Wolfgang Roth

According to our database, Wolfgang Roth authored at least 19 papers between 1979 and 2024.

Collaborative distances:

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

2024

Resource-Efficient Neural Networks for Embedded Systems.

Wolfgang Roth, Günther Schindler, Bernhard Klein, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf, Zoubin Ghahramani

J. Mach. Learn. Res., 2024

2022

End-to-End Keyword Spotting Using Neural Architecture Search and Quantization.

David Peter, Wolfgang Roth, Franz Pernkopf

Proceedings of the IEEE International Conference on Acoustics, 2022

2021

Resource-Efficient Deep Neural Networks for Automotive Radar Interference Mitigation.

Johanna Rock, Wolfgang Roth, Máté Tóth, Paul Meissner, Franz Pernkopf

IEEE J. Sel. Top. Signal Process., 2021

2020

Bayesian Neural Networks with Weight Sharing Using Dirichlet Processes.

Wolfgang Roth, Franz Pernkopf

IEEE Trans. Pattern Anal. Mach. Intell., 2020

Quantized Neural Networks for Radar Interference Mitigation.

Johanna Rock, Wolfgang Roth, Máté Tóth, Paul Meissner, Franz Pernkopf

CoRR, 2020

Resource-Efficient Speech Mask Estimation for Multi-Channel Speech Enhancement.

Lukas Pfeifenberger, Matthias Zöhrer, Günther Schindler, Wolfgang Roth, Holger Fröning, Franz Pernkopf

CoRR, 2020

Resource-Efficient Neural Networks for Embedded Systems.

Wolfgang Roth, Günther Schindler, Matthias Zöhrer, Lukas Pfeifenberger, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf, Zoubin Ghahramani

CoRR, 2020

Differentiable TAN Structure Learning for Bayesian Network Classifiers.

Wolfgang Roth, Franz Pernkopf

Proceedings of the International Conference on Probabilistic Graphical Models, 2020

Parameterized Structured Pruning for Deep Neural Networks.

Günther Schindler, Wolfgang Roth, Franz Pernkopf, Holger Fröning

Proceedings of the Machine Learning, Optimization, and Data Science, 2020

On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks.

Wolfgang Roth, Franz Pernkopf, Günther Schindler, Holger Fröning

Proceedings of the 25th International Conference on Pattern Recognition, 2020

Resource-Efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization.

David Peter, Wolfgang Roth, Franz Pernkopf

Proceedings of the 25th International Conference on Pattern Recognition, 2020

Towards Real-Time Single-Channel Singing-Voice Separation with Pruned Multi-Scaled Densenets.

Markus Huber, Günther Schindler, Christian Schörkhuber, Wolfgang Roth, Franz Pernkopf, Holger Fröning

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

2019

Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning (Full Version).

Bernhard K. Aichernig, Roderick Bloem, Masoud Ebrahimi, Martin Horn, Franz Pernkopf, Wolfgang Roth, Astrid Rupp, Martin Tappler, Markus Tranninger

CoRR, 2019

Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning.

Bernhard K. Aichernig, Roderick Bloem, Masoud Ebrahimi, Martin Horn, Franz Pernkopf, Wolfgang Roth, Astrid Rupp, Martin Tappler, Markus Tranninger

Proceedings of the Testing Software and Systems, 2019

Training Discrete-Valued Neural Networks with Sign Activations Using Weight Distributions.

Wolfgang Roth, Günther Schindler, Holger Fröning, Franz Pernkopf

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

2018

Hybrid generative-discriminative training of Gaussian mixture models.

Wolfgang Roth, Robert Peharz, Sebastian Tschiatschek, Franz Pernkopf

Pattern Recognit. Lett., 2018

Efficient and Robust Machine Learning for Real-World Systems.

Franz Pernkopf, Wolfgang Roth, Matthias Zöhrer, Lukas Pfeifenberger, Günther Schindler, Holger Fröning, Sebastian Tschiatschek, Robert Peharz, Matthew Mattina, Zoubin Ghahramani

CoRR, 2018

2016

Manual versus Automated: The Challenging Routine of Infant Vocalisation Segmentation in Home Videos to Study Neuro(mal)development.

Florian B. Pokorny, Robert Peharz, Wolfgang Roth, Matthias Zöhrer, Franz Pernkopf, Peter B. Marschik, Björn W. Schuller

Proceedings of the 17th Annual Conference of the International Speech Communication Association, 2016

1979

Was ist EurOnet?

Wolfgang Roth, Walter Tietz

Elektron. Rechenanlagen, 1979