterdam, 1992).
  10. L. Pronzato and E. Walter. ``Sequential experimental design for parameter bounding'', in Proc. 1st European Control Conf., pages 1181-1186, Grenoble, July 1991.
  11. L. Pronzato and E. Walter. ``Robustness to outliers of bounded-error estimators, consequences on experimental design'', in Prep. 9th IFAC/IFORS Symp. on Identification and System Parameter Estimation, pages 821-826, Budapest, July 1991.
  12. A. Pazman and L. Pronzato. ``Nonlinear experimental design for constrained LS estimation'', in V.V. Fedorov, W.G. Muller and I.N. Vuchkov, eds., Model-Oriented Data Analysis II, Proceedings the 2nd IIASA Workshop , St Kyrik (Bulgaria), May 1990, pages 67-96. Physica Verlag, Heidelberg, 1992.
  13. L. Pronzato and E. Walter. ``Nonsequential bayesian experimental design for response optimization'', in V.V. Fedorov, W.G. Muller and I.N. Vuchkov, eds., Model-Oriented Data Analysis II, Proceedings the 2nd IIASA Workshop , St Kyrik (Bulgaria), May 1990, pages 89-102. Physica Verlag, Heidelberg, 1992.
  14. L. Pronzato and E. Walter. ``Volume-optimal inner and outer ellipsoids, with application to parameter bounding'', in Proc. 2nd European Control Conf., pages 258-263, Groningen, June 1993.
  15. L. Pronzato, E. Walter and C. Kulcsar. ``A dynamical-system approach to sequential design'', in W.G. Muller, H.P. Wynn and A.A. Zhigljavsky, eds., Model-Oriented Data Analysis III, Proceedings MODA3, St Petersburg, May 1992, pages 11-24. Physica Verlag, Heidelberg, 1993.
  16. L. Pronzato and A.A. Zhigljavsky. ``On average-optimal quasi-symmetrical univariate optimization algorithms'', in W.G. Muller, H.P. Wynn and A.A. Zhigljavsky, eds., Model-Oriented Data Analysis III, Proceedings MODA3, St Petersburg, May 1992, pages 269-278. Physica Verlag, Heidelberg, 1993.
  17. L. Pronzato and E. Walter. ``Maximum-volume ellipsoids contained in bounded convex sets: application to batch and on-line parameter bounding'', in J. Henry and J.-P. Yvon, eds., Proc. 16th IFIP Conf. on System Modelling and Optimization, Compiegne, France, July 1993, pages 383-392. Springer Verlag, Heidelberg, 1994.
  18. L. Pronzato, C. Kulcsar and E. Walter. ``An actively adaptive control policy based on the prediction of posterior densities'', Proc. ProbaStat'94 (Smolenice, Slovaquie, May 1994), Tatra Mountains Mathematical Publications, 7:297-304, 1996.
  19. L. Pronzato and A. Pazman. ``Bias correction in nonlinear regression via two-stages least-squares estimation'', in M. Blanke and T. Soderstrom, eds., Prep. 10th IFAC Symp. on System Identification , Copenhague, July 1994, vol. 1, pages 137-142. Danish Automation Society, 1994.
  20. A. Pazman and L. Pronzato. ``Densities of nonlinear functions of the nonlinear least-squares estimator'', in M. Blanke and T. Soderstrom, eds., Prep. 10th IFAC Symp. on System Identification, Copenhague, July 1994, vol. 1, pages 163-168. Danish Automation Society, 1994.
  21. E. Walter and L. Pronzato. ``Characterizing sets defined by inequalities'', in M. Blanke and T. Soderstrom, eds., Prep. 10th IFAC Symp. on System Identification , Copenhague, July 1994, vol. 2, pages 15-26. Danish Automation Society, 1994.
  22. F. Berthier, J.-P. Diard, L. Pronzato and E. Walter. ``Identifiability and distinguishability concepts in electrochemistry'', in M. Blanke and T. Soderstrom, eds., Prep. 10th IFAC Symp. on System Identification , Copenhague, July 1994, vol. 3, pages 31-36. Danish Automation Society, 1994.
  23. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Improving on Golden-Section optimisation for locally symmetric functions'', in C.P. Kitsos and W.G. Muller, eds., MODA4 - Advances in Model-Oriented Data Analysis, Proceedings of the 4th Int. Workshop, Spetses (Greece), June 1995, pages 285-297. Physica Verlag, Heidelberg, 1995.
  24. E. Walter and L. Pronzato. ``On the identifiability and distinguishability of nonlinear parametric models'', in Proc. 1st Int. Symp. on Mathematical Modelling and Simulation in Agriculture & Bio-Industries, Bruxelles, May 1995, vol. 3, pages 1-8.
  25. C. Kulcsar, L. Pronzato and E. Walter. ``A dual control policy for linearly parameterized systems'', in Proc. 3rd European Control Conf. , Rome, Sept. 1995, vol. 1, pages 55-60.
  26. C. Kulcsar, L. Pronzato and E. Walter. ``Experimental design for the control of linear state-space systems'', in Proc. 13th IFAC World Congress , San Francisco, July 1996, vol. C, pages 175-180.
  27. A.A. Zhigljavsky, L. Pronzato and H.P. Wynn. ``Section invariant numbers and generalized Golden-Section optimization algorithms'', in Proc. 7th Int. Conf. on Fibonacci Numbers and their Applications , Graz (Austria), July 1996, G.E. Bergum, A.N. Philippou and A.F. Horadam (eds.), Kluwer, Dordrecht, 1998, pages 463-477.
  28. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Using Renyi entropies to measure uncertainty in search problems'', in G. Yin and Q. Zhang, eds., Proc. 1996 AMS-SIAM Summer Seminar, Lectures in Applied Math, Mathematics of Stochastic Manufacturing Systems , 33:253-268, American Math. Soc., 1997.
  29. S. Hadjihassan, L. Pronzato, E. Walter and I.N. Vuchkov. ``Robust design for quality improvement by ellipsoidal bounding'', in G. Yin and Q. Zhang, eds., Proc. 1996 AMS-SIAM Summer Seminar, Lectures in Applied Math , Mathematics of Stochastic Manufacturing Systems , 33 :127-138, American Math. Soc., 1997.
  30. S. Icart, J. LeRoux, L. Pronzato, E. Thierry and A.A. Zhigljavsky. ``Blind equalization in presence of bounded errors'', in Proc. ICASSP'97 , Munich, April 1997, vol. 5, pages 3949-3952.
  31. S. Icart, J. LeRoux, L. Pronzato, E. Thierry and A.A. Zhigljavsky. ``Blind equalization in presence of bounded errors with unknown bound'', in Proc. IEEE Workshop SPAWC, Paris, April 1997, pages 41-44.
  32. A. Pazman and L. Pronzato. ``Approximate densities of two bias-corrected nonlinear LS estimators'', in A.C. Atkinson, L. Pronzato and H.P. Wynn, eds., MODA'5 - Advances in Model-Oriented Data Analysis and Experimental Design, Proceedings of the 5th Int. Workshop, Marseilles, France, June 22-26 1998, Physica Verlag, Heidelberg, pages 145-152, 1998.
  33. M. Ribo, S. Brahim-Belhouari and L. Pronzato. ``Motion planning for the precise location of a mobile robot'', in Proc. 4th European Control Conf., Bruxelles, July 1997.
  34. S. Hadjihassan, E. Walter, I.N. Vuchkov, L. Boyadjieva and L. Pronzato. ``Robust product design through experimental modelling, with application to geotextile materials'', in Proc. 2nd Int. IMACS/IFAC Symp. on Mathematical Modelling and Simulation in Agricultural and Bio-Industries , Budapest, 1997, pages 81-86.
  35. R. Gautier and L. Pronzato. ``Sequential design and active control'', in N. Flournoy, W.F. Rosenberger and W.K. Wong, eds., Proc. 1997 AMS-IMS-SIAM Summer Conference, IMS Lectures Notes, New Developments and Applications in Experimental Design, vol. 34, pages 138-151.
  36. R.A. Bates, R. Fontana, L. Pronzato and H.P. Wynn. ``Multidomain optimisation using computer experiments for concurrent engineering'', in I. Parmee, ed., Conf. on Adaptive Computing in Design and Manufacture , Plymouth, 1998, pages 354-364.
  37. R.A. Bates, L. Pronzato and H.P. Wynn. ``Non-parametric modelling of Pareto surfaces for multi-objective optimisation, in Optimisation'98 , University of Coimbra,Portugal, 1998.
  38. L. Pronzato. ``Optimal selection of information with restricted storage capacity'', in Proc. ICASSP'98, Seattle, May 1998, vol. 4, pages 2285-2288.
  39. L. Pronzato. ``Sequential selection of observations in randomly generated experiments'', in Proc. ProbaStat'98, Smolenice (Slovaquie), Feb. 1998, Tatra Mountains Mathematical Publications, 17:167-175, 1999.
  40. J.-P. Costa, L. Pronzato and E. Thierry. ``Nonlinear filtering by kriging, with application to system inversion'', in Proc. ICASSP'99, Phoenix, March 1999, vol. 3, pages 1313-1316.
  41. J.-P. Costa, L. Pronzato and E. Thierry. ``A comparison between kriging and radial basis function networks for nonlinear prediction'' , in Proc. NSIP'99 (IEEE EURASIP Workshop on Nonlinear Signal and Image Processing), Antalya, Turkey, June 20-23, 1999, paper n°155.
  42. J.-P. Costa, L. Pronzato and E. Thierry. ``Inversion of a nonlinear communication channel by kriging'', in Proc. ICECS'99 (6th IEEE international conference on electronics, circuits and systems) , Cyprus, Sept. 5-8, 1999, pages 1585-1588.
  43. R. Bates, R. Fontana, L. Pronzato and H.P. Wynn. ``Computer experiments for concurrent engineering'', 6th Int. Conf. ATA on the New Role of Experimentation in the Modern Automotive Product Development Process , Firenze, Nov. 17-19, 1999.
  44. R. Bates, T. Bosio, R. Fontana, A. Hatjipulidis, K. Hatzis, E. Landsheere, J. Mascolo, G. Pistone, L. Pronzato and H.P. Wynn, ``Computer experiments for concurrent engineering", Proc. ECCOMAS 2000 (European Congress on Computational Methods in Applied Sciences and Engineering), Barcelona, sept. 2000.
  45. L. Pronzato and E. Thierry. ``A minimum-entropy estimator for regression problems with unknown distribution of observation errors", Bayesian Inference and Maximum Entropy Methods in Science and Engineering, 20th Int. Workshop, July 8-13 2000, Gif-sur-Yvette, A. Mohammad-Djafari (ed.), Am. Inst. of Physics, New York, pages 169-180, 2001.
  46. L. Pronzato and E. Thierry. ``Entropy minimisation for parameter estimation problems with unknown distribution of the output noise", Proc. ICASSP'2001 , 6-11 mai 2001, Salt Lake City (USA).
  47. L. Pronzato. ``An asymptotically optimal decision rule for sequential screening and resource allocation", Proc. 10th Int. Symp. on Applied Stochastic Models and Data Analysis, 12-15 juin 2001, Compiègne, G. Govaert, J. Janssen and N. Limnios (eds.), UTC, pages 860-865
  48. R. Bates and L. Pronzato. ``Emulator-based global optimisation using lattices and Delaunay Tesselation", Proc. 3rd Int. Symp. on Sensitivity Analysis of Model Output, 18-20 juin 2001, Madrid (Espagne), P. Prado and R. Bolado (eds.), pages 189-192.
  49. L. Pronzato. ``Average D-optimum design for randomly varying experimental conditions", MODA'6 - Advances in Model-Oriented Design and Analysis, Proceedings of the 6th Int. Workshop, Puchberg/Schneeberg, Autriche, 25-29 juin 2001, A.C. Atkinson, P. Hackl and W.G. Müller (eds.), Physica Verlag, Heidelberg, pages 217-224, 2001.
  50. L. Pronzato. ``Designing from a sequence of i.i.d. experiments'', in Proc. ProbaStat'02, Smolenice (Slovaquie), Feb. 2002, Tatra Mountains Mathematical Publications, 26:11-28, 2003.
  51. L. Pronzato and E. Thierry. ``Sequential experimental design and extremum control'', Proc. 10th Mediterranean Conf. on Control and Automation - MED2002, Lisbon, Portugal, 9-12 juil. 2002.
  52. L. Pronzato and E. Thierry. ``Robust design with nonparametric models: prediction of second-order characteristics of process variability by Kriging", Prep. 13th IFAC Symposium on System Identification, Rotterdam, 27-29 août 2003, pages 560-565.
  53. E. Wolsztynski, E. Thierry and L. Pronzato. ``Minimum entropy estimation in semi parametric models", ICASSP'2004, 17-21 mai 2004, Montréal, II-1045-1048.
  54. B. Bittner and L. Pronzato. ``Kalman filtering in stochastic gradient algorithms: construction of a stopping rule", ICASSP'2004, 17-21 mai 2004, Montréal, II-709-712.
  55. A. Pazman and L. Pronzato. ``Simultaneous choice of design and estimator in nonlinear regression with parameterized variance", mODa'7 - Advances in Model-Oriented Design and Analysis, Proceedings of the 7th Int. Workshop, Kapellerput, Pays Bas, 14-18 juin 2004, A. Di Bucchianico, H. Laüter and H.P. Wynn (eds.), Physica Verlag, Heidelberg, pages 117-124.
  56. L. Pronzato, E. Thierry and E. Wolsztynski. ``Minimum entropy estimation in semi-parametric models: a candidate for adaptive estimation?", mODa'7 - Advances in Model-Oriented Design and Analysis, Proceedings of the 7th Int. Workshop, Kapellerput, Pays Bas, 14-18 juin 2004, A. Di Bucchianico, H. Laüter and H.P. Wynn (eds.), Physica Verlag, Heidelberg, pages 125-132.
  57. L. Pronzato and A. Pazman. ``Recursively re-weighted least-squares estimation in regression models with parameterized variance", EUSIPCO 2004, 6-10 sept. 2004, Vienne, pages 621-624.
  58. E. Wolsztynski, E. Thierry and L. Pronzato. ``Minimum Entropy Estimators in Semiparametric Regression Problems", Proc. 11th Int. Symp. on Applied Stochastic Models and Data Analysis, 17-20 mai 2005, Brest, J. Jansen and P. Lenca (eds.), pages  882-889.
  59. S. Boltz, E. Wolsztynski, E. Debreuve, E. Thierry, M. Barlaud and L. Pronzato. ``A minimum-entropy procedure for robust motion estimation". International Conference on Image Processing - ICIP 2006, Atlanta, Georgia, USA, octobre 2006, pages 1249-1252.
  60. A. Pazman and L. Pronzato. ``Quantile and probability-level criteria for nonlinear experimental design", mODa'8 - Advances in Model-Oriented Design and Analysis, Proceedings of the 8th Int. Workshop, Almagro, Spain, 4-8 juin 2007, J.Lopez-Fidalgo, J.M. Rodriguez-Diaz and B. Torsney (eds.), Physica Verlag, Heidelberg, pages 157-164. http://hal.archives-ouvertes.fr/hal-00170634/fr/
  61. R. Haycroft, L. Pronzato, H.P. Wynn and A. Zhigljavsky. ``Optimal experimental design and quadratic optimization", in Proc. ProbaStat'2006, Smolenice (Slovaquie), June 2006, Tatra Mountains Mathematical Publications, 39:115-123, 2008. http://hal.archives-ouvertes.fr/hal-00322795/fr/
  62. N. Leonenko, L. Pronzato and V. Savani. ``Estimation of entropies end divergences via nearest neighbors", in Proc. ProbaStat'2006, Smolenice (Slovaquie), June 2006, Tatra Mountains Mathematical Publications, 39:265-273, 2008. http://hal.archives-ouvertes.fr/hal-00322783/fr/
  63. R. Bettinger, P. Duchêne, L. Pronzato and E. Thierry. ``Design of experiments for response diversity",  in Proc. 6th International Conference on Inverse Problems in Engineering (ICIPE), Journal of Physics: Conference Series, Dourdan (Paris), 15-19 juin 2008. http://hal.archives-ouvertes.fr/hal-00290418/fr/
  64. L. Pronzato. ``Penalized and response-adaptive optimal designs. Application to dose finding", in Proc. 2nd International Workshop in Sequential Methodologies (IWSM2009), Troyes, June 15-17, 2009, 6 pages (CD). http://hal.archives-ouvertes.fr/hal-00397020/fr/
  65. L. Pronzato. ``Asymptotic properties of nonlinear least squares estimates in stochastic regression models over a finite design space. Application to self-tuning optimisation", in Preprints of the 15th IFAC Symposium on System Identification, Saint-Malo, France, July 6-8, 2009, pages 156-161. http://hal.archives-ouvertes.fr/hal-00407817/fr/
  66. R. Bettinger, P. Duchêne and L. Pronzato. ``A sequential design method for the inversion of an unknown system", in Preprints of the 15th IFAC Symposium on System Identification, Saint-Malo, France, July 6-8, 2009, pages 1298-1303. http://hal.archives-ouvertes.fr/hal-00407826/fr/
  67. L. Pronzato. ``Asymptotic properties of adaptive penalized optimal designs over a finite space", mODa'9 - Advances in Model-Oriented Design and Analysis, Proceedings of the 9th Int. Workshop, Bertinoro, Italy, 14-18 juin 2010, A. Giovagnoli, A.C. Atkinson and B. Torsney (eds.), Physica Verlag, Heidelberg, pages 165-172. http://hal.archives-ouvertes.fr/hal-00504632/fr/
  68. A. Pazman and L. Pronzato. ``Extended Optimality Criteria for Optimum Design in Nonlinear Regression", mODa'10 - Advances in Model-Oriented Design and Analysis, Proceedings of the 10th Int. Workshop, Lagow Lubuwski, Poland, 10-14 juin 2013, D. Ucinski, A.C. Atkinson and M. Patan (eds.), Springer Verlag, Heidelberg, pages 195-202. http://www.springer.com/statistics/statistical+theory+and+methods/book/978-3-319-00217-0?detailsPage=authorsAndEditors
  69. Y. Bennani, L. Pronzato and J. Rendas. ``Nonparametric density estimation with region-censored data”, EUSIPCO’2014, 22th European Signal Processing Conference, Lisbon, Portugal, 1-5 sept. 2014 (5 pages).
  70. Y. Bennani, L. Pronzato and J. Rendas. ``Most likely maximum entropy for population analysis: a case study in decompression sickness prevention", Bayesian Inference and Maximum Entropy Methods in Science and Engineering, Proceedings MAXENT'2014, 21-26 Sept. 2014, Amboise, France, A. Mohammad-Djafari and F. Barbaresco (eds), AIP, vol. 1641, pp.414-421, 2014.
  71. B. Gauthier and L. Pronzato, "Optimal design for prediction in random field models via covariance kernel expansions", mODa'11 -- Advances in Model-Oriented Design and Analysis, Proceedings of the 11th Int. Workshop, Hamminkeln (Germany), 12-17 juin 2016, J. Kunert, Ch.H. Müller and A.C. Atkinson (eds.), Springer Verlag, Heidelberg, pages 103-111. hal-01280355

Internal Reports and unpublished communications

  1. L. Pronzato, C. Kulcsar and E. Walter. ``An actively adaptive control policy for linear models with unknown parameters'', Research Report 94-33, April 94, 22 pages.
  2. L. Pronzato, C. Kulcsar and E. Walter. ``The interface between sequential experimental design and dual control'', Conf. on Control of Industrial Processes: Synthetising the statistical and Engineering Approaches, Fielder Centre, Hatfield (UK), Sept. 1995, R. Jones (ed.), pages 9-14.
  3. L. Pronzato and E. Walter. ``Comments on An optimal volume ellipsoid algorithm for parameter set estimation'', Research Report 96-15, Mars 96, 7 pages.
  4. L. Pronzato. ``Optimal selection of information with restricted storage capacity'', Research Report 97-01, Jan. 97, 16 pages. (short version presented at ICASSP'98, Seattle).
  5. L. Pronzato, H.P. Wynn and A.A. Zhigljavsky. ``Renormalised steepest descent converges to a two-point attractor'', Research Report 98-04, May 98, 15 pages.
  6. O. Meste and L. Pronzato. ``Comparison of two methods for estimating multiple time delays'', Research Report 98-09, Aug. 98, 3 pages.
  7. L. Pronzato. ``Experimental design with random regressors at the design stage'' , Research Report 00-04, March.00, 13 pages.
  8. L. Pronzato and E. Thierry. ``A minimum-entropy estimator for regression problems with unknown distribution of observation errors'' , Research Report 00-08, July 2000, 14 pages.
  9. L. Pronzato and E. Thierry. ``Sequential experimental design and response optimisation'' , Research Report 00-12, dec. 2000, 12 pages.
  10. L. Pronzato. ``Acceleration of D-Optimum Design Algorithms by Removing Non-Optimal Support Point". Research Report  I3S/RR-2002-05-FR -   Mars 2002, 10 pages.
  11. E. Wolsztynski, E. Thierry and L. Pronzato. ``Minimum-Entropy Estimation in Semi-Parametric Models". Research Report I3S/RR-2004-16-FR  Projet TOpModel - Juin 2004, 19 pages.
  12. L. Pronzato. ``On the sequential construction of optimum bounded designs", Research Report I3S/RR-2004-20-FR Projet TOpModel - Août 2004, 35 pages.
  13. E. Wolsztynski, E. Thierry and L. Pronzato. ``Consistency of a Minimum-Entropy Estimator of Location". Research Report I3S/RR-2004-38-FR Projet TOpMODEL - Novembre 2004, 30 pages.
  14. Luc Pronzato. ``Parameter estimation and model structures". Eurotherm Winter School, Aussois, January 16-21 2005. 
  15. A. Pazman and L. Pronzato. ``On the irregular behavior of LS estimators for Asymptotically singular designs". Research Report I3S/RR-2005-12-FR Projet TOpModel - Juin 2005, 12 pages. 
  16. N. Leonenko, L. Pronzato and V. Savani. ``A Class of Rényi Information Estimators for Multidimensional Densities". Research Report I3S/RR-2005-14-FR Projet TOpModel - Juin 2005, 32 pages.
  17. R. Harman and L. Pronzato. ``Improvements on removing non-optimal support points in D-optimum design algorithms". Research Report I3S/RR-2005-16-FR Projet TOpModel - Juin 2005, 7 pages.
  18. A. Pazman and L. Pronzato. ``Asymptotic normality of non-linear least squares under singular experimental designs". Research Report I3S/RR-2005-28-FR Projet TOpModel - Septembre 2005, 23 pages.
  19. L. Pronzato. ``Optimum experimental design and some related control problems". Research Report I3S/RR-2005-30-FR Projet TOpModel - Octobre 2005, 61 pages.
  20. L. Pronzato. ``One-step ahead adaptive D-optimal design on a finite design space is asymptotically optimal". Research Report I3S/RR-2008-14-FR Equipe SYSTEMES - Pôle SIS - Septembre 2008, 22 pages.
  21. L. Pronzato. ``On the regularization of singular c-optimal designs". Research Report I3S/RR-2008-15-FR Equipe SYSTEMES - Pôle SIS - Septembre 2008, 15 pages.
  22. L. Pronzato. ``Penalized and response-adaptive optimal designs with application to dose-finding". Research Report I3S/RR-2008-16-FR  Equipe SYSTEMES - Pôle SIS - Septembre 2008, 53 pages.
  23. M. Abtini, C. Helbert, F. Musy, L. Pronzato and M.-J. Rendas, "Sequential design for prediction with Gaussian process models", 2020 (hal-02471110)