Sebastian Mika

According to our database, Sebastian Mika authored at least 27 papers between 1998 and 2013.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2013

Kernels, Pre-images and Optimization.

John C. Snyder, Sebastian Mika, Kieron Burke, Klaus-Robert Müller

Proceedings of the Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik, 2013

2009

Bias-Correction of Regression Models: A Case Study on hERG Inhibition.

Katja Hansen, Fabian Rathke, Timon Schroeter, Georg Rast, Thomas Fox, Jan M. Kriegl, Sebastian Mika

J. Chem. Inf. Model., 2009

Benchmark Data Set for in Silico Prediction of Ames Mutagenicity.

Katja Hansen, Sebastian Mika, Timon Schroeter, Andreas Sutter, Antonius ter Laak, Thomas Steger-Hartmann, Nikolaus Heinrich, Klaus-Robert Müller

J. Chem. Inf. Model., 2009

2008

A Probabilistic Approach to Classifying Metabolic Stability.

Anton Schwaighofer, Timon Schroeter, Sebastian Mika, Katja Hansen, Antonius ter Laak, Philip Lienau, Andreas Reichel, Nikolaus Heinrich, Klaus-Robert Müller

J. Chem. Inf. Model., 2008

2007

Accurate Solubility Prediction with Error Bars for Electrolytes: A Machine Learning Approach.

Anton Schwaighofer, Timon Schroeter, Sebastian Mika, Julian Laub, Antonius ter Laak, Detlev Sülzle, Ursula Ganzer, Nikolaus Heinrich, Klaus-Robert Müller

J. Chem. Inf. Model., 2007

Estimating the domain of applicability for machine learning QSAR models: a study on aqueous solubility of drug discovery molecules.

Timon Schroeter, Anton Schwaighofer, Sebastian Mika, Antonius ter Laak, Detlev Sülzle, Ursula Ganzer, Nikolaus Heinrich, Klaus-Robert Müller

J. Comput. Aided Mol. Des., 2007

2005

Classifying 'Drug-likeness' with Kernel-Based Learning Methods.

Klaus-Robert Müller, Gunnar Rätsch, Sören Sonnenburg, Sebastian Mika, Michael Grimm, Nikolaus Heinrich

J. Chem. Inf. Model., 2005

2004

A kernel view of the dimensionality reduction of manifolds.

Jihun Ham, Daniel D. Lee, Sebastian Mika, Bernhard Schölkopf

Proceedings of the Machine Learning, 2004

2003

Constructing Descriptive and Discriminative Nonlinear Features: Rayleigh Coefficients in Kernel Feature Spaces.

Sebastian Mika, Gunnar Rätsch, Jason Weston, Bernhard Schölkopf, Alexander J. Smola, Klaus-Robert Müller

IEEE Trans. Pattern Anal. Mach. Intell., 2003

2002

Constructing Boosting Algorithms from SVMs: An Application to One-Class Classification.

Gunnar Rätsch, Sebastian Mika, Bernhard Schölkopf, Klaus-Robert Müller

IEEE Trans. Pattern Anal. Mach. Intell., 2002

Adapting Codes and Embeddings for Polychotomies.

Gunnar Rätsch, Alexander J. Smola, Sebastian Mika

Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002

Kern Fisher Diskriminanten.

Sebastian Mika

Proceedings of the Ausgezeichnete Informatikdissertationen 2002, 2002

Kern Fisher Diskriminaten.

Sebastian Mika

PhD thesis, 2002

2001

An introduction to kernel-based learning algorithms.

Klaus-Robert Müller, Sebastian Mika, Gunnar Rätsch, Koji Tsuda, Bernhard Schölkopf

IEEE Trans. Neural Networks, 2001

Regularized Principal Manifolds.

Alexander J. Smola, Sebastian Mika, Bernhard Schölkopf, Robert C. Williamson

J. Mach. Learn. Res., 2001

On the Convergence of Leveraging.

Gunnar Rätsch, Sebastian Mika, Manfred K. Warmuth

Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001

Learning to Predict the Leave-One-Out Error of Kernel Based Classifiers.

Koji Tsuda, Gunnar Rätsch, Sebastian Mika, Klaus-Robert Müller

Proceedings of the Artificial Neural Networks, 2001

An improved training algorithm for kernel Fisher discriminants.

Sebastian Mika, Alexander J. Smola, Bernhard Schölkopf

Proceedings of the Eighth International Workshop on Artificial Intelligence and Statistics, 2001

2000

Engineering support vector machine kernels that recognize translation initiation sites.

Alexander Zien, Gunnar Rätsch, Sebastian Mika, Bernhard Schölkopf, Thomas Lengauer, Klaus-Robert Müller

Bioinform., 2000

Robust Ensemble Learning for Data Mining.

Gunnar Rätsch, Bernhard Schölkopf, Alexander J. Smola, Sebastian Mika, Takashi Onoda, Klaus-Robert Müller

Proceedings of the Knowledge Discovery and Data Mining, 2000

A Mathematical Programming Approach to the Kernel Fisher Algorithm.

Sebastian Mika, Gunnar Rätsch, Klaus-Robert Müller

Proceedings of the Advances in Neural Information Processing Systems 13, 2000

Barrier Boosting.

Gunnar Rätsch, Manfred K. Warmuth, Sebastian Mika, Takashi Onoda, Steven Lemm, Klaus-Robert Müller

Proceedings of the Thirteenth Annual Conference on Computational Learning Theory (COLT 2000), June 28, 2000

1999

Input space versus feature space in kernel-based methods.

Bernhard Schölkopf, Sebastian Mika, Christopher J. C. Burges, Phil Knirsch, Klaus-Robert Müller, Gunnar Rätsch, Alexander J. Smola

IEEE Trans. Neural Networks, 1999

v-Arc: Ensemble Learning in the Presence of Outliers.

Gunnar Rätsch, Bernhard Schölkopf, Alexander J. Smola, Klaus-Robert Müller, Takashi Onoda, Sebastian Mika

Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999

Invariant Feature Extraction and Classification in Kernel Spaces.

Sebastian Mika, Gunnar Rätsch, Jason Weston, Bernhard Schölkopf, Alexander J. Smola, Klaus-Robert Müller

Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999

Engineering Support Vector Machine Kerneis That Recognize Translation Initialion Sites.

Alexander Zien, Gunnar Rätsch, Sebastian Mika, Bernhard Schölkopf, Christian Lemmen, Alexander J. Smola, Thomas Lengauer, Klaus-Robert Müller

Proceedings of the German Conference on Bioinformatics, 1999

1998

Kernel PCA and De-Noising in Feature Spaces.

Sebastian Mika, Bernhard Schölkopf, Alexander J. Smola, Klaus-Robert Müller, Matthias Scholz, Gunnar Rätsch

Proceedings of the Advances in Neural Information Processing Systems 11, [NIPS Conference, Denver, Colorado, USA, November 30, 1998