LIST OF PUBLICATIONS
Current work in progress (to be submitted in 2008)
1. Speckle Tracking on Cardiac Echographic image sequences
R. Azencott, D. Khoury MD, Y. Li
(to be submitted to Trans. IEEE Signal Processing) 2008
2. Modeling Genes Transcription Networks from high-throughput data
R. Azencott, A. Cooney, P. Gunaratne, Z. Luo (in preparation) 2008
3. Parametric estimation for systems of stochastic differential equations
R. Azencott, Y. Ghadyan, R. Glowinski (in preparation) 2008
4. Exact and approximate Maximum Likelihood estimates for parameters of
multidimensional gaussian diffusion processes
R. Azencott, A. Beri, I. Timofeyev (in preparation) 2008
5. Suport Vector Machines and predictors of traffic injury level
R. Azencott, M. Mougeot
(to be submitted to “Traffic Injury Prevention” ) 2008
6. Rotation invariant multi-resolution analysis of 3D images and texture identification
R. Azencott, S. Alexander, , S.Jain, E. Papadakis (in preparation) 2008
7. Proteomic Mass Spectra : optimal parameters for MALDI data aquisition
R. Azencott, S. Alexander, A. Bouamrani, E. Tasciotti, M. Ferrari (in preparation) 2008
8. (Book) Automatic learning , information theory, and pattern recognition
R. Azencott, J. Lacaille, C. Lehalle, M. Mougeot, J. Wang
140 pages ( in finalization stage, to be published by Springer) 2008
Patents (inventor R. Azencott)
Patent 1 : A method for anomaly detection
Non supervised algorithmics for automatic learning of critical features and anomaly detection in signal analysis
Patent delivered : Europe N° 00 410 009 5 ; USA N° 09 519 597, 2003
Patent 2 : A method to monitor process performance indicators
Auto-adaptive rigorous probabilistic computation of global performance score, based on simultaneous analysis of large heterogeneous families of dynamic performance indicators.
Patent delivered : Europe N° 00 410 069 9 ; USA N° 09 784 134, 2003
Patent 3 : A system for automatic real time identification of specific sounds
Automatic live audio-surveillance systems for urban buses, trains, airplanes, etc. implying on board microphones and associated hardware plus sound identification software, auto-calibrated by off line automatic learning.
Patent delivered : Europe N° 03 054 14, 2003
Patent 4 : A technique for geometric shapes identification on curves
Automatic on line analysis of sensor recorded signals to detect occurences of specific families of fuzzy geometric shapes; self-calibration by autmatic learning.
Patent delivered : Europe N° 00 410 036.8 ; USA N° 09 616 055, 2003
Patent 5 : A system for content driven navigation in multimedia databases
Automatic content indexation algorithms and softwares for large databases of images and texts; automated iterative browsing among documents with similar contents.
Patent delivered : Europe N° 00 410 103.6 ; USA N° 09 783 621, 2002
Published articles, books, scientific softwares
1. (Book) Elements of Algebraic Geometry
R. Azencott, P. Berthelot
based on F. Bruhat graduate course, 120 pages Publications ENS Ulm Paris, 1966
2. Poisson spaces of semi-simple Lie groups
Comptes Rendus Acad. Sciences, Paris, France vol 266 serA pp 970-973, 1968
3. Poisson spaces of locally compact groups
Comptes Rendus Acad. Sciences, Paris, France vol 267 ser A pp 513-516, 1968
4. Poisson spaces of Lie groups
Comptes Rendus Acad. Sciences, Paris, France vol 268 serA pp 139-142, 1969
5. Random walks on locally compact groups
Comptes Rendus Acad. Sciences, Paris, France vol 268 serA.pp 1406-1409, 1969
6. Poisson Spaces
in Colloque Probability and Algebraic Structures pp 23-31
CNRS Publications Clermont Ferrand France, 1969
7. (Book) Poisson spaces of locally compact groups
Lecture Notes Math vol 148, 141 pages, Springer-Verlag, 1970
8. Anosov’s Diffeomorphisms and Bernouilli schemes
ComptesRendus Acad. Sciences, Paris, France vol 270 ser A pp 1105-1107, 1970
9. Martin boundaries of random walks on locally compact groups
R. Azencott, P.Cartier
Proc. 6th Berkeley Symposium on Prob.Stat. vol 3 pp 87-129, 1970
10. Methods of localization and diffusions on manifolds
Publications Istituto Matematico "Ulisse Dini" Firenze, Italy, 1971
11. Diffusion processes on differentiable manifold
Comptes Rendus Acad. Sciences, Paris, vol 274, pp 651-654, series A, 1972
12. Stability of group representations and Haar spectrum
R. Azencott, W.Parry
Trans.Am.Math.Soc. vol 172 pp 317-327, 1972
13. Diffusion processes on differentiable manifold
Comptes Rendus Acad. Sciences, Paris, France, vol 276 serA pp 363-365, 1973
14. Behaviour of diffusion semi-groups at infinity
Bull.Soc.Math.France vol 102 pp 193-240, 1974
15. Homogeneous manifolds with negative curvature
R. Azencott, E.Wilson
Comptes Rendus Acad. Sciences, Paris, France, vol 278 serA pp 561-562, 1974
16. Large Deviations and slow learning processes
R. Azencott, G.Ruget
Comptes Rendus Acad. Sciences, Paris, France vol 281 serA pp 529-532, 1975
17. (Book) Homogeneous manifolds with negative curvature
R. Azencott, E.Wilson
Memoirs Am.Math.Soc. vol 8 178, 101 pages, 1976
18. Homogeneous manifolds with negative curvature
R. Azencott, E.Wilson
Trans.Am.Math.Soc. vol 215 pp 323-362, 1976
19. Parameters Estimation through Rank Tests
in "Estimation robuste" Astérisque, vol 43 pp 41-64,1977
20. Robustness of R-estimators
in "Estimation robuste" Astérisque, vol 43 pp 189-202,1977
21. Random mixing of differential equations : Large deviations theory
R. Azencott, G.Ruget
Zeitschrift Wahrscheinlichkeit Geb. vol 38 pp 1-54, 1977
22. (Book) Large Deviations theory and Applications
Invited advanced course at Saint-Flour Summer school in probability theory
Lecture Notes Math , vol 774, 176 pages Springer-Verlag, 1980
23. Diffusions processes on differentiable manifolds
in "Géodésiques et diffusions" Astérisque vol 84-85 pp 17-32, 1981
24. Local and Global Estimates for the density of diffusion processes
in "Géodésiques et diffusions" Astérisque vol 84-85 pp 131-150, 1981
25. Cramer Transforms and small time diffusions processes
in "Géodésiques et diffusions" Astérisque vol 84-85 pp 215-226, 1981
26. Diffusion Processes on the Heisenberg group
in "Géodésiques et diffusions" Astérisque vol 84-85 pp 227-236, 1981
27. (Book)Geodesics and small time behaviour of diffusions on manifolds
Editor R. Azencott, series of coordinated papers by
R.Azencott, P. Baldi, A. Bellaiche, L. Elie, M. Chaleyat-Maurel)
Asterisque vol 84-85, 250 pages, Paris, 1982
28. Stochastic Taylor Formula and Feynmann integrals
Lecture Notes Math.vol 921 pp 237-265 Springer-Verlag, 1982
29. (Book) Séries d’ observations irrégulières
R. Azencott, D.Dacunha Castelle
1st edition (in french) 190 pages Masson Paris, 1983
30. Asymptotic small time expansions for densities of diffusion processes
Lecture Notes Maths vol 1059 pp 402-498 Springer-Verlag, 1984
31. Small random perturbations of dynamic systems : asymptotic expansions
Bull.Soc.Math.France vol 109 pp 253-308, 1985
32. Schroedinger Equation as « h » tends to zero : a probabilistic approach
R. Azencott, H. Doss in CIRM 1985 colloquium (Editor Albeverio)
Lecture Notes in Maths. Springer-Verlag vol 1109, 1985
33. Atiyah-Singer Index theorem : Bismut’s approach
Seminaire Bourbaki 1984 Astérisque (Soc. Math. France), 1985
34. (Book) Time Series of irregular observations
R. Azencott, D. Dacunha Castelle
2nd edition (in english) 198 pages, Springer Verlag, NewYork,1985
35. Simulated Annealing and Image analysis
Publications Soc.Math.France 16 pages, 1986
36. Gibbs fields ,simulated annealing and low level vision tasks
Congress « Shape recognition an Artificial intelligence » . Antibes France
Actes RFIA 87 published by AFCET Tom II p 1183-1191, 1987
37. (Proceedings) 1987 Internat. Autumn School : Artificial Intelligence
R. Azencott : Proceedings Editor and Scientific Director
Thomson / Inst. ENS Ulm, Jouy-en-Josas, France, 1987.
38. Image analysis and Markov fields
Proc Int.Conf on Ind.andAppl.Math. S.I.A.M. 87 Paris
published by, S.I.A.M. Philadelphia, 1988
39. (Proceedings) 1988 Internat.Autumn School: Image Analysis and Artificial Vision
R. Azencott : Proceedings Editor and Scientific Director
Thomson / Inst. ENS Ulm, Jouy-en-Josas, France, 1988
40. Mandrake, expert software and algorithms for time series forecast
R. Azencott, B. and Y. Girard, R. Astier, P. Jacoubowitz, M.M. Martin
Proceedings of the 8th Int. Symp. on Forecasting, Amsterdam,1988
41. (Book) Time Series of Irregular observations
R. Azencott, D. Dacunha Castelle
3rd edition (in japanese) 206 pages Tokyo,1989
42. (Scientific Software) Mandrake Monovariate :
Fast monovariate ARIMA models for time series
R. Azencott, B. et Y. Girard, R. Astier,P.Jacoubowitz,M.M.Martin
Collaboration between Univ.Paris 11, Univ. Paris 1, EDF France, 1989
43. Simulated Annealing
Bourbaki Seminar 1988 Lecture 697 Asterisque p 223-237, 1989
44. (Proceedings) 1989 Internat. Autumn School: Image Analysis and Artificial Vision
R. Azencott : Proceedings Editor and Scientific Director
Thomson / Inst. ENS Ulm, Jouy-en-Josas, France, 1989
45. Image compression through backpropagation
R. Azencott, M. Mougeot, B. Angeniol
in "Neuro Computing" Editors Fogelman-Hierault
Nato Asi Lecture Notes Series vol F- 68 p 333-336 Springer-Verlag, 1990
46. Synchronous Boltzmann machines and Gibbs fields
in "Neurocomputing" Editors Fogelman-Hierault
NATO ASI Lecture Notes Series vol F68 p 51-62 Springer-Verlag, 1990
47. Synchronous Boltzmann machines and artificial vision
"Les Entretiens de Lyon: Neural Networks" p 135-143 Springer-Verlag, 1990
48. Synchronous Boltzmann machines and outline based image classification
R. Azencott, A.Doutriaux,L.Younes
Proc Int.Neural Networks Conf Paris1990 IEEE KluwerAc Publ. Boston, 1990
49. Self-organization of orientation selective cells in the visual cortex
R. Azencott, M.Mougeot
Congrès Neurosciences Aussois France,1990
50. (Proceedings) 1990 Internat. Autumn School : Object Oriented Languages
R. Azencott : Proceedings Editor and Scientific Director
Thomson / Inst. ENS Ulm, Jouy-en-Josas, France, 1990
51. Image compression and back propagation
R. Azencott, B. Angeniol, M. Mougeot
Neural Networks. Vol 4, p 467 - 476, 1991
52. Unsupervised learning for the visual cortex
R. Azencott, M.Mougeot
Proc Int.J.Conf.Neural Nets July 1991 Seattle, 1991
53. Contour lines extraction in images by synchronous Boltzmann machines
R. Azencott, J.Lacaille
Actes Congrès Neuro-Nîmes p 507 - 518 Nimes France,1991
54. Smooth contour lines in images and synchronous Boltzmann machines
R. Azencott, J.Lacaille
Proceedings Int. J. Cong. Neural Nets, World Scientific Singapore,1991
55. Detection of seismic horizons : Gibbs fields techniques
R. Azencott, T.Carlier, JL.Guiziou, JF.Yao
6th Conf.Image Analysis and Image Processing Como Italy 1991
Published by World Scientific Singapore, 1992
56. Boltzmann machines : High order interaction and synchronous learning
Proceedings "Stochastic models in image analysis" Rome 1990
Editors P.Barone, A.Frigessi, M. Piccioni
Lecture Notes in Statistics. Vol 74. p 14 - 45 Springer-Verlag, 1992
57. Edge detection and segmentation of textured images
R. Azencott, C. Graffigne, C. Labourdette
Proceedings "Stochastic models in image analysis" Rome, 1990
Editors P. Barone, A. Frigessi, M. Piccioni
Lecture Notes in Statistics. Vol 74 Springer-Verlag p 75 - 88, 1992
58. Bayesian 3D path search in Images of seismic data
R. Azencott, B. Chalmond, P. Julien
Procedings “Stochastic Models in Image Analysis" Rome 1990
Editors P.Barone, A.Frigessi, M. Piccioni
Lecture Notes in Statistics Springer-Verlag Vol 74 p 46 - 74, 1992
59. (Book) Simulated annealing : Parallelization techniques
Editor R. Azencott series of coordinated papers by
R. Azencott O. Catoni C. Grafigne L.Younes A. Trouve M. Dreyfus P. Garda H. Lutton
Interscience 242 pages, Wiley, New York, 1992
60. Simulated annealing: speed of convergence and acceleration techniques
in "Simulated annealing:parallelization techniques" pp 1-10 Wiley,1992
61. Large deviation framework for sequential and parallel annealing
in "Simulated annealing:parallelization techniques" pp 11-24 Wiley, 1992
62. Parallel annealing : basic techniques
in "Simulated annealing:parallelization techniques" pp 37-46 Wiley, 1992
63. Parallel annealing :interacting multiple searches
R. Azencott, C.Graffigne
in "Simulated annealing:parallelization techniques" pp 81-90 Wiley, 1992
64. Adaptive smoothing and Markov fields for “valleys” detection on Images
R. Azencott, B.Chalmond,F.Coldefy
11th IAPR Cong on Image Speech and Signal analysis, La Haye, 1992
65. Non supervised image segmentation and multi-level Markov Random fields
R. Azencott, C. Graffigne
11 th IAPR Cong. Image Speech Signal analysis, La Haye, 1992
66. Synchronous Boltzmann machines and artificial vision
R. Azencott, J. Lacaille, L. Younes
Courrier du CNRS, PARIS, vol 79, 1992
67. Markov fields in image analysis : a 1986-1992 survey
University of Paris Sud publications, 1992
68. Non homogeneous transfer function estimation for X-rays films fusion
R.Azencott, J.P. Wang
Preprint 9336, CMLA , ENS Cachan Publications, France, 1993
69. Synchronous Boltzmann machines and curve identification tasks
R. Azencott, A.Doutriaux, L.Younes
Network (vol 4) pp 461-480, 1993
70. Automated intensive short term forecasts of gas consumptions for France
national gas agency GDF (scientific software)
R. Azencott, B. et Y. Girard,
Collaboration between ENS Rue d’Ulm, Univ. Paris 1, GDF France,1993
71. Mandrake Multivariate : parsimonious modeling for multivariate time series
(scientific software)
R. Azencott, B. et Y. Girard, J. Lacaille, B. Durand
Collaboration between ENS Cachan, Univ. Paris 1, Transports Ministry, 1994
72. Markov fusion of noise blurred images to detect intensity valleys
R. Azencott, B. Chalmond, F. Coldefy
Int. Jour. Comp. Vision,1994
73. Stochastic Neural Nets applied to optimization and pattern recognition
Invited advanced course at
Internat. Summer School EDF / CEA / INRIA, Le Bréau, France,1994
74. Geodesics in diffeomorphisms groups : deformation distance between
shapes
communication in “Stochastic structures and Monte-Carlo optimisation"
Internat.Mathematics Congress Cortona, Italy, 1994
75. Contour lines on 2D Sismic Exploration data : Automated detections of geological
horizons by Markov random fields (scientific software)
R. Azencott, T. Carlier, J.F. Yao
validated on Sismic Image data in collaboration with TOTAL
conception / realization with Sudimage consultants , Cachan , France, 1995
76. Siredin : Algorithmic simulations of massively parallel Artificial Retina for
automatic detection of mobile targets (scientific software)
R. Azencott, J. Lacaille, P. Garda, O. Cherif, L. Younes, C. Labourdette
scientific collaboration with France Atomic Agency (C.E.A / CESTA)
conception / realization at Miriad Parallel Processing, Cachan, France, 1995
77. Transfer function estimation, film fusion, and image restauration
R. Azencott, B. Chalmond, J.P. Wang
CVGIP : Graphical models and image processing 58, pp 65-74, 1996
78. Automated camera detection of leather defects using Markov Random Fields
R. Azencott, J.F. Yao
Proceedings of 12th Int. Congress Pattern Recognition, Jerusalem, 1996
79. A distance for elastic matching in object recognition
R. Azencott, F. Coldefy, L. Younes
Int. Conf. Pattern Recognition ICPR 96 Vienna, 1996
80. Multiscale identification of buildings in compressed large aerial scenes
R. Azencott, F. Durbin, J. Paumard
Int. Conf. Pattern Recognition ICPR 96 Vienna, 1996
81. Robust recognition in compressed large aerial scenes
R. Azencott, F. Durbin, J. Paumard
Int. Conf. on Image Processing, Lausanne, 1996
82. An energy minimization method for matching structured object representations
R. Azencott, L. Younes
Lecture Notes in Computer Science vol 1223, 1997
83. Texture classification using windowed Fourier filters
R. Azencott, JP. Wang, L. Younes
IEEE Trans. Pattern Analy. Machine Intelligence vol 19 n°2 pp 148-152, 1997
84. Large deviations theory and Vapnik exponential bounds for Learning speeds
Invited communication at Brown University 50 th anniversary
Internat. Colloquium , Maths Dept , Brown University, Providence USA, 1997
85. Piecewise affine neural networks and nonlinear control
R. Azencott, C.A. Lehalle
Proceedings Int. Conf. on Artificial Neural Networks, Skovde, Sweden, 1998
86. Automatic control by piecewise affine neural networks
R. Azencott, C.A. Lehalle
Proceed. “Nonlinear control Theory/Appl.” CransMontana, Switzerland, 1998
87. Miriad Process : desktop development tool for automatic learning applied
to signal analysis (scientific software)
R. Azencott, J. Lacaille, O. Cherif, O. Catoni, M. Mougeot, B. Durand
validated on ARIANE rocket engine with France National Space Agency (CNES)
supported by France National Innovation Agency (ANVAR)
conception/realization at Miriad Parallel Processing, Cachan, France, 1998
88. Easy Glider : Content driven navigation engine for very large Image/Text
Databases (scientific software)
R. Azencott, L.Younes, F. Coldefy, S. Xiong, J. Paumard, JP Wang
validated on industrial automated image search projects with ALCATEL and CEA
supported by France National Innovation Agency (ANVAR)
conception/realization at Sudimage SA, France, 1999
89. Stability of nonlinear control by piecewise affine neural networks
R. Azencott, C.A. Lehalle
Proceedings : Int. Conf. on Artificial Neural Networks Edinburgh, UK, 1999
90. Piecewise Affine Perceptrons can emulate stable nonlinear controls
R. Azencott, C.A. Lehalle
Proceedings: Int. Symposium on Intelligent Control Cambridge USA, 1999
91. Md Scan : a desktop development tool for automatic learning and pattern
recognition on multisensors high-rates signals (scientific software)
R. Azencott, J. Lacaille, O. Cherif, M. Abitbol, E. Lohmer, B. Durand
validated for “in flight” acoustic anomaly diagnosis with Airbus and DASSAULT
conception/realization at Miriad Technologies, Paris, France, 2000
92. Md Monitor: a desktop development tool for intelligent monitoring and
anticipation of performance indicators (scientific software)
R. Azencott, J. Lacaille, O. Cherif, M. Abitbol, C. Lehalle, J. Besnard, J.F. Legrand,
validated on industrial process tele-monitoring with ALTIS and Schneider
conception/realization at Miriad Technologies, Paris, France, 2000
93. Refined Exponential Rates in Vapnik-Chervonenkis inequalities
R. Azencott, N. Vayatis
ComptesRendus Acad. Sciences vol 332 serie I, p.563-568 Paris France, 2001
94. Scan Trends : Multi-scale auto-adaptive Trend Forecast for stockmarket
data flows (scientific software)
R. Azencott, J. Lacaille, J. Besnard, C. Lehalle,
validated on large stockmarket databases in collaboration with CPR Paris
conception / realization at Miriad Technologies , Paris, France, 2001
95. Pythie : On line automatic learning to forecast service levels in cellphone
networks (scientific software)
R. Azencott, O. Cherif, J.M. Legrand
validated on cellphone networks databases with France TELECOM and ALCATEL
conception / realization at Miriad Technologies , Paris, France, 2001
96. Charts : automated shape recognition for massive detection of celebrated Chartist
Figures on stockmarket dataflows (scientific software)
R. Azencott, J. Lacaille, O. Cherif, J. Besnard, C. Lehalle,
validated on large stockmarket databases in collaboration with DIAGONLINE
conception/realization at Miriad Technologies , Paris, France, 2001
97. Opacc : auto-adaptive detection of abnormal patterns on massive recordings of
Hertzian communications (scientific software)
R. Azencott, J. Besnard, C. Lehalle,
validated on large Hertzian databases in collaboration with THALES Comm. France
conception/realization at Miriad Technologies , Paris, France, 2002
98. Scan Welding : “on line detection of defects in robotic welding by voltage and
intensity analysis” (scientific software)
R. Azencott, J. Besnard, C. Lehalle, K. Fakhreddine
validated on large electric welding databases in collaboration with AIR LIQUIDE
conception/realization at Miriad Technologies , Paris, France, 2002
99. Simulated Annealing and Image analysis, with comments by J.M. Morel,
R. Azencott in Selected Papers Soc.Math.France (edit. J.M. Kantor), 2003
100. Md Intelligence (Auto-Adaptive Decision Tools ) : Data flow analysis to detect
anomalies, anticipate criticities, enhance performance (scientific software)
R. Azencott, J. Lacaille, O. Cherif, M. Abitbol, J. Besnard, J.F. Legrand, C. Lehalle,
validated on industrial process tele-monitoring with AIR LIQUIDE and RHODIA,
conception/realization at Miriad Technologies , Paris, France, 2003
101. On line acoustics identification of sounds in very noisy background
(scientific software) R. Azencott, Qu XingTai, J. Besnard , collaboration with THALES / INRA on telemonitoring systems for passengers safety in urban buses Internal Report , THALES / INRA research project, 2004
102. On the fly health monitoring of mechanical hazards in Formula1 car races
R. Azencott, C.A. Lehalle
Proceedings : FISITA World Automotive Congress, 2004
103. Auto adaptive monitoring of complex industrial processes
R. Azencott, C.A. Lehalle
Proceedings : Congress “Fiability of production lines” (Madrid, Spain) 2004
104. Auto adaptive analysis of engine noise / vibrations for online diagnosis
R. Azencott, J. Besnard, C.A. Lehalle
Proceedings : “Automobile and Railway comfort: Acoustics, Vibratory, Thermal”
International Congress, Douai, France, 2004
105. Multi-sensors detection and diagnosis of defective nodes in
high throughput multinodes communications networks (scientific software)
R. Azencott, O. Cherif, J.F. Legrand , collab.Fr Telecom / Ilog, 2005
106. Auto adaptive Kohonen neural maps applied to classification
and prediction of gas consumers profiles (scientific software)
R. Azencott, S. Leprince, F. Jodar , collab. GAZ de FRANCE, 2005
107. Support vector machines applied to fast sound identification
in noisy background (scientific software)
R. Azencott, Qu XingTai, collab. AIRBUS /SAGEM on tele monitoring
systems for aircraft passengers cabins, 2006
108. Automated evolution forecast for large patents portfolio (scientific software)
R. Azencott, B. Girard, Y. Girard, 2007
109. Mutual information and accidents causation analysis
R. Azencott, M. Mougeot
(submitted to “Accident Analysis and Prevention”), 2007
110. A controllability approach to Shape Identification by elastic matching
R. Azencott, R. Glowinski, A.M. Ramos ; accepted in
Applied Mathematics Letters, doi.org/10.1016/j.aml.2007.08.013, 2007
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