Publications

Browse by Year: 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008 | 2007 | 2006 | 2005 | older

Papers

Title: Classification, Regression, and Feature Selection on Matrix Data
Published: Technical Report No. 2004/02, Revised, Elektrotechnik und Informatik, Technical University Berlin, 2004
Author(s): S. Hochreiter - K. Obermayer
Download: PDF
 
Title: Gene Selection for Microarray Data
Published: In Kernel Methods in Computational Biology, pp. 319-355, MIT Press, 2004
Author(s): S. Hochreiter - K. Obermayer
Download: PDF
 
Title: Learning quadratic forms by density estimation and its application to image coding
Published: Neurocomputing, 2004
Author(s): H. Bartsch - S. Hochreiter - K. Obermayer
 
Title: Classification and Feature Selection on Matrix Data with Application to Gene-Expression Analysis
Published: 54th Session of the International Statistical Institute, 2003
Author(s): S. Hochreiter - K. Obermayer
Download: PDF
 
Title: Gene Selection with Support Vector Machines
Published: Research in Computational Molecular Biology, Workshop Kernel Methods in Computational Biology, 2003
Author(s): S. Hochreiter - K. Obermayer
Download: PDF
 
Title: Learning Quadratic Forms by Density Estimation and its Application to Image Coding
Published: Computational Neuroscience Meeting (CNS), 2003
Author(s): H. Bartsch - S. Hochreiter - K. Obermayer
Download: PDF
 
Title: Feature Selection and Classification on Matrix Data: From Large Margins To Small Covering Numbers
Published: Neural Information Processing Systems 15, pp. 913-920, 2003
Author(s): S. Hochreiter - K. Obermayer
Download: PDF
 
Title: Coulomb Classifiers: Generalizing Support Vector Machines via an Analogy to Electrostatic Systems
Published: Neural Information Processing Systems 15, pp. 561-568, 2003
Author(s): S. Hochreiter - M.C. Mozer - K. Obermayer
Download: PDF
 
Title: Classification of Pairwise Proximity Data with Support Vectors
Published: The Learning Workshop, Snowbird, USA, 2002
Author(s): S. Hochreiter - K. Obermayer
Download: PDF
 
Title: Coulomb Classifiers: Reinterpreting SVMs as Electrostatic Systems
Published: Technical Report CU-CS-921-01, 2001
Author(s): S. Hochreiter - M.C. Mozer
Download: PDF
 
Title: Monaural separation and classification of non-linear transformed and mixed independent signals: An SVM perspective
Published: Proceedings of the 3rd International Conference on Independent Component Analysis and Blind Signal Separation, San Diego, CA, USA, 2001
Author(s): S. Hochreiter - M.C. Mozer
Download: PDF
 
Title: Learning to Learn Using Gradient Descent
Published: Proceedings of the International Conference on Artificial Neural Networks (ICANN), Vienna, Austria, pp. 87-94, 2001
Author(s): S. Hochreiter - A. S. Younger - P. R. Conwell
Download: PDF
 
Title: A Discrete Probabilistic Memory Model for Discovering Dependencies in Time
Published: Proceedings of the International Conference on Artificial Neural Networks (ICANN), Vienna, Austria, pp. 661-668, 2001
Author(s): S. Hochreiter - M.C. Mozer
Download: PDF
 
Title: Meta-Learning with Backpropagation
Published: Proceedings of the International Joint Conference on Neural Networks (IEEE-2001), pp. 2001-2006, 2001
Author(s): A. S. Younger - S. Hochreiter - P. R. Conwell
Download: -
 
Title: Beyond maximum likelihood and density estimation: A sample-based criterion for unsupervised learning of complex models
Published: Advances in Neural Information Processing Systems 13, pp. 535-541, 2001
Author(s): S. Hochreiter - M.C. Mozer
Download: PDF
 
Title: Evaluating benchmark problems by random guessing
Published: in A Field Guide to Dynamical Recurrent Networks, J. F. Kolen and S. C. Kremer (eds.), IEEE Press New York City, 2000, pp. 231-236
Author(s): J. Schmidhuber - S. Hochreiter - Y. Bengio
 
Title: Gradient flow in recurrent nets: the difficulty of learning long-term dependencies
Published: in A Field Guide to Dynamical Recurrent Networks, J. F. Kolen and S. C. Kremer (eds.), IEEE Press New York City, 2000, pp. 237-244
Author(s): S. Hochreiter - Y. Bengio - P. Frasconi - J. Schmidhuber
 
Title: An electric field approach to independent component analysis
Published: Proceedings of the Second International Workshop on Independent Component Analysis and Blind Signal Separation, Helsinki, Finland, pp. 45-50, 2000
Author(s): S. Hochreiter - M.C. Mozer
Download: PDF
 
Title: Nonlinear ICA through low-complexity autoencoders
Published: Proceedings of the 1999 IEEE International Symposium on Circuits and Systems (ISCAS'99), IEEE, vol. 5, pp. 53-56, 1999
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: LOCOCODE performs nonlinear ICA without knowing the number of sources
Published: Proceedings of the First International Workshop on Independent Component Analysis and Signal Separation, Aussois, France, pp. 149-154, 1999
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Feature extraction through LOCOCODE
Published: Neural Computation, vol. 11, nr. 3, pp. 679-714, 1999
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Source Separation as a By-product of Regularization
Published: Advances in Neural Information Processing Systems 12, pp. 459-465, 1999
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: The vanishing gradient problem during learning recurrent neural nets and problem solutions
Published: International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 6, nr. 2, pp. 107-116, 1998
Author(s): S. Hochreiter
Download: PDF
 
Title: LOCOCODE versus PCA and ICA
Published: In Proc. International Conference on Artificial Neural Networks 98, pp. 669-674, 1998
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: LOCOCODE
Published: Technical report FKI-222-97, 1997 (revised January 1998)
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Long Short-Term Memory
Published: Neural Computation, vol. 9, nr. 8, pp. 1735-1780, 1997
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Low-complexity coding and decoding
Published: Theoretical Aspects of Neural Computation (TANC 97), Hong Kong, Springer, pp. 297-306, 1997
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Unsupervised coding with Lococode
Published: In Proc. International Conference on Artificial Neural Networks 97, pp. 655-660, 1997
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Recurrent Neural Net Learning and Vanishing Gradient
Published: In Proc. Fuzzy-Neuro Workshop, Soest, Germany, pp. 130-137, 1997
Author(s): S. Hochreiter
Download: PDF
 
Title: LSTM can solve hard long time lag problems
Published: In Proc. Neural Information Processing Systems 97, pp. 473-479, 1997
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Bridging Long Time Lags by Weight Guessing and Long Short-Term Memory
Published: In Proc. Spatiotemporal models in biological and artificial systems. IOS Press, Amsterdam, Netherlands. Pages 65-72, 1996
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Guessing can outperform many long time lag algorithms
Published: Technical Note IDSIA-19-96, 1996
Author(s): J. Schmidhuber - S. Hochreiter
Download: PDF
 
Title: Flat minima
Published: Neural Computation, vol. 9, nr. 1, pp. 1-42, 1997
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Reinforcement driven information acquisition in non-deterministic environments
Published: In Proc. International Conference on Artificial Neural Networks 95, pp. 159-164, 1995
Author(s): J. Storck - S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Long short term memory
Published: Technical report FKI-207-95, 1995
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Flat minimum search finds simple nets
Published: Technical report FKI-200-94, 1994
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Simplifying nets by discovering flat minima
Published: In Proc. Neural Information Processing Systems 7, pp. 529-536, 1995
Author(s): S. Hochreiter - J. Schmidhuber
Download: PDF
 
Title: Untersuchungen zu dynamischen neuronalen Netzen
Published: Diploma thesis. Institut für Informatik, Lehrstuhl Prof. Brauer, Technische Universität München, 1991
Author(s): S. Hochreiter
Download: PS / PDF / PDF / PDF (PDFs have different qualities)
 
Title: Implementierung und Anwendung eines ‘neuronalen’ Echtzeit-Lernalgorithmus für reaktive Umgebungen
Published: Practical work. Institut für Informatik, Lehrstuhl Prof. Brauer, Technische Universität München, 1990
Author(s): S. Hochreiter
Download: -