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Tsuda, K.; Noble, W.: Learning kernels from biological networks by maximizing entropy. Twelfth International Conference on Intelligent Systems for Molecular Biology (ISMB 2004), Third European Conference on Computational Biology (ECCB 2004), Glasgow, UK, July 31, 2004 - August 04, 2004. Bioinformatics 20 (Supplement 1), pp. i326 - i333 (2004)

Altun, Y.; Hofmann, T.; Smola, A.: Gaussian Process Classification for Segmenting and Annotating Sequences. In: ICML '04: Twenty-First International Conference on Machine Learning, 4, pp. 25 - 32 (Eds. Greiner, R.; Schuurmans, D.). Twenty-First International Conference on Machine Learning (ICML 2004), Banff, Canada, July 04, 2004 - July 08, 2004. ACM Press, New York, USA (2004)

Altun, Y.; Smola, A.; Hofmann, T.: Exponential Families for Conditional Random Fields. In: UAI '04: 20th Annual Conference on Uncertainty in Artificial Intelligence, pp. 2 - 9 (Eds. Meek, C.; Chickering, M.; Halpern, J.). 20th Annual Conference on Uncertainty in Artificial Intelligence (UAI 2004), Banff, Canada, July 07, 2004 - July 11, 2004. ACM Press, New York, NY, USA (2004)

Gregory, M.; Altun, Y.: Using Conditional Random Fields to Predict Pitch Accent in Conversational Speech. In: 42nd Annual Meeting of the Association for Computational Linguistics (ACL 2004), pp. 677 - 684 (Eds. Scott, D.; Daelemans, W.; Walker, M.). 42nd Annual Meeting of the Association for Computational Linguistics (ACL 2004), Barcelona, Spain, July 21, 2004 - July 26, 2004. Association for Computational Linguistics, East Stroudsburg, PA, USA (2004)

Ham, J.; Lee, D.; Mika, S.; Schölkopf, B.: A kernel view of the dimensionality reduction of manifolds. In: ICML '04: Twenty-First International Conference on Machine Learning, 47, pp. 369 - 376 (Eds. Greiner, R.; Schuurmans, D.). Twenty-first International Conference on Machine Learning (ICML 2004), Banff, Canada, July 04, 2004 - July 08, 2004. ACM Press, New York, NY, USA (2004)

Ong, C.; Mary , X.; Cnu, S.; Smola, A.: Learning with Non-Positive Kernels. In: ICML '04: Twenty-First International Conference on Machine Learning, 81, pp. 639 - 646 (Eds. Greiner, R.; Schuurmans, D.). Twenty-First International Conference on Machine Learning (ICML 2004), Banff, Canada, July 04, 2004 - July 08, 2004. ACM Press, New York, NY, USA (2004)

Schwartz, O.; Sejnowski, T.; Dayan, P.: Assignment of Multiplicative Mixtures in Natural Images. In: Advances in Neural Information Processing Systems 17, pp. 1217 - 1224 (Eds. Saul, L.; Weiss, Y.; Bottou, L.). Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004) , Vancouver, BC, Canada, December 13, 2004 - December 18, 2004. MIT Press, Cambridge, MA, USA (2004)

Tsochantaridis, I.; Hofmann, T.; Joachims, T.; Altun, Y.: Support vector machine learning for interdependent and structured output spaces. In: ICML '04: Twenty-first International Conference on Machine Learning, 104, pp. 823 - 830 (Eds. Greiner, R.; Schuurmans, D.). Twenty-first International Conference on Machine Learning (ICML 2004), Banff, Canada, July 04, 2004 - July 08, 2004. ACM Press, New York, NY, USA (2004)

von Luxburg, U.; Bousquet, O.; Belkin, M.: On the Convergence of Spectral Clustering on Random Samples: The Normalized Case. In: Learning Theory: 17th Annual Conference on Learning Theory, COLT 2004, Banff, Canada, July 1-4, pp. 457 - 471 (Eds. Shawe-Taylor, J.; Singer, Y.). 17th Annual Conference on Learning Theory (COLT 2004), Banff, Canada, July 01, 2004 - July 04, 2004. Springer, Berlin, Germany (2004)

Yu, A.; Dayan, P.: Inference, Attention, and Decision in a Bayesian Neural Architecture. In: Advances in Neural Information Processing Systems 17, pp. 1577 - 1584 (Eds. Saul, L.; Weiss, Y.; Bottou, L.). Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004) , Vancouver, BC, Canada, December 13, 2004 - December 18, 2004. MIT Press, Cambridge, MA, USA (2004)

Zemel, R.; Huys, Q.; Natarajan, R.; Dayan, P.: Probabilistic Computation in Spiking Populations. In: Advances in Neural Information Processing Systems 17, pp. 1609 - 1616 (Eds. Saul, L.; Weiss, Y.; Bottou, L.). Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004) , Vancouver, BC, Canada, December 13, 2004 - December 18, 2004. MIT Press, Cambridge, MA, USA (2004)

Zhou, D.; Schölkopf, B.: A Regularization Framework for Learning from Graph Data. In: ICML 2004 Workshop on Statistical Relational Learning and Its Connections to Other Fields (SRL 2004), pp. 132 - 137. ICML 2004 Workshop on Statistical Relational Learning and Its Connections to Other Fields (SRL 2004), Banff, Canada, July 08, 2004. (2004)

Zwald, L.; Bousquet, O.; Blanchard , G.: Statistical Properties of Kernel Principal Component Analysis. In: Learning Theory: 17th Annual Conference on Learning Theory, COLT 2004, Banff, Canada, July 1-4, pp. 594 - 608 (Eds. Shawe-Taylor, J.; Singer, Y.). 17th Annual Conference on Learning Theory (COLT 2004), Banff, Canada, July 01, 2004 - July 04, 2004. Springer, Berlin, Germany (2004)

Audibert, J.-Y.; Bousquet, O.: PAC-Bayesian Generic Chaining. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, pp. 1125 - 1132 (Eds. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 08, 2003 - December 13, 2003. MIT Press, Cambridge, MA, USA (2004)

Bakir, G.; Weston, J.; Schölkopf, B.: Learning to Find Pre-Images. In: Advances in Neural Information Processing Systems 16, pp. 449 - 456 (Eds. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Whistler, BC, Canada, December 09, 2003 - December 11, 2003. MIT Press, Cambridge, MA, USA (2004)

Bousquet, O.; Chapelle, O.; Hein, M.: Measure Based Regularization. In: Advances in Neural Information Processing Systems 16, pp. 1221 - 1228 (Eds. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 09, 2003 - December 11, 2003. MIT Press, Cambridge, MA, USA (2004)

Bresciani, J.-P.; Ernst, M.; Drewing, K.; Bouyer, G.; Maury, V.; Kheddar, A.: Auditory modulation of tactile taps perception. In: 4th International Conference EuroHaptics 2004, pp. 198 - 202 (Eds. Buss, M.; Fritschi, M.). 4th International Conference EuroHaptics 2004, München, Germany, June 05, 2004 - June 07, 2004. Institute of Automatic Control Engineering, München, Germany (2004)

Dayan, P.; Häusser, M.; London, M.: Plasticity Kernels and Temporal Statistics. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, pp. 1303 - 1310 (Eds. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003) , Vancouver, BC, Canada, December 08, 2003 - December 13, 2003. MIT Press, Cambridge, MA, USA (2004)

Drewing, K.; Ernst, M.; Lederman, S.; Klatzky, R.: Roughness and spatial density judgments on visual and haptic textures using virtual reality. In: 4th International Conference EuroHaptics 2004, pp. 203 - 206 (Eds. Buss, M.; Fritschi, M.). 4th International Conference EuroHaptics 2004, München, Germany, June 05, 2004 - June 07, 2004. Institute of Automatic Control Engineering, München, Germany (2004)

Eichhorn, J.; Tolias, A.; Zien, A.; Kuss, M.; Rasmussen, C.; Weston, J.; Logothetis, N.; Schölkopf, B.: Prediction on Spike Data Using Kernel Algorithms. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, pp. 1367 - 1374 (Eds. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 08, 2003 - December 13, 2003. MIT Press, Cambridge, MA, USA (2004)