@inproceedingsGburrek_Schmalenstroeer_Brendel_Kellermann_Haeb-Umbach_2020, title=Deep Neural Network based Distance Estimation for Geometry Calibration in Acoustic Sensor Network, booktitle=European Signal Processing Conference (EUSIPCO), author=Gburrek, Tobias and Schmalenstroeer, Joerg and Brendel, Andreas and Kellermann, Walter and Haeb-Umbach, Reinhold, year=2020 

@inproceedingsKinoshita_von Neumann_Delcroix_Nakatani_Haeb-Umbach_2020, title=Multi-Path RNN for Hierarchical Modeling of Long Sequential Data and its Application to Speaker Stream Separation, DOI=10.21437/Interspeech.2020-2388, booktitle=Proc. Interspeech 2020, author=Kinoshita, Keisuke and von Neumann, Thilo and Delcroix, Marc and Nakatani, Tomohiro and Haeb-Umbach, Reinhold, year=2020, pages=2652–2656 

@inproceedingsEbbers_Haeb-Umbach_2020, title=Forward-Backward Convolutional Recurrent Neural Networks and Tag-Conditioned Convolutional Neural Networks for Weakly Labeled Semi-Supervised Sound Event Detection, booktitle=Proceedings of the Detection and Classification of Acoustic Scenes and Events 2020 Workshop (DCA), author=Ebbers, Janek and Haeb-Umbach, Reinhold, year=2020 

@articleHaeb-Umbach_2019, title=Lektionen für Alexa \'26; Co?!, volume=44, DOI=10.1002/fors.201970104, number=1, journal=forschung, author=Haeb-Umbach, Reinhold, year=2019, pages=12–15 

@articleDrude_Heitkaemper_Boeddeker_Haeb-Umbach_2019, title=SMS-WSJ: Database, performance measures, and baseline recipe for multi-channel source separation and recognition, journal=ArXiv e-prints, author=Drude, Lukas and Heitkaemper, Jens and Boeddeker, Christoph and Haeb-Umbach, Reinhold, year=2019 

@inproceedingsDrude_Heymann_Haeb-Umbach_2019, title=Unsupervised training of neural mask-based beamforming, booktitle=INTERSPEECH 2019, Graz, Austria, author=Drude, Lukas and Heymann, Jahn and Haeb-Umbach, Reinhold, year=2019 

@inproceedingsDrude_Hasenklever_Haeb-Umbach_2019, title=Unsupervised Training of a Deep Clustering Model for Multichannel Blind Source Separation, booktitle=ICASSP 2019, Brighton, UK, author=Drude, Lukas and Hasenklever, Daniel and Haeb-Umbach, Reinhold, year=2019 

@inproceedingsHeymann_Drude_Haeb-Umbach_Kinoshita_Nakatani_2019, title=Joint Optimization of Neural Network-based WPE Dereverberation and Acoustic Model for Robust Online ASR, booktitle=ICASSP 2019, Brighton, UK, author=Heymann, Jahn and Drude, Lukas and Haeb-Umbach, Reinhold and Kinoshita, Keisuke and Nakatani, Tomohiro, year=2019 

@inproceedingsKurz_Gilitschenski_Pfaff_Drude_Hanebeck_Haeb-Umbach_Siegwart_2019, title=Directional Statistics and Filtering Using libDirectional, booktitle=Journal of Statistical Software 89(4), author=Kurz, Gerhard and Gilitschenski, Igor and Pfaff, Florian and Drude, Lukas and Hanebeck, Uwe D. and Haeb-Umbach, Reinhold and Siegwart, Roland Y., year=2019 

@articleDrude_Haeb-Umbach_2019, title=Integration of Neural Networks and Probabilistic Spatial Models for Acoustic Blind Source Separation, DOI=10.1109/JSTSP.2019.2912565, journal=IEEE Journal of Selected Topics in Signal Processing, author=Drude, Lukas and Haeb-Umbach, Reinhold, year=2019 

@inproceedingsHeymann_Khe Chai Sim_2019, title=Improving CTC Using Stimulated Learning for Sequence Modeling, booktitle=ICASSP 2019, Brighton, UK, author=Heymann, Jahn and Khe Chai Sim, Bo Li, year=2019 

@inproceedingsZorila_Boeddeker_Doddipatla_Haeb-Umbach_2019, title=An Investigation Into the Effectiveness of Enhancement in ASR Training and Test for Chime-5 Dinner Party Transcription, booktitle=ASRU 2019, Sentosa, Singapore, author=Zorila, Catalin and Boeddeker, Christoph and Doddipatla, Rama and Haeb-Umbach, Reinhold, year=2019 

@inproceedingsHeitkaemper_Feher_Freitag_Haeb-Umbach_2019, title=A Study on Online Source Extraction in the Presence of Changing Speaker Positions, booktitle=International Conference on Statistical Language and Speech Processing 2019, Ljubljana, Slovenia, author=Heitkaemper, Jens and Feher, Thomas and Freitag, Michael and Haeb-Umbach, Reinhold, year=2019 

@inproceedingsMartin-Donas_Heitkaemper_Haeb-Umbach_Gomez_Peinado_2019, title=Multi-Channel Block-Online Source Extraction based on Utterance Adaptation, booktitle=INTERSPEECH 2019, Graz, Austria, author=Martin-Donas, Juan M. and Heitkaemper, Jens and Haeb-Umbach, Reinhold and Gomez, Angel M. and Peinado, Antonio M., year=2019 

@inproceedingsKanda_Boeddeker_Heitkaemper_Fujita_Horiguchi_Haeb-Umbach_2019, title=Guided Source Separation Meets a Strong ASR Backend: Hitachi/Paderborn University Joint Investigation for Dinner Party ASR, booktitle=INTERSPEECH 2019, Graz, Austria, author=Kanda, Naoyuki and Boeddeker, Christoph and Heitkaemper, Jens and Fujita, Yusuke and Horiguchi, Shota and Haeb-Umbach, Reinhold, year=2019 

@inproceedingsvon Neumann_Kinoshita_Delcroix_Araki_Nakatani_Haeb-Umbach_2019, title=All-neural Online Source Separation, Counting, and Diarization for Meeting Analysis, booktitle=ICASSP 2019, Brighton, UK, author=von Neumann, Thilo and Kinoshita, Keisuke and Delcroix, Marc and Araki, Shoko and Nakatani, Tomohiro and Haeb-Umbach, Reinhold, year=2019 

@articleHaeb-Umbach_Watanabe_Nakatani_Bacchiani_Hoffmeister_Seltzer_Zen_Souden_2019, title=Speech Processing for Digital Home Assistance: Combining Signal Processing With Deep-Learning Techniques, volume=36, DOI=10.1109/MSP.2019.2918706, number=6, journal=IEEE Signal Processing Magazine, author=Haeb-Umbach, Reinhold and Watanabe, Shinji and Nakatani, Tomohiro and Bacchiani, Michiel and Hoffmeister, Bjoern and Seltzer, Michael L. and Zen, Heiga and Souden, Mehrez, year=2019, pages=111–124 

@articleHaeb-Umbach_2019, title=Lektionen für Alexa &; Co?!, DOI=10.1002/fors.201970104, journal=DFG forschung 1/2019, author=Haeb-Umbach, Reinhold, year=2019, pages=12–15 

@inproceedingsGburrek_Glarner_Ebbers_Haeb-Umbach_Wagner_2019, title=Unsupervised Learning of a Disentangled Speech Representation for Voice Conversion, DOI=10.21437/SSW.2019-15, booktitle=Proc. 10th ISCA Speech Synthesis Workshop, author=Gburrek, Tobias and Glarner, Thomas and Ebbers, Janek and Haeb-Umbach, Reinhold and Wagner, Petra, year=2019, pages=81–86 

@inproceedingsEbbers_Haeb-Umbach_2019, title=Convolutional Recurrent Neural Network and Data Augmentation for Audio Tagging with Noisy Labels and Minimal Supervision, booktitle=DCA Workshop, New York, USA, author=Ebbers, Janek and Haeb-Umbach, Reinhold, year=2019 

@inproceedingsEbbers_Drude_Haeb-Umbach_Brendel_Kellermann_2019, title=Weakly Supervised Sound Activity Detection and Event Classification in Acoustic Sensor Networks, booktitle=CAMSAP 2019, Guadeloupe, West Indies, author=Ebbers, Janek and Drude, Lukas and Haeb-Umbach, Reinhold and Brendel, Andreas and Kellermann, Walter, year=2019 

@inproceedingsNelus_Ebbers_Haeb-Umbach_Martin_2019, title=Privacy-preserving Variational Information Feature Extraction for Domestic Activity Monitoring Versus Speaker Identification, booktitle=INTERSPEECH 2019, Graz, Austria, author=Nelus, Alexandru and Ebbers, Janek and Haeb-Umbach, Reinhold and Martin, Rainer, year=2019 

@inproceedingsHeymann_Bacchiani_Sainath_2018, title=Performance of Mask Based Statistical Beamforming in a Smart Home Scenario, DOI=10.1109/ICASSP.2018.8462372, booktitle=2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), author=Heymann, Jahn and Bacchiani, M. and Sainath, T. N., year=2018, pages=6722–6726 

@inproceedingsEbbers_Nelus_Martin_Haeb-Umbach_2018, title=Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic Event Detection, booktitle=DAGA 2018, München, author=Ebbers, Janek and Nelus, Alexandru and Martin, Rainer and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsHeymann_Drude_Haeb-Umbach_Kinoshita_Nakatani_2018, title=Frame-Online DNN-WPE Dereverberation, booktitle=IWAENC 2018, Tokio, Japan, author=Heymann, Jahn and Drude, Lukas and Haeb-Umbach, Reinhold and Kinoshita, Keisuke and Nakatani, Tomohiro, year=2018 

@inproceedingsHeitkaemper_Heymann_Haeb-Umbach_2018, title=Smoothing along Frequency in Online Neural Network Supported Acoustic Beamforming, booktitle=ITG 2018, Oldenburg, Germany, author=Heitkaemper, Jens and Heymann, Jahn and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsDrude_Boeddeker_Heymann_Kinoshita_Delcroix_Nakatani_Haeb-Umbach_2018, title=Integration neural network based beamforming and weighted prediction error dereverberation, booktitle=INTERSPEECH 2018, Hyderabad, India, author=Drude, Lukas and Boeddeker, Christoph and Heymann, Jahn and Kinoshita, Keisuke and Delcroix, Marc and Nakatani, Tomohiro and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsDrude_Heymann_Boeddeker_Haeb-Umbach_2018, title=NARA-WPE: A Python package for weighted prediction error dereverberation in Numpy and Tensorflow for online and offline processing, booktitle=ITG 2018, Oldenburg, Germany, author=Drude, Lukas and Heymann, Jahn and Boeddeker, Christoph and Haeb-Umbach, Reinhold, year=2018 

@articleDespotovic_Walter_Haeb-Umbach_2018, title=Machine learning techniques for semantic analysis of dysarthric speech: An experimental study, journal=Speech Communication 99 (2018) 242-251 (Elsevier B.V.), author=Despotovic, Vladimir and Walter, Oliver and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsDrude_von Neumann_Haeb-Umbach_2018, title=Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation, booktitle=ICASSP 2018, Calgary, Canada, author=Drude, Lukas and von Neumann, Thilo and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsDrude_Higuchi,_Kinoshita_Nakatani_Haeb-Umbach_2018, title=Dual Frequency- and Block-Permutation Alignment for Deep Learning Based Block-Online Blind Source Separation, booktitle=ICASSP 2018, Calgary, Canada, author=Drude, Lukas and Higuchi,  Takuya  and Kinoshita, Keisuke  and Nakatani, Tomohiro  and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsBoeddeker_Erdogan_Yoshioka_Haeb-Umbach_2018, title=Exploring Practical Aspects of Neural Mask-Based Beamforming for Far-Field Speech Recognition, booktitle=ICASSP 2018, Calgary, Canada, author=Boeddeker, Christoph and Erdogan, Hakan and Yoshioka, Takuya and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsWatanabe_Hori_Karita_Hayashi_Nishitoba_Unno_Enrique Yalta Soplin_Heymann_Wiesner_Chen_et al._2018, title=ESPnet: End-to-End Speech Processing Toolkit, DOI=10.21437/Interspeech.2018-1456, booktitle=INTERSPEECH 2018, Hyderabad, India, author=Watanabe, Shinji and Hori, Takaaki and Karita, Shigeki and Hayashi, Tomoki and Nishitoba, Jiro and Unno, Yuya and Enrique Yalta Soplin, Nelson and Heymann, Jahn and Wiesner, Matthew and Chen, Nanxin and et al., year=2018, pages=2207–2211 

@inproceedingsBoeddeker_Heitkaemper_Schmalenstroeer_Drude_Heymann_Haeb-Umbach_2018, title=Front-End Processing for the CHiME-5 Dinner Party Scenario, booktitle=Proc. CHiME 2018 Workshop on Speech Processing in Everyday Environments, Hyderabad, India, author=Boeddeker, Christoph and Heitkaemper, Jens and Schmalenstroeer, Joerg and Drude, Lukas and Heymann, Jahn and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsAfifi_Schmalenstroeer_Ullmann_Haeb-Umbach_Karl_2018, title=MARVELO - A Framework for Signal Processing in Wireless Acoustic Sensor Networks, booktitle=Speech Communication; 13th ITG-Symposium, author=Afifi, Haitham and Schmalenstroeer, Joerg and Ullmann, Joerg and Haeb-Umbach, Reinhold and Karl, Holger, year=2018, pages=1–5 

@inproceedingsGrimm_Breddermann_Farhoud_Fei_Warsitz_Haeb-Umbach_2018, title=Discrimination of Stationary from Moving Targets with Recurrent Neural Networks in Automotive Radar, booktitle=International Conference on Microwaves for Intelligent Mobility (ICMIM) 2018, author=Grimm, Christopher and Breddermann, Tobias and Farhoud, Ridha and Fei, Tai and Warsitz, Ernst and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsGlarner_Hanebrink_Ebbers_Haeb-Umbach_2018, title=Full Bayesian Hidden Markov Model Variational Autoencoder for Acoustic Unit Discovery, booktitle=INTERSPEECH 2018, Hyderabad, India, author=Glarner, Thomas and Hanebrink, Patrick and Ebbers, Janek and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsSchmalenstroeer_Haeb-Umbach_2018, title=Efficient Sampling Rate Offset Compensation - An Overlap-Save Based Approach, booktitle=26th European Signal Processing Conference (EUSIPCO 2018), author=Schmalenstroeer, Joerg and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsKitza_Michel_Boeddeker_Heitkaemper_Menne_Schlüter_Ney_Schmalenstroeer_Drude_Heymann_et al._2018, title=The RWTH/UPB System Combination for the CHiME 2018 Workshop, booktitle=Proc. CHiME 2018 Workshop on Speech Processing in Everyday Environments, Hyderabad, India, author=Kitza, Markus and Michel, Wilfried and Boeddeker, Christoph and Heitkaemper, Jens and Menne, Tobias and Schlüter, Ralf and Ney, Hermann and Schmalenstroeer, Joerg and Drude, Lukas and Heymann, Jahn and et al., year=2018 

@inproceedingsEbbers_Heitkaemper_Schmalenstroeer_Haeb-Umbach_2018, title=Benchmarking Neural Network Architectures for Acoustic Sensor Networks, booktitle=ITG 2018, Oldenburg, Germany, author=Ebbers, Janek and Heitkaemper, Jens and Schmalenstroeer, Joerg and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsSchmalenstroeer_Haeb-Umbach_2018, title=Insights into the Interplay of Sampling Rate Offsets and MVDR Beamforming, booktitle=ITG 2018, Oldenburg, Germany, author=Schmalenstroeer, Joerg and Haeb-Umbach, Reinhold, year=2018 

@inproceedingsArora_Haeb-Umbach_2017, title=A Study on Transfer Learning for Acoustic Event Detection in a Real Life Scenario, booktitle=IEEE 19th International Workshop on Multimedia Signal Processing (MMSP), author=Arora, Prerna and Haeb-Umbach, Reinhold, year=2017 

@bookBoeddeker_Hanebrink_Drude_Heymann_Haeb-Umbach_2017, title=On the Computation of Complex-valued Gradients with Application to Statistically Optimum Beamforming, author=Boeddeker, Christoph and Hanebrink, Patrick and Drude, Lukas and Heymann, Jahn and Haeb-Umbach, Reinhold, year=2017 

@inproceedingsBoeddeker_Hanebrink_Drude_Heymann_Haeb-Umbach_2017, title=Optimizing Neural-Network Supported Acoustic Beamforming by Algorithmic Differentiation, booktitle=Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP), author=Boeddeker, Christoph and Hanebrink, Patrick and Drude, Lukas and Heymann, Jahn and Haeb-Umbach, Reinhold, year=2017 

@inproceedingsChinaev_Haeb-Umbach_2017, title=A Generalized Log-Spectral Amplitude Estimator for Single-Channel Speech Enhancement, booktitle=Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP), author=Chinaev, Alleksej and Haeb-Umbach, Reinhold, year=2017 

@inproceedingsDrude_Haeb-Umbach_2017, title=Tight integration of spatial and spectral features for BSS with Deep Clustering embeddings, booktitle=INTERSPEECH 2017, Stockholm, Schweden, author=Drude, Lukas and Haeb-Umbach, Reinhold, year=2017 

@inproceedingsGlarner_Boenninghoff_Walter_Haeb-Umbach_2017, title=Leveraging Text Data for Word Segmentation for Underresourced Languages, booktitle=INTERSPEECH 2017, Stockholm, Schweden, author=Glarner, Thomas and Boenninghoff, Benedikt and Walter, Oliver and Haeb-Umbach, Reinhold, year=2017 

@inproceedingsHeymann_Drude_Boeddeker_Hanebrink_Haeb-Umbach_2017, title=BEAMNET: End-to-End Training of a Beamformer-Supported Multi-Channel ASR System, booktitle=Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP), author=Heymann, Jahn and Drude, Lukas and Boeddeker, Christoph and Hanebrink, Patrick and Haeb-Umbach, Reinhold, year=2017 

@articleHeymann_Drude_Haeb-Umbach_2017, title=A Generic Neural Acoustic Beamforming Architecture for Robust Multi-Channel Speech Processing, journal=Computer Speech and Language, author=Heymann, Jahn and Drude, Lukas and Haeb-Umbach, Reinhold, year=2017 

@articleJacob_Schmalenstroeer_2017, title=Building or Enclosure Termination Closing and/or Opening Apparatus, and Method for Operating a Building or Enclosure Termination, author=Jacob, Florian and Schmalenstroeer, Joerg, year=2017