.. Règles-de-décision-non-linéaires, 67 III.2.3.2 SVM pour la reconnaissance de formes, ., p.73

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J. Bibliographie1-]-abonyi, R. Babuska, S. , and F. , Modified Gath-Geva Fuzzy Clustering for identification of Takagi-Sugeno Fuzzy Models, 1998.

K. Astrom, Interim Visteon Corporation Control of Complex Systems Laplace's Method Approximations for Probabilistic Inference in Belief Networks with Continuous Variables Applied fuzzy modelling Identification of MIMO systems by input-output TS fuzzy models Fuzzy and neural control: DISC course lecture notes Driver-adaptive lane departure warning systems Generalized discriminant analysis using a kernel approach Deliverable 1.1: User needs analysis per category of drivers group Real time " analysis of the driving situation in order to manage on-board information. Congrès e-SAFETY, septembre An on-road investigation of self-rating of alertness and temporal separations as indicators of driver fatigue in commercial motor vehicle operators Benchmark of a waste-water treatment process, proceedings IFAC Symposium on Artificial Intelligence in Real Time Control IEEE International Conference on Fuzzy Systems, pp.61-66, 1994.

F. Contrat, N. Bernussou, J. , T. , A. Berschandy et al., Interconnected Dynamical systems: Stability, Decomposition and Decentralisation. North-Holland Publishing Company Comparaison des approches classiques dans l'architecture d'un système d'intelligence artificielle embarqué Application à la détection temps réel de danger automobile Pattern Recognition with Fuzzy Objective Function Algorithms A Gentle Tutorial of the EM Algorithm and its Application to Parameter Estimation for Gaussian Mixture and Hidden Markov Models, Thèse Neural Networks for Pattern Recognition, 1981.

C. M. Bishop, T. , M. E. Bittner, and R. , Variational Relevance Vector Machines Detecting of fatigue states of a car driver In Medical data analysis, Lecture notes in computer sci Facteurs Biologiques et Environnementaux de la Dégradation de la Vigilance chez les conducteurs et Système de Détection Automatique des Baisses de Vigilance Deliverable 3.2: Optimized HDM for cars and heavy vehicles A training algorithm for optimal margin classifiers Intelligent Assistant Systems Academic press, Proceedings of the 16th Conf Brause R. W., Hanisch E. eds. Springer, Frankfurt. [29] Proceedings of the 5 th Annual ACM Workshop on Computational Learning Theory Neuro-fuzzy Adaptive Modelling and Control, pp.46-53, 1991.

U. Hempstead, C. J. Burges, P. A. Burrough, P. F. Van-gaans, M. et al., A tutorial on Support Vector Machines for Pattern Recognition Highresolution landform classification using fuzzy k-means. Fuzzy Sets and Systems Interpretation of artificial neural networks by means of fuzzy rules Methods of Mathematical Physics Fuzzy clustering analysis for optimizing fuzzy membership functions Fuzzy model identification based on cluster estimation, Series in Systems and Control Engineering, pp.121-167, 1953.

V. De, W. Marchau, V. A. Van-der, H. , and R. E. , The cost-effectiveness of future driver support systems, 32nd International Symposium on Automotive Technology & Automation, pp.421-428, 1999.

W. De, D. Denison, D. Holems, M. Chris, B. et al., The measurement of drivers' mental workload Bayesian Methods for Nonlinear Classification and Regression An investigation on subjective assessments of workload and postural stability under conditions of joint mental and physical demands PhD Thesis of the Faculty of the Virginia Polytechnic Institute and State University Les systèmes d'aide à la conduite Evaluation of techniques for ocular measurement as an index of fatigue and as the basis for alertness management. Final Report. National Highway Traffic Safety Administration Detection of Drowsy and Intoxicated Drivers Based on Highway Driving Performance Measures Vehicle Simulation Laboratory, Human Factors Group, Virginia Polytechnic Institute and State University Statistics for Research Pattern Classification. Wiley- Interscience A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters Situation awareness Development of A Systematic Methodology of Fuzzy Logic Modeling Activity 2. Validation framework WP3 Deliverable 5. Human Performance Metrics Review of workload measurement, analysis and interpretation methods, La voiture intelligente (Traité IC2, série Systèmes automatisés) Handbook of Applied Cognition. NY: Wiley & Sons WHITE PAPER ? European transport policy for 2010: time to decide. Office for Official Publications of the European Communities, pp.135-185, 1974.

L. Foulloy, B. E. , and M. G. , Practical Methods of Optimization Applications of fuzzy sensors, Behavioural responses to a driver impairment monitoring system. 1st World Congress on Advanced Transport Telematics, 1993.

. Applications, . Terrassa, . España, R. M. Freund, M. Shinji59 et al., Interior Point Methods: Current Status and Future Directions Unsupervised optimal fuzzy clustering Object-Oriented Software for Quadratic Programming, Optima IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.51, issue.7, pp.1-9, 1989.

M. Gonzalez-mendoza, T. A. Hernadez-gress, N. Gonzalez, M. Mendoza, A. Santana-diaz et al., Boosting Support Vector Machines in Density Estimation Problems Driver Vigilance Monitoring, a New Approach, 3ème Congrès de Doctorants. Ecole Doctorale Systèmes LAAS-CNRS IPMU 2002 Symposium, 2002.

G. Mendoza, M. Santana-diaz, A. Jammes, B. Titli, A. Esteve et al., Comparison between Classification and PDF Estimation SVMs for Driver's Vigilance Monitoring SVM clustering for identification of Takagi-Sugeno fuzzy models. 5 th IFAC International symposium of Intelligent Components and Instruments for Control Applications, SICICA A Comparison of Road Departure Warning Systems on Real Driving Conditions. Submitted to IEEE 7th Intelligent Transportation Systems ITS 2004, 3-6 Octobre A study of the QP optimization problem in the learning phase of SVM Designing fuzzy inference systems from data : an interpretability-oriented review Fuzzy clustering with a fuzzy covariance matrix Adaptive Modelling, Estimation and Fusion from Data: A Neurofuzzy Approach Neural Networks: A comprehensive foundation, IBERAMIA 2002 Workshop Minería de datos Proceedings IEEE CDC, pp.426-443, 1979.

L. Prentice-hall, T. France, H. Francisco, . Lozano, J. Manuel et al., Système de Diagnostic par Réseaux de Neurones et Statistiques: Application à la détection d'hypovigilance du conducteur automobile Generating fuzzy rules from examples using genetic algorithms Approche Multisensorielle pour la Détection Comportementale de la baisse de la vigilance d'un conducteur automobile, Thèse Décembre. LAAS Report 98571. [78] 4th International Conference on Information Processing and Management of Uncertainty in Knowledge-Bases System, IPMU'94 The UCI KDD Archive. url, pp.675-680, 1994.

C. Irvine, F. Hlawatsch, F. , P. Holschneider, and M. , The Interference Structure of the Wigner Distribution and Related Time-Frequency Signal Representations The Wigner Distribution -Theory and Applications in Signal Processing A real-time algorithm for signal analysis with the help of the wavelet transform Time-Frequency Methods and Phase Space Neuro-fuzzy ID3: a method of inducing fuzzy decision trees with linear programming for maximizing entropy and an algebraic method for incremental learning. Fuzzy Sets and Systems 81 Intelligent Transportation Society of America and the United States Department of Transportation National Intelligent Transportation Systems Program Plan: A Ten-Year Vision Empirical study on learning in fuzzy systems by rice test analysis. Fuzzy Sets and Systems Fuzzy Logic in Control ANFIS: Adaptive-network-based fuzzy inference systems, pp.59-133, 1989.

L. Tsong and . Tsu-tain, Support vector machines for the fuzzy neural networks. Fuzzy modeling of high-dimensional systems: Complexity reduction and interpretability improvement Advanced Fuzzy Systems Design and Applications. Series: Studies in Fuzziness and Soft Computing Making large-scale support vector machine learning practical, IEEE Transactions on System, Man and Cybernetics Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics, IEEE SMC '99 Advances in Kernel Methods: Support Vector Machines. B. Schölkopf, C. Burges, A. Smola editors Fuzzy Inference System Learning by Reinforcement Methods, pp.665-685, 1998.

. Kowalczyk, A. F. Kramer, R. Langari, L. Wang, Y. et al., Maximal Margin Perceptron Advances in Large Margin Classifiers Physiological metrics of mental workload: a review of recent progress Multiple task performance. London: Taylor & Francis Radial Basis Functions Networks, Expectation Maximisation Algorithm Guide de la Sûreté de Fonctionnement Comparison of learning algorithms for handwritten digit recognition Une exploration des signaux en ondelettes. Editions de l'école Polytehcnique Application of fuzzy logic to approximate reasoning using linguistic synthesis A critical view of driver behaviour models: what do we know what should we do? L. Evans and R. C. Schwing Eds. Human behaviour and traffic safety A family of algorithms for approximate Bayesian inference, IEEE Trans. on Systems Man & Cybernetics, PART C: Applications & Reviews Proceedings ICANN'95 ? International conference on artificial Neural Networks, volume II Proceedings of the sixth international symposium on Multiple-valued logic table of contents, pp.338-355, 1976.

M. L. Minsky, P. , S. A. Moré, J. J. , W. et al., Perceptrons: An Introduction to Computational Geometry Optimization Software Guide Conditions de vie et vigilance Colloque Vigilance des conducteurs, pilotes et opérateurs: aspects médicaux, développements technologiques, amélioration de la sécurité. Toulouse, 15-16 novembre Probabilistic Inference using Markov Chain Monte Carlo Methods Spécifications ergonomiques et conception de l'IHM d'un système de surveillance de trajectoire latérale. Congrès e-SAFETY, septembre 16-18 A complete fuzzy decision tree technique. Fuzzy Sets and Systems, SIAM Publications. [105] Approche intégrée à base de modèles pour le diagnostic hors ligne et la conception, pp.221-254, 1988.

D. Toulouse, L. Rapport, . No03611110, A. V. Oppenheim, R. W. Schafer et al., Discrete- Time Signal Processing Support Vector Machines, E. et all, 1989.

A. M. Parkes, P. Z. Peebles, . Jr, T. Pilutti, U. et al., Data Capture techniques for RTI usability evaluation Probability, Random Variables and Random Signal Principles. 4 th Edition Identification of driver state for lane keeping tasks Fuzzy-logic-based virtual rumble strip for road departure warning systems Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines, Fuzzy Sets and Systems Commission of the European Communities. Drive Conference. Amsterdam. [115] Advances in Kernel Methods: Support Vector Machines. B, pp.169-181, 1991.

C. Schölkopf, A. Burges, J. C. Popieul, M. J. Powell, M. J. Powell et al., Etude des modifications du comportement du conducteur automobile au cours d'un trajet autoroutier de longue durée Colloque Vigilance des conducteurs, pilotes et opérateurs: aspects médicaux, développements technologiques, amélioration de la sécurité. Toulouse, 15-16 novembre ZQPCVX A fortran subroutine for convex quadratic programming Radial basis functions for multivariate interpolation: A review Algorithms for Approximation of Functions and Data Interaction Design: Beyond Human- Computer Interaction Empirical Analysis of EEG and ERPs for Psychophysiological Adaptive Task Allocation. The NASA STI Program Office Statistical and Neural Classifiers: An Integrated Approach to Design (Advances in Pattern Recognition) Human error The Ohio State University Automated Highway System Demonstration Vehicle Pattern Recognition and Neural Networks, Perceptrons and Neural Nets. AI Expert SAE International Congress and Exposition Variations of the level of vigilance and of behavioral activities during simulated automobile driving, pp.185-208, 1985.

R. , T. J. Usa, D. E. Rumelhart, G. E. Hinton, and W. R. , Fuzzy Logic with Engineering Applications Learning internal representations by error propagation Parallel Distributed processing: Explorations in the Microstructure of cognition, volume I Artificial Intelligence. A Modern Approach, 1986.

U. P. Doctorat, S. Sabatier, B. Scholkopf, and B. , Estimating the Support of a High-Dimensional Distribution Pattern Classification: A unified view of statistical and neural approaches Multivariate Density Estimation Wiley Inter-Science Second-Order Methods for Neural Networks: Fast and Reliable Training Methods for Multi-Layer Perceptrons. Perspectives in Neural Computing Series Automated vehicle control developments in the PATH program Density Estimation for Statistics and Data Analysis Learning with Kernels A tutorial on support vector regression A fuzzy-logic-based approach to qualitative modeling Fuzzy identification of systems and its application to modelling and control Solutions of ill-posed problems, Preliminary of Algorithms for Drowsy and Inattentive Driver Detection on the Road. National Highway Traffic Safety Administration, pp.114-120, 1977.

W. D. Winston, A. Titli, and L. Trave-massuyes, Logique floue et systèmes flous, Notes de cours de l'Institut National des Sciences Appliquées, 1998.

N. Tricot, D. Sonnerat, and J. C. Popieul, Driving styles and traffic density diagnosis in simulated driving conditions, Intelligent Vehicle Symposium, 2002. IEEE, 2002.
DOI : 10.1109/IVS.2002.1187967

R. J. Vanderbei, Linear programming: Foundations and Extensions, Symposium, 1997.
DOI : 10.1057/palgrave.jors.2600987

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.111.1824

. Kluwer-academic-publishers, M. Hingham, R. J. Vanderbei, V. N. Vapnik, and V. N. Vapnik, LOQO: An interior point code for quadratic programming Estimating of values of regression at the point of interest Estimation of Dependences Based on Empirical Data The Nature of Statistical Learning Theory, Method of Pattern Recognition. Sotvetskoe radio (in Russian). [154], pp.451-484, 1977.

V. N. Vapnik, W. Verwey, Z. , D. Voelcker, J. Wang et al., Computational Learning Theory Support Vector Method for Multivariate Density Estimation Predicting drowsiness accidents from personal attributes, eye blinks, and ongoing driving behaviour Top 10 Tech cars Splines Models for Observational Data Generating fuzzy rules by learning from examples, Advances in Neural Information Processing Systems New ideas in fuzzy clustering and fuzzy automata. Edited by Steele, N. C. Proceedings of the international ICSC Symposium on Fuzzy logic, pp.659-665, 1990.

/. Canada, X. Switzerland, J. A. Weston, V. Winsum, K. A. Broohhuis et al., Extensions to the Historical perspective on slow eyelid closure: Whence PERCLOS? Technical Conference on Ocular Measures of Driver Alertness A comparison of different ways to approximate time to line crossing (TLC) during car driving. Accident Analysis and prevention (32) Decomposing automation: Apparent simplicity, real complexity Automation and human performance: Theory and applications Commercial Motor Vehicle Driver Fatigue and Alertness Study: Technical Summary A Validity measure for Fuzzy Clustering Advanced Fuzzy Systems Design and Applications Fuzzy sets Text categorization based on regularized linear classification methods, Series: Studies in Fuzziness and Soft Computing Diagnostic des Défaillances. Editions Hermès. [173] Ford Drowsiness study, pp.47-56, 1965.