DEPARTMENTS

Emperical Interference

Haptic Intelligence

Modern Magnetic Systems

Perceiving Systems

Physical Intelligence

Robotic Materials

Social Foundations of Computation


Research Groups

Autonomous Vision

Autonomous Learning

Bioinspired Autonomous Miniature Robots

Dynamic Locomotion

Embodied Vision

Human Aspects of Machine Learning

Intelligent Control Systems

Learning and Dynamical Systems

Locomotion in Biorobotic and Somatic Systems

Micro, Nano, and Molecular Systems

Movement Generation and Control

Neural Capture and Synthesis

Physics for Inference and Optimization

Organizational Leadership and Diversity

Probabilistic Learning Group


Topics

Robot Learning

Conference Paper

2022

Autonomous Learning

Robotics

AI

Career

Award


Empirical Inference Book Chapter An Introduction to Support Vector Machines Schölkopf, B. In Recent Advances and Trends in Nonparametric Statistics , :3-17, (Editors: MG Akritas and DN Politis), Elsevier, Amsterdam, The Netherlands, 2003 () Web DOI BibTeX

Empirical Inference Article An Introduction to Variable and Feature Selection. Guyon, I., Elisseeff, A. Journal of Machine Learning, 3:1157-1182, 2003 () BibTeX

Empirical Inference Book Chapter Bayesian Kernel Methods Smola, A., Schölkopf, B. In Advanced Lectures on Machine Learning, Machine Learning Summer School 2002, Lecture Notes in Computer Science, Vol. 2600, LNAI 2600:65-117, 0, (Editors: S Mendelson and AJ Smola), Springer, Berlin, Germany, 2003 () DOI BibTeX

Autonomous Motion Conference Paper Bayesian backfitting D’Souza, A., Vijayakumar, S., Schaal, S. In Proceedings of the 10th Joint Symposium on Neural Computation (JSNC 2003), Irvine, CA, May 2003, 2003, clmc () URL BibTeX

Physical Intelligence Conference Paper Biomimetic propulsion for a swimming surgical micro-robot Edd, J., Payen, S., Rubinsky, B., Stoller, M. L., Sitti, M. In Intelligent Robots and Systems, 2003.(IROS 2003). Proceedings. 2003 IEEE/RSJ International Conference on, 3:2583-2588, 2003 () BibTeX

Theory of Inhomogeneous Condensed Matter Article Complex dewetting scenarios captured by thin-film models Becker, J., Grün, G., Seeman, R., Mantz, H., Jacobs, K., Mecke, K. R., Blossey, R. Nature Materials, 2:59-64, 2003 () BibTeX

Autonomous Motion Article Computational approaches to motor learning by imitation Schaal, S., Ijspeert, A., Billard, A. Philosophical Transaction of the Royal Society of London: Series B, Biological Sciences, 358(1431):537-547, 2003, clmc () URL BibTeX

Theory of Inhomogeneous Condensed Matter Article Critical Casimir forces in colloidal suspensions Schlesener, F., Hanke, A., Dietrich, S. Journal of Statistical Physics, 110(3-6):981-1013, 2003 () DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article Depletion potentials near geometrically structured substrates Bryk, P., Roth, R., Schoen, M., Dietrich, S. Europhysics Letters, 63(2):233-239, 2003 () DOI BibTeX

Autonomous Motion Conference Paper Design and Control of a Leg for the Running Machine PANTER Berns, K., Grimminger, F., Hochholdinger, U., Kerscher, T., Albiez, J. In Proceedings of the ICAR 2003–11th International Conference on Advanced Robotics, :1737-1742, 2003 () BibTeX

Theory of Inhomogeneous Condensed Matter Conference Paper Diffusion in metallic glasses Frank, W., Strohm, A., Voss, T. In Mass and Charge Transport in Inorganic Materials II., :139-150, Advances in Science and Technology, Techna, Firenze, 2003 () BibTeX

Theory of Inhomogeneous Condensed Matter Book Chapter Diffusion in quasicrystals Mehrer, H., Galler, R., Frank, W., Blüher, R., Strohm, A. In Quasicrystals - Structure and Physical Properties, :312-337, Wiley-VCH, Weinheim, 2003 () BibTeX

Theory of Inhomogeneous Condensed Matter Article Direct measurement of entropic forces induced by rigid rods Helden, L., Roth, R., Koenderink, G. H., Leiderer, P., Bechinger, C. Physical Review Letters, 90(4), 2003 () BibTeX

Autonomous Motion Conference Paper Discovering imitation strategies through categorization of multi-cimensional data Billard, A., Epars, Y., Schaal, S., Cheng, G. In IEEE International Conference on Intelligent Robots and Systems (IROS 2003), Las Vegas, NV, Oct. 27-31, 2003, clmc () URL BibTeX

Empirical Inference Conference Paper Distance-based classification with Lipschitz functions von Luxburg, U., Bousquet, O. In Learning Theory and Kernel Machines, Proceedings of the 16th Annual Conference on Computational Learning Theory, :314-328, (Editors: Schölkopf, B. and M.K. Warmuth), Learning Theory and Kernel Machines, Proceedings of the 16th Annual Conference on Computational Learning Theory, 2003 () PDF PostScript BibTeX

Physical Intelligence Article Efficient charge recovery method for driving piezoelectric actuators with quasi-square waves Campolo, D., Sitti, M., Fearing, R. S. IEEE transactions on ultrasonics, ferroelectrics, and frequency control, 50(3):237-244, IEEE, 2003 () BibTeX

Theory of Inhomogeneous Condensed Matter Article Enrico Fermi in Pisa Gambassi, A. Physics in Perspective, 5:384-397, 2003 () BibTeX

Movement Generation and Control Conference Paper Evolution of Fault-tolerant Self-replicating Structures Righetti, L., Shokur, S., Capcarre, M. In Advances in Artificial Life, :278-288, Lecture Notes in Computer Science, Springer Berlin Heidelberg, 2003 () DOI URL BibTeX

Empirical Inference Book Chapter Extension of the nu-SVM range for classification Perez-Cruz, F., Weston, J., Herrmann, D., Schölkopf, B. In Advances in Learning Theory: Methods, Models and Applications, NATO Science Series III: Computer and Systems Sciences, Vol. 190, 190:179-196, NATO Science Series III: Computer and Systems Sciences, (Editors: J Suykens and G Horvath and S Basu and C Micchelli and J Vandewalle), IOS Press, Amsterdam, 2003 () BibTeX

Empirical Inference Conference Paper Feature Selection for Support Vector Machines by Means of Genetic Algorithms Fröhlich, H., Chapelle, O., Schölkopf, B. In 15th IEEE International Conference on Tools with AI, :142-148, 15th IEEE International Conference on Tools with AI, 2003 () BibTeX

Theory of Inhomogeneous Condensed Matter Article Hard-sphere fluids in contact with curved substrates Bryk, P., Roth, R., Mecke, K. R., Dietrich, S. Physical Review E, 68(3):031602, 2003 () DOI BibTeX

Empirical Inference Technical Report Interactive Images Toyama, K., Schölkopf, B. (MSR-TR-2003-64), Microsoft Research, Cambridge, UK, 2003 () Web BibTeX

Empirical Inference Conference Paper Kernel Methods and Their Applications to Signal Processing Bousquet, O., Perez-Cruz, F. In IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP ‘03), Proceedings. (ICASSP ‘03), Special Session on Kernel Methods:860 , ICASSP, 2003 () PDF PostScript BibTeX

Autonomous Motion Conference Paper Learning attractor landscapes for learning motor primitives Ijspeert, A., Nakanishi, J., Schaal, S. In Advances in Neural Information Processing Systems 15, :1547-1554, (Editors: Becker, S.;Thrun, S.;Obermayer, K.), Cambridge, MA: MIT Press, 2003, clmc () URL BibTeX

Autonomous Motion Conference Paper Learning from demonstration and adaptation of biped locomotion with dynamical movement primitives Nakanishi, J., Morimoto, J., Endo, G., Schaal, S., Kawato, M. In Workshop on Robot Learning by Demonstration, IEEE International Conference on Intelligent Robots and Systems (IROS 2003), Las Vegas, NV, Oct. 27-31, 2003, clmc () URL BibTeX

Physical Intelligence Conference Paper Manufacturing of two and three-dimensional micro/nanostructures by integrating optical tweezers with chemical assembly Castelino, K., Satyanarayana, S., Sitti, M. In Nanotechnology, 2003. IEEE-NANO 2003. 2003 Third IEEE Conference on, 1:56-59, 2003 () BibTeX

Autonomous Motion Conference Paper Movement planning and imitation by shaping nonlinear attractors Schaal, S. In Proceedings of the 12th Yale Workshop on Adaptive and Learning Systems, Yale University, New Haven, CT, 2003, clmc () URL BibTeX

Empirical Inference Article New Approaches to Statistical Learning Theory Bousquet, O. Annals of the Institute of Statistical Mathematics, 55(2):371-389, 2003 () PostScript BibTeX

Theory of Inhomogeneous Condensed Matter Article On the finite-size behavior of systems with asymptotically large critical shift Dantchev, D. M., Brankow, J. G. Journal of Physics A: Mathematical and General, 36(34):8915-8933, 2003 () BibTeX

Theory of Inhomogeneous Condensed Matter Article On the reliability of initial conditions for dissipationless cosmological simulations Knebe, A., Dominguez, A. Publications of the Astronomical Society of Australia, 20:173-183, 2003 () BibTeX

Autonomous Motion Conference Paper PANTER-prototype for a fast-running quadruped robot with pneumatic muscles Albiez, J., Kerscher, T., Grimminger, F., Hochholdinger, U., Dillmann, R., Berns, K. In Proceedings of the 6th International Conference on Climbing and Walking Robots, :617-624, 2003 () BibTeX

Empirical Inference Conference Paper Predictive control with Gaussian process models Kocijan, J., Murray-Smith, R., Rasmussen, C., Likar, B. In Proceedings of IEEE Region 8 Eurocon 2003: Computer as a Tool, :352-356, (Editors: Zajc, B. and M. Tkal), Proceedings of IEEE Region 8 Eurocon 2003: Computer as a Tool, 2003 () PDF PostScript BibTeX

Materials Article Progress in the preparation of cross-sectional TEM specimens by ion-beam thinning Strecker, A., Bader, U., Kelsch, M., Salzberger, U., Sycha, M., Gao, M., Richter, G., van Benthem, K. Zeitschrift Fur Metallkunde, 94(3):290-297, 2003 () DOI BibTeX