---
_id: '11760'
abstract:
- lang: eng
  text: Acoustic event detection, i.e., the task of assigning a human interpretable
    label to a segment of audio, has only recently attracted increased interest in
    the research community. Driven by the DCASE challenges and the availability of
    large-scale audio datasets, the state-of-the-art has progressed rapidly with deep-learning-based
    classi- fiers dominating the field. Because several potential use cases favor
    a realization on distributed sensor nodes, e.g. ambient assisted living applications,
    habitat monitoring or surveillance, we are concerned with two issues here. Firstly
    the classification performance of such systems and secondly the computing resources
    required to achieve a certain performance considering node level feature extraction.
    In this contribution we look at the balance between the two criteria by employing
    traditional techniques and different deep learning architectures, including convolutional
    and recurrent models in the context of real life everyday audio recordings in
    realistic, however challenging, multisource conditions.
author:
- first_name: Janek
  full_name: Ebbers, Janek
  id: '34851'
  last_name: Ebbers
- first_name: Alexandru
  full_name: Nelus, Alexandru
  last_name: Nelus
- first_name: Rainer
  full_name: Martin, Rainer
  last_name: Martin
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Ebbers J, Nelus A, Martin R, Haeb-Umbach R. Evaluation of Modulation-MFCC
    Features and DNN Classification for Acoustic Event Detection. In: <i>DAGA 2018,
    München</i>. ; 2018.'
  apa: Ebbers, J., Nelus, A., Martin, R., &#38; Haeb-Umbach, R. (2018). Evaluation
    of Modulation-MFCC Features and DNN Classification for Acoustic Event Detection.
    In <i>DAGA 2018, München</i>.
  bibtex: '@inproceedings{Ebbers_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} }'
  chicago: Ebbers, Janek, Alexandru Nelus, Rainer Martin, and Reinhold Haeb-Umbach.
    “Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic Event
    Detection.” In <i>DAGA 2018, München</i>, 2018.
  ieee: J. Ebbers, A. Nelus, R. Martin, and R. Haeb-Umbach, “Evaluation of Modulation-MFCC
    Features and DNN Classification for Acoustic Event Detection,” in <i>DAGA 2018,
    München</i>, 2018.
  mla: Ebbers, Janek, et al. “Evaluation of Modulation-MFCC Features and DNN Classification
    for Acoustic Event Detection.” <i>DAGA 2018, München</i>, 2018.
  short: 'J. Ebbers, A. Nelus, R. Martin, R. Haeb-Umbach, in: DAGA 2018, München,
    2018.'
date_created: 2019-07-12T05:27:43Z
date_updated: 2022-01-06T06:51:08Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2018/Daga_2018_Ebbers_Paper.pdf
oa: '1'
publication: DAGA 2018, München
status: public
title: Evaluation of Modulation-MFCC Features and DNN Classification for Acoustic
  Event Detection
type: conference
user_id: '44006'
year: '2018'
...
---
_id: '11835'
abstract:
- lang: eng
  text: Signal dereverberation using the weighted prediction error (WPE) method has
    been proven to be an effective means to raise the accuracy of far-field speech
    recognition. But in its original formulation, WPE requires multiple iterations
    over a sufficiently long utterance, rendering it unsuitable for online low-latency
    applications. Recently, two methods have been proposed to overcome this limitation.
    One utilizes a neural network to estimate the power spectral density (PSD) of
    the target signal and works in a block-online fashion. The other method relies
    on a rather simple PSD estimation which smoothes the observed PSD and utilizes
    a recursive formulation which enables it to work on a frame-by-frame basis. In
    this paper, we integrate a deep neural network (DNN) based estimator into the
    recursive frame-online formulation. We evaluate the performance of the recursive
    system with different PSD estimators in comparison to the block-online and offline
    variant on two distinct corpora. The REVERB challenge data, where the signal is
    mainly deteriorated by reverberation, and a database which combines WSJ and VoiceHome
    to also consider (directed) noise sources. The results show that although smoothing
    works surprisingly well, the more sophisticated DNN based estimator shows promising
    improvements and shortens the performance gap between online and offline processing.
author:
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
- first_name: Keisuke
  full_name: Kinoshita, Keisuke
  last_name: Kinoshita
- first_name: Tomohiro
  full_name: Nakatani, Tomohiro
  last_name: Nakatani
citation:
  ama: 'Heymann J, Drude L, Haeb-Umbach R, Kinoshita K, Nakatani T. Frame-Online DNN-WPE
    Dereverberation. In: <i>IWAENC 2018, Tokio, Japan</i>. ; 2018.'
  apa: Heymann, J., Drude, L., Haeb-Umbach, R., Kinoshita, K., &#38; Nakatani, T.
    (2018). Frame-Online DNN-WPE Dereverberation. In <i>IWAENC 2018, Tokio, Japan</i>.
  bibtex: '@inproceedings{Heymann_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} }'
  chicago: Heymann, Jahn, Lukas Drude, Reinhold Haeb-Umbach, Keisuke Kinoshita, and
    Tomohiro Nakatani. “Frame-Online DNN-WPE Dereverberation.” In <i>IWAENC 2018,
    Tokio, Japan</i>, 2018.
  ieee: J. Heymann, L. Drude, R. Haeb-Umbach, K. Kinoshita, and T. Nakatani, “Frame-Online
    DNN-WPE Dereverberation,” in <i>IWAENC 2018, Tokio, Japan</i>, 2018.
  mla: Heymann, Jahn, et al. “Frame-Online DNN-WPE Dereverberation.” <i>IWAENC 2018,
    Tokio, Japan</i>, 2018.
  short: 'J. Heymann, L. Drude, R. Haeb-Umbach, K. Kinoshita, T. Nakatani, in: IWAENC
    2018, Tokio, Japan, 2018.'
date_created: 2019-07-12T05:29:10Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2018/IWAENC_2018_Heymann_Paper.pdf
oa: '1'
publication: IWAENC 2018, Tokio, Japan
related_material:
  link:
  - description: Poster
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2018/IWAENC_2018_Heymann_Poster.pdf
status: public
title: Frame-Online DNN-WPE Dereverberation
type: conference
user_id: '44006'
year: '2018'
...
---
_id: '11837'
abstract:
- lang: eng
  text: We present a block-online multi-channel front end for automatic speech recognition
    in noisy and reverberated environments. It is an online version of our earlier
    proposed neural network supported acoustic beamformer, whose coefficients are
    calculated from noise and speech spatial covariance matrices which are estimated
    utilizing a neural mask estimator. However, the sparsity of speech in the STFT
    domain causes problems for the initial beamformer coefficients estimation in some
    frequency bins due to lack of speech observations. We propose two methods to mitigate
    this issue. The first is to lower the frequency resolution of the STFT, which
    comes with the additional advantage of a reduced time window, thus lowering the
    latency introduced by block processing. The second approach is to smooth beamforming
    coefficients along the frequency axis, thus exploiting their high interfrequency
    correlation. With both approaches the gap between offline and block-online beamformer
    performance, as measured by the word error rate achieved by a downstream speech
    recognizer, is significantly reduced. Experiments are carried out on two copora,
    representing noisy (CHiME-4) and noisy reverberant (voiceHome) environments.
author:
- first_name: Jens
  full_name: Heitkaemper, Jens
  id: '27643'
  last_name: Heitkaemper
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Heitkaemper J, Heymann J, Haeb-Umbach R. Smoothing along Frequency in Online
    Neural Network Supported Acoustic Beamforming. In: <i>ITG 2018, Oldenburg, Germany</i>.
    ; 2018.'
  apa: Heitkaemper, J., Heymann, J., &#38; Haeb-Umbach, R. (2018). Smoothing along
    Frequency in Online Neural Network Supported Acoustic Beamforming. In <i>ITG 2018,
    Oldenburg, Germany</i>.
  bibtex: '@inproceedings{Heitkaemper_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} }'
  chicago: Heitkaemper, Jens, Jahn Heymann, and Reinhold Haeb-Umbach. “Smoothing along
    Frequency in Online Neural Network Supported Acoustic Beamforming.” In <i>ITG
    2018, Oldenburg, Germany</i>, 2018.
  ieee: J. Heitkaemper, J. Heymann, and R. Haeb-Umbach, “Smoothing along Frequency
    in Online Neural Network Supported Acoustic Beamforming,” in <i>ITG 2018, Oldenburg,
    Germany</i>, 2018.
  mla: Heitkaemper, Jens, et al. “Smoothing along Frequency in Online Neural Network
    Supported Acoustic Beamforming.” <i>ITG 2018, Oldenburg, Germany</i>, 2018.
  short: 'J. Heitkaemper, J. Heymann, R. Haeb-Umbach, in: ITG 2018, Oldenburg, Germany,
    2018.'
date_created: 2019-07-12T05:29:13Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2018/ITG_2018_Heitkaemper_Paper.pdf
oa: '1'
publication: ITG 2018, Oldenburg, Germany
related_material:
  link:
  - description: Slides
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2018/ITG_2018_Heitkaemper_Slides.pdf
status: public
title: Smoothing along Frequency in Online Neural Network Supported Acoustic Beamforming
type: conference
user_id: '44006'
year: '2018'
...
---
_id: '1186'
author:
- first_name: Arne
  full_name: Kemper, Arne
  last_name: Kemper
citation:
  ama: Kemper A. <i>Pure Nash Equilibria in Robust Congestion Games via Potential
    Functions</i>. Universität Paderborn; 2018.
  apa: Kemper, A. (2018). <i>Pure Nash Equilibria in Robust Congestion Games via Potential
    Functions</i>. Universität Paderborn.
  bibtex: '@book{Kemper_2018, title={Pure Nash Equilibria in Robust Congestion Games
    via Potential Functions}, publisher={Universität Paderborn}, author={Kemper, Arne},
    year={2018} }'
  chicago: Kemper, Arne. <i>Pure Nash Equilibria in Robust Congestion Games via Potential
    Functions</i>. Universität Paderborn, 2018.
  ieee: A. Kemper, <i>Pure Nash Equilibria in Robust Congestion Games via Potential
    Functions</i>. Universität Paderborn, 2018.
  mla: Kemper, Arne. <i>Pure Nash Equilibria in Robust Congestion Games via Potential
    Functions</i>. Universität Paderborn, 2018.
  short: A. Kemper, Pure Nash Equilibria in Robust Congestion Games via Potential
    Functions, Universität Paderborn, 2018.
date_created: 2018-03-02T13:47:57Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '63'
- _id: '541'
project:
- _id: '1'
  name: SFB 901
- _id: '2'
  name: SFB 901 - Project Area A
- _id: '7'
  name: SFB 901 - Subproject A3
publisher: Universität Paderborn
status: public
supervisor:
- first_name: Alexander
  full_name: Skopalik, Alexander
  id: '40384'
  last_name: Skopalik
title: Pure Nash Equilibria in Robust Congestion Games via Potential Functions
type: mastersthesis
user_id: '14052'
year: '2018'
...
---
_id: '1187'
author:
- first_name: Marcel
  full_name: Nachtigall, Marcel
  last_name: Nachtigall
citation:
  ama: Nachtigall M. <i>Scenario-Driven Strategy Analysis in a n-Player Composition
    Game Model</i>. Universität Paderborn; 2018.
  apa: Nachtigall, M. (2018). <i>Scenario-driven Strategy Analysis in a n-player Composition
    Game Model</i>. Universität Paderborn.
  bibtex: '@book{Nachtigall_2018, title={Scenario-driven Strategy Analysis in a n-player
    Composition Game Model}, publisher={Universität Paderborn}, author={Nachtigall,
    Marcel}, year={2018} }'
  chicago: Nachtigall, Marcel. <i>Scenario-Driven Strategy Analysis in a n-Player
    Composition Game Model</i>. Universität Paderborn, 2018.
  ieee: M. Nachtigall, <i>Scenario-driven Strategy Analysis in a n-player Composition
    Game Model</i>. Universität Paderborn, 2018.
  mla: Nachtigall, Marcel. <i>Scenario-Driven Strategy Analysis in a n-Player Composition
    Game Model</i>. Universität Paderborn, 2018.
  short: M. Nachtigall, Scenario-Driven Strategy Analysis in a n-Player Composition
    Game Model, Universität Paderborn, 2018.
date_created: 2018-03-02T13:49:39Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '63'
- _id: '541'
project:
- _id: '1'
  name: SFB 901
- _id: '2'
  name: SFB 901 - Project Area A
- _id: '7'
  name: SFB 901 - Subproject A3
publisher: Universität Paderborn
status: public
supervisor:
- first_name: Alexander
  full_name: Skopalik, Alexander
  id: '40384'
  last_name: Skopalik
title: Scenario-driven Strategy Analysis in a n-player Composition Game Model
type: bachelorsthesis
user_id: '14052'
year: '2018'
...
---
_id: '11872'
abstract:
- lang: eng
  text: 'The weighted prediction error (WPE) algorithm has proven to be a very successful
    dereverberation method for the REVERB challenge. Likewise, neural network based
    mask estimation for beamforming demonstrated very good noise suppression in the
    CHiME 3 and CHiME 4 challenges. Recently, it has been shown that this estimator
    can also be trained to perform dereverberation and denoising jointly. However,
    up to now a comparison of a neural beamformer and WPE is still missing, so is
    an investigation into a combination of the two. Therefore, we here provide an
    extensive evaluation of both and consequently propose variants to integrate deep
    neural network based beamforming with WPE. For these integrated variants we identify
    a consistent word error rate (WER) reduction on two distinct databases. In particular,
    our study shows that deep learning based beamforming benefits from a model-based
    dereverberation technique (i.e. WPE) and vice versa. Our key findings are: (a)
    Neural beamforming yields the lower WERs in comparison to WPE the more channels
    and noise are present. (b) Integration of WPE and a neural beamformer consistently
    outperforms all stand-alone systems.'
author:
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Christoph
  full_name: Boeddeker, Christoph
  id: '40767'
  last_name: Boeddeker
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- first_name: Keisuke
  full_name: Kinoshita, Keisuke
  last_name: Kinoshita
- first_name: Marc
  full_name: Delcroix, Marc
  last_name: Delcroix
- first_name: Tomohiro
  full_name: Nakatani, Tomohiro
  last_name: Nakatani
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Drude L, Boeddeker C, Heymann J, et al. Integration neural network based beamforming
    and weighted prediction error dereverberation. In: <i>INTERSPEECH 2018, Hyderabad,
    India</i>. ; 2018.'
  apa: Drude, L., Boeddeker, C., Heymann, J., Kinoshita, K., Delcroix, M., Nakatani,
    T., &#38; Haeb-Umbach, R. (2018). Integration neural network based beamforming
    and weighted prediction error dereverberation. In <i>INTERSPEECH 2018, Hyderabad,
    India</i>.
  bibtex: '@inproceedings{Drude_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} }'
  chicago: Drude, Lukas, Christoph Boeddeker, Jahn Heymann, Keisuke Kinoshita, Marc
    Delcroix, Tomohiro Nakatani, and Reinhold Haeb-Umbach. “Integration Neural Network
    Based Beamforming and Weighted Prediction Error Dereverberation.” In <i>INTERSPEECH
    2018, Hyderabad, India</i>, 2018.
  ieee: L. Drude <i>et al.</i>, “Integration neural network based beamforming and
    weighted prediction error dereverberation,” in <i>INTERSPEECH 2018, Hyderabad,
    India</i>, 2018.
  mla: Drude, Lukas, et al. “Integration Neural Network Based Beamforming and Weighted
    Prediction Error Dereverberation.” <i>INTERSPEECH 2018, Hyderabad, India</i>,
    2018.
  short: 'L. Drude, C. Boeddeker, J. Heymann, K. Kinoshita, M. Delcroix, T. Nakatani,
    R. Haeb-Umbach, in: INTERSPEECH 2018, Hyderabad, India, 2018.'
date_created: 2019-07-12T05:29:53Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2018/INTERSPEECH_2018_Drude_Paper.pdf
oa: '1'
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: INTERSPEECH 2018, Hyderabad, India
related_material:
  link:
  - description: Slides
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2018/INTERSPEECH_2018_Drude_Slides.pdf
status: public
title: Integration neural network based beamforming and weighted prediction error
  dereverberation
type: conference
user_id: '40767'
year: '2018'
...
---
_id: '11873'
abstract:
- lang: eng
  text: NARA-WPE is a Python software package providing implementations of the weighted
    prediction error (WPE) dereverberation algorithm. WPE has been shown to be a highly
    effective tool for speech dereverberation, thus improving the perceptual quality
    of the signal and improving the recognition performance of downstream automatic
    speech recognition (ASR). It is suitable both for single-channel and multi-channel
    applications. The package consist of (1) a Numpy implementation which can easily
    be integrated into a custom Python toolchain, and (2) a TensorFlow implementation
    which allows integration into larger computational graphs and enables backpropagation
    through WPE to train more advanced front-ends. This package comprises of an iterative
    offline (batch) version, a block-online version, and a frame-online version which
    can be used in moderately low latency applications, e.g. digital speech assistants.
author:
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- first_name: Christoph
  full_name: Boeddeker, Christoph
  id: '40767'
  last_name: Boeddeker
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Drude L, Heymann J, Boeddeker C, Haeb-Umbach R. NARA-WPE: A Python package
    for weighted prediction error dereverberation in Numpy and Tensorflow for online
    and offline processing. In: <i>ITG 2018, Oldenburg, Germany</i>. ; 2018.'
  apa: 'Drude, L., Heymann, J., Boeddeker, C., &#38; Haeb-Umbach, R. (2018). NARA-WPE:
    A Python package for weighted prediction error dereverberation in Numpy and Tensorflow
    for online and offline processing. In <i>ITG 2018, Oldenburg, Germany</i>.'
  bibtex: '@inproceedings{Drude_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} }'
  chicago: 'Drude, Lukas, Jahn Heymann, Christoph Boeddeker, and Reinhold Haeb-Umbach.
    “NARA-WPE: A Python Package for Weighted Prediction Error Dereverberation in Numpy
    and Tensorflow for Online and Offline Processing.” In <i>ITG 2018, Oldenburg,
    Germany</i>, 2018.'
  ieee: 'L. Drude, J. Heymann, C. Boeddeker, and R. Haeb-Umbach, “NARA-WPE: A Python
    package for weighted prediction error dereverberation in Numpy and Tensorflow
    for online and offline processing,” in <i>ITG 2018, Oldenburg, Germany</i>, 2018.'
  mla: 'Drude, Lukas, et al. “NARA-WPE: A Python Package for Weighted Prediction Error
    Dereverberation in Numpy and Tensorflow for Online and Offline Processing.” <i>ITG
    2018, Oldenburg, Germany</i>, 2018.'
  short: 'L. Drude, J. Heymann, C. Boeddeker, R. Haeb-Umbach, in: ITG 2018, Oldenburg,
    Germany, 2018.'
date_created: 2019-07-12T05:29:54Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2018/ITG_2018_Drude_Paper.pdf
oa: '1'
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: ITG 2018, Oldenburg, Germany
related_material:
  link:
  - description: Poster
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2018/ITG_2018_Drude_Poster.pdf
status: public
title: 'NARA-WPE: A Python package for weighted prediction error dereverberation in
  Numpy and Tensorflow for online and offline processing'
type: conference
user_id: '40767'
year: '2018'
...
---
_id: '1188'
author:
- first_name: Jérôme
  full_name: Kempf, Jérôme
  last_name: Kempf
citation:
  ama: Kempf J. <i>Learning Deterministic Bandit Behaviour Form Compositions</i>.
    Universität Paderborn; 2018.
  apa: Kempf, J. (2018). <i>Learning deterministic bandit behaviour form compositions</i>.
    Universität Paderborn.
  bibtex: '@book{Kempf_2018, title={Learning deterministic bandit behaviour form compositions},
    publisher={Universität Paderborn}, author={Kempf, Jérôme}, year={2018} }'
  chicago: Kempf, Jérôme. <i>Learning Deterministic Bandit Behaviour Form Compositions</i>.
    Universität Paderborn, 2018.
  ieee: J. Kempf, <i>Learning deterministic bandit behaviour form compositions</i>.
    Universität Paderborn, 2018.
  mla: Kempf, Jérôme. <i>Learning Deterministic Bandit Behaviour Form Compositions</i>.
    Universität Paderborn, 2018.
  short: J. Kempf, Learning Deterministic Bandit Behaviour Form Compositions, Universität
    Paderborn, 2018.
date_created: 2018-03-02T13:51:14Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '63'
- _id: '541'
project:
- _id: '1'
  name: SFB 901
- _id: '2'
  name: SFB 901 - Project Area A
- _id: '7'
  name: SFB 901 - Subproject A3
publisher: Universität Paderborn
status: public
supervisor:
- first_name: Alexander
  full_name: Skopalik, Alexander
  id: '40384'
  last_name: Skopalik
title: Learning deterministic bandit behaviour form compositions
type: bachelorsthesis
user_id: '14052'
year: '2018'
...
---
_id: '11916'
abstract:
- lang: eng
  text: We present an experimental comparison of seven state-of-the-art machine learning
    algorithms for the task of semantic analysis of spoken input, with a special emphasis
    on applications for dysarthric speech. Dysarthria is a motor speech disorder,
    which is characterized by poor articulation of phonemes. In order to cater for
    these noncanonical phoneme realizations, we employed an unsupervised learning
    approach to estimate the acoustic models for speech recognition, which does not
    require a literal transcription of the training data. Even for the subsequent
    task of semantic analysis, only weak supervision is employed, whereby the training
    utterance is accompanied by a semantic label only, rather than a literal transcription.
    Results on two databases, one of them containing dysarthric speech, are presented
    showing that Markov logic networks and conditional random fields substantially
    outperform other machine learning approaches. Markov logic networks have proved
    to be especially robust to recognition errors, which are caused by imprecise articulation
    in dysarthric speech.
author:
- first_name: Vladimir
  full_name: Despotovic, Vladimir
  last_name: Despotovic
- first_name: Oliver
  full_name: Walter, Oliver
  last_name: Walter
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Despotovic V, Walter O, Haeb-Umbach R. Machine learning techniques for semantic
    analysis of dysarthric speech: An experimental study. <i>Speech Communication
    99 (2018) 242-251 (Elsevier BV)</i>. 2018.'
  apa: 'Despotovic, V., Walter, O., &#38; Haeb-Umbach, R. (2018). Machine learning
    techniques for semantic analysis of dysarthric speech: An experimental study.
    <i>Speech Communication 99 (2018) 242-251 (Elsevier B.V.)</i>.'
  bibtex: '@article{Despotovic_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} }'
  chicago: 'Despotovic, Vladimir, Oliver Walter, and Reinhold Haeb-Umbach. “Machine
    Learning Techniques for Semantic Analysis of Dysarthric Speech: An Experimental
    Study.” <i>Speech Communication 99 (2018) 242-251 (Elsevier B.V.)</i>, 2018.'
  ieee: 'V. Despotovic, O. Walter, and R. Haeb-Umbach, “Machine learning techniques
    for semantic analysis of dysarthric speech: An experimental study,” <i>Speech
    Communication 99 (2018) 242-251 (Elsevier B.V.)</i>, 2018.'
  mla: 'Despotovic, Vladimir, et al. “Machine Learning Techniques for Semantic Analysis
    of Dysarthric Speech: An Experimental Study.” <i>Speech Communication 99 (2018)
    242-251 (Elsevier B.V.)</i>, 2018.'
  short: V. Despotovic, O. Walter, R. Haeb-Umbach, Speech Communication 99 (2018)
    242-251 (Elsevier B.V.) (2018).
date_created: 2019-07-12T05:30:44Z
date_updated: 2022-01-06T06:51:12Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2018/SpeechCommunication_2018_Walter_Paper.pdf
oa: '1'
publication: Speech Communication 99 (2018) 242-251 (Elsevier B.V.)
status: public
title: 'Machine learning techniques for semantic analysis of dysarthric speech: An
  experimental study'
type: journal_article
user_id: '44006'
year: '2018'
...
---
_id: '11983'
author:
- first_name: Bastian
  full_name: Bloessl, Bastian
  last_name: Bloessl
- first_name: Florian
  full_name: Klingler, Florian
  last_name: Klingler
- first_name: Fabian
  full_name: Missbrenner, Fabian
  last_name: Missbrenner
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
citation:
  ama: 'Bloessl B, Klingler F, Missbrenner F, Sommer C. A systematic study on the
    impact of noise and OFDM interference on IEEE 802.11p. In: <i>2017 IEEE Vehicular
    Networking Conference (VNC)</i>. ; 2018. doi:<a href="https://doi.org/10.1109/vnc.2017.8275633">10.1109/vnc.2017.8275633</a>'
  apa: Bloessl, B., Klingler, F., Missbrenner, F., &#38; Sommer, C. (2018). A systematic
    study on the impact of noise and OFDM interference on IEEE 802.11p. In <i>2017
    IEEE Vehicular Networking Conference (VNC)</i>. <a href="https://doi.org/10.1109/vnc.2017.8275633">https://doi.org/10.1109/vnc.2017.8275633</a>
  bibtex: '@inproceedings{Bloessl_Klingler_Missbrenner_Sommer_2018, title={A systematic
    study on the impact of noise and OFDM interference on IEEE 802.11p}, DOI={<a href="https://doi.org/10.1109/vnc.2017.8275633">10.1109/vnc.2017.8275633</a>},
    booktitle={2017 IEEE Vehicular Networking Conference (VNC)}, author={Bloessl,
    Bastian and Klingler, Florian and Missbrenner, Fabian and Sommer, Christoph},
    year={2018} }'
  chicago: Bloessl, Bastian, Florian Klingler, Fabian Missbrenner, and Christoph Sommer.
    “A Systematic Study on the Impact of Noise and OFDM Interference on IEEE 802.11p.”
    In <i>2017 IEEE Vehicular Networking Conference (VNC)</i>, 2018. <a href="https://doi.org/10.1109/vnc.2017.8275633">https://doi.org/10.1109/vnc.2017.8275633</a>.
  ieee: B. Bloessl, F. Klingler, F. Missbrenner, and C. Sommer, “A systematic study
    on the impact of noise and OFDM interference on IEEE 802.11p,” in <i>2017 IEEE
    Vehicular Networking Conference (VNC)</i>, 2018.
  mla: Bloessl, Bastian, et al. “A Systematic Study on the Impact of Noise and OFDM
    Interference on IEEE 802.11p.” <i>2017 IEEE Vehicular Networking Conference (VNC)</i>,
    2018, doi:<a href="https://doi.org/10.1109/vnc.2017.8275633">10.1109/vnc.2017.8275633</a>.
  short: 'B. Bloessl, F. Klingler, F. Missbrenner, C. Sommer, in: 2017 IEEE Vehicular
    Networking Conference (VNC), 2018.'
date_created: 2019-07-18T09:51:44Z
date_updated: 2022-01-06T06:51:15Z
department:
- _id: '589'
doi: 10.1109/vnc.2017.8275633
language:
- iso: eng
publication: 2017 IEEE Vehicular Networking Conference (VNC)
publication_identifier:
  isbn:
  - '9781538609866'
publication_status: published
status: public
title: A systematic study on the impact of noise and OFDM interference on IEEE 802.11p
type: conference
user_id: '49154'
year: '2018'
...
---
_id: '11986'
author:
- first_name: Dominik S.
  full_name: Buse, Dominik S.
  last_name: Buse
- first_name: Max
  full_name: Schettler, Max
  last_name: Schettler
- first_name: Nils
  full_name: Kothe, Nils
  last_name: Kothe
- first_name: Peter
  full_name: Reinold, Peter
  last_name: Reinold
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
- first_name: Falko
  full_name: Dressler, Falko
  last_name: Dressler
citation:
  ama: 'Buse DS, Schettler M, Kothe N, Reinold P, Sommer C, Dressler F. Bridging worlds:
    Integrating hardware-in-the-loop testing with large-scale VANET simulation. In:
    <i>2018 14th Annual Conference on Wireless On-Demand Network Systems and Services
    (WONS)</i>. ; 2018. doi:<a href="https://doi.org/10.23919/wons.2018.8311659">10.23919/wons.2018.8311659</a>'
  apa: 'Buse, D. S., Schettler, M., Kothe, N., Reinold, P., Sommer, C., &#38; Dressler,
    F. (2018). Bridging worlds: Integrating hardware-in-the-loop testing with large-scale
    VANET simulation. In <i>2018 14th Annual Conference on Wireless On-demand Network
    Systems and Services (WONS)</i>. <a href="https://doi.org/10.23919/wons.2018.8311659">https://doi.org/10.23919/wons.2018.8311659</a>'
  bibtex: '@inproceedings{Buse_Schettler_Kothe_Reinold_Sommer_Dressler_2018, title={Bridging
    worlds: Integrating hardware-in-the-loop testing with large-scale VANET simulation},
    DOI={<a href="https://doi.org/10.23919/wons.2018.8311659">10.23919/wons.2018.8311659</a>},
    booktitle={2018 14th Annual Conference on Wireless On-demand Network Systems and
    Services (WONS)}, author={Buse, Dominik S. and Schettler, Max and Kothe, Nils
    and Reinold, Peter and Sommer, Christoph and Dressler, Falko}, year={2018} }'
  chicago: 'Buse, Dominik S., Max Schettler, Nils Kothe, Peter Reinold, Christoph
    Sommer, and Falko Dressler. “Bridging Worlds: Integrating Hardware-in-the-Loop
    Testing with Large-Scale VANET Simulation.” In <i>2018 14th Annual Conference
    on Wireless On-Demand Network Systems and Services (WONS)</i>, 2018. <a href="https://doi.org/10.23919/wons.2018.8311659">https://doi.org/10.23919/wons.2018.8311659</a>.'
  ieee: 'D. S. Buse, M. Schettler, N. Kothe, P. Reinold, C. Sommer, and F. Dressler,
    “Bridging worlds: Integrating hardware-in-the-loop testing with large-scale VANET
    simulation,” in <i>2018 14th Annual Conference on Wireless On-demand Network Systems
    and Services (WONS)</i>, 2018.'
  mla: 'Buse, Dominik S., et al. “Bridging Worlds: Integrating Hardware-in-the-Loop
    Testing with Large-Scale VANET Simulation.” <i>2018 14th Annual Conference on
    Wireless On-Demand Network Systems and Services (WONS)</i>, 2018, doi:<a href="https://doi.org/10.23919/wons.2018.8311659">10.23919/wons.2018.8311659</a>.'
  short: 'D.S. Buse, M. Schettler, N. Kothe, P. Reinold, C. Sommer, F. Dressler, in:
    2018 14th Annual Conference on Wireless On-Demand Network Systems and Services
    (WONS), 2018.'
date_created: 2019-07-18T09:51:52Z
date_updated: 2022-01-06T06:51:15Z
department:
- _id: '589'
doi: 10.23919/wons.2018.8311659
language:
- iso: eng
publication: 2018 14th Annual Conference on Wireless On-demand Network Systems and
  Services (WONS)
publication_identifier:
  isbn:
  - '9783903176010'
publication_status: published
status: public
title: 'Bridging worlds: Integrating hardware-in-the-loop testing with large-scale
  VANET simulation'
type: conference
user_id: '49154'
year: '2018'
...
---
_id: '11987'
author:
- first_name: Dominik S.
  full_name: Buse, Dominik S.
  last_name: Buse
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
- first_name: Falko
  full_name: Dressler, Falko
  last_name: Dressler
citation:
  ama: 'Buse DS, Sommer C, Dressler F. Demo abstract: Integrating a driving simulator
    with city-scale VANET simulation for the development of next generation ADAS systems.
    In: <i>IEEE INFOCOM 2018 - IEEE Conference on Computer Communications Workshops
    (INFOCOM WKSHPS)</i>. ; 2018. doi:<a href="https://doi.org/10.1109/infcomw.2018.8406997">10.1109/infcomw.2018.8406997</a>'
  apa: 'Buse, D. S., Sommer, C., &#38; Dressler, F. (2018). Demo abstract: Integrating
    a driving simulator with city-scale VANET simulation for the development of next
    generation ADAS systems. In <i>IEEE INFOCOM 2018 - IEEE Conference on Computer
    Communications Workshops (INFOCOM WKSHPS)</i>. <a href="https://doi.org/10.1109/infcomw.2018.8406997">https://doi.org/10.1109/infcomw.2018.8406997</a>'
  bibtex: '@inproceedings{Buse_Sommer_Dressler_2018, title={Demo abstract: Integrating
    a driving simulator with city-scale VANET simulation for the development of next
    generation ADAS systems}, DOI={<a href="https://doi.org/10.1109/infcomw.2018.8406997">10.1109/infcomw.2018.8406997</a>},
    booktitle={IEEE INFOCOM 2018 - IEEE Conference on Computer Communications Workshops
    (INFOCOM WKSHPS)}, author={Buse, Dominik S. and Sommer, Christoph and Dressler,
    Falko}, year={2018} }'
  chicago: 'Buse, Dominik S., Christoph Sommer, and Falko Dressler. “Demo Abstract:
    Integrating a Driving Simulator with City-Scale VANET Simulation for the Development
    of next Generation ADAS Systems.” In <i>IEEE INFOCOM 2018 - IEEE Conference on
    Computer Communications Workshops (INFOCOM WKSHPS)</i>, 2018. <a href="https://doi.org/10.1109/infcomw.2018.8406997">https://doi.org/10.1109/infcomw.2018.8406997</a>.'
  ieee: 'D. S. Buse, C. Sommer, and F. Dressler, “Demo abstract: Integrating a driving
    simulator with city-scale VANET simulation for the development of next generation
    ADAS systems,” in <i>IEEE INFOCOM 2018 - IEEE Conference on Computer Communications
    Workshops (INFOCOM WKSHPS)</i>, 2018.'
  mla: 'Buse, Dominik S., et al. “Demo Abstract: Integrating a Driving Simulator with
    City-Scale VANET Simulation for the Development of next Generation ADAS Systems.”
    <i>IEEE INFOCOM 2018 - IEEE Conference on Computer Communications Workshops (INFOCOM
    WKSHPS)</i>, 2018, doi:<a href="https://doi.org/10.1109/infcomw.2018.8406997">10.1109/infcomw.2018.8406997</a>.'
  short: 'D.S. Buse, C. Sommer, F. Dressler, in: IEEE INFOCOM 2018 - IEEE Conference
    on Computer Communications Workshops (INFOCOM WKSHPS), 2018.'
date_created: 2019-07-18T09:51:54Z
date_updated: 2022-01-06T06:51:15Z
department:
- _id: '589'
doi: 10.1109/infcomw.2018.8406997
language:
- iso: eng
publication: IEEE INFOCOM 2018 - IEEE Conference on Computer Communications Workshops
  (INFOCOM WKSHPS)
publication_identifier:
  isbn:
  - '9781538659793'
publication_status: published
status: public
title: 'Demo abstract: Integrating a driving simulator with city-scale VANET simulation
  for the development of next generation ADAS systems'
type: conference
user_id: '49154'
year: '2018'
...
---
_id: '11990'
author:
- first_name: Soufiene
  full_name: Djahel, Soufiene
  last_name: Djahel
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
- first_name: Annapaola
  full_name: Marconi, Annapaola
  last_name: Marconi
citation:
  ama: 'Djahel S, Sommer C, Marconi A. Guest Editorial: Introduction to the Special
    Issue on Advances in Smart and Green Transportation for Smart Cities. <i>IEEE
    Transactions on Intelligent Transportation Systems</i>. 2018:2152-2155. doi:<a
    href="https://doi.org/10.1109/tits.2018.2848018">10.1109/tits.2018.2848018</a>'
  apa: 'Djahel, S., Sommer, C., &#38; Marconi, A. (2018). Guest Editorial: Introduction
    to the Special Issue on Advances in Smart and Green Transportation for Smart Cities.
    <i>IEEE Transactions on Intelligent Transportation Systems</i>, 2152–2155. <a
    href="https://doi.org/10.1109/tits.2018.2848018">https://doi.org/10.1109/tits.2018.2848018</a>'
  bibtex: '@article{Djahel_Sommer_Marconi_2018, title={Guest Editorial: Introduction
    to the Special Issue on Advances in Smart and Green Transportation for Smart Cities},
    DOI={<a href="https://doi.org/10.1109/tits.2018.2848018">10.1109/tits.2018.2848018</a>},
    journal={IEEE Transactions on Intelligent Transportation Systems}, author={Djahel,
    Soufiene and Sommer, Christoph and Marconi, Annapaola}, year={2018}, pages={2152–2155}
    }'
  chicago: 'Djahel, Soufiene, Christoph Sommer, and Annapaola Marconi. “Guest Editorial:
    Introduction to the Special Issue on Advances in Smart and Green Transportation
    for Smart Cities.” <i>IEEE Transactions on Intelligent Transportation Systems</i>,
    2018, 2152–55. <a href="https://doi.org/10.1109/tits.2018.2848018">https://doi.org/10.1109/tits.2018.2848018</a>.'
  ieee: 'S. Djahel, C. Sommer, and A. Marconi, “Guest Editorial: Introduction to the
    Special Issue on Advances in Smart and Green Transportation for Smart Cities,”
    <i>IEEE Transactions on Intelligent Transportation Systems</i>, pp. 2152–2155,
    2018.'
  mla: 'Djahel, Soufiene, et al. “Guest Editorial: Introduction to the Special Issue
    on Advances in Smart and Green Transportation for Smart Cities.” <i>IEEE Transactions
    on Intelligent Transportation Systems</i>, 2018, pp. 2152–55, doi:<a href="https://doi.org/10.1109/tits.2018.2848018">10.1109/tits.2018.2848018</a>.'
  short: S. Djahel, C. Sommer, A. Marconi, IEEE Transactions on Intelligent Transportation
    Systems (2018) 2152–2155.
date_created: 2019-07-18T09:52:02Z
date_updated: 2022-01-06T06:51:15Z
department:
- _id: '589'
doi: 10.1109/tits.2018.2848018
language:
- iso: eng
page: 2152-2155
publication: IEEE Transactions on Intelligent Transportation Systems
publication_identifier:
  issn:
  - 1524-9050
  - 1558-0016
publication_status: published
status: public
title: 'Guest Editorial: Introduction to the Special Issue on Advances in Smart and
  Green Transportation for Smart Cities'
type: journal_article
user_id: '49154'
year: '2018'
...
---
_id: '12007'
author:
- first_name: David
  full_name: Eckhoff, David
  last_name: Eckhoff
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
citation:
  ama: 'Eckhoff D, Sommer C. Readjusting the privacy goals in Vehicular Ad-Hoc Networks:
    A safety-preserving solution using non-overlapping time-slotted pseudonym pools.
    <i>Computer Communications</i>. 2018:118-128. doi:<a href="https://doi.org/10.1016/j.comcom.2018.03.006">10.1016/j.comcom.2018.03.006</a>'
  apa: 'Eckhoff, D., &#38; Sommer, C. (2018). Readjusting the privacy goals in Vehicular
    Ad-Hoc Networks: A safety-preserving solution using non-overlapping time-slotted
    pseudonym pools. <i>Computer Communications</i>, 118–128. <a href="https://doi.org/10.1016/j.comcom.2018.03.006">https://doi.org/10.1016/j.comcom.2018.03.006</a>'
  bibtex: '@article{Eckhoff_Sommer_2018, title={Readjusting the privacy goals in Vehicular
    Ad-Hoc Networks: A safety-preserving solution using non-overlapping time-slotted
    pseudonym pools}, DOI={<a href="https://doi.org/10.1016/j.comcom.2018.03.006">10.1016/j.comcom.2018.03.006</a>},
    journal={Computer Communications}, author={Eckhoff, David and Sommer, Christoph},
    year={2018}, pages={118–128} }'
  chicago: 'Eckhoff, David, and Christoph Sommer. “Readjusting the Privacy Goals in
    Vehicular Ad-Hoc Networks: A Safety-Preserving Solution Using Non-Overlapping
    Time-Slotted Pseudonym Pools.” <i>Computer Communications</i>, 2018, 118–28. <a
    href="https://doi.org/10.1016/j.comcom.2018.03.006">https://doi.org/10.1016/j.comcom.2018.03.006</a>.'
  ieee: 'D. Eckhoff and C. Sommer, “Readjusting the privacy goals in Vehicular Ad-Hoc
    Networks: A safety-preserving solution using non-overlapping time-slotted pseudonym
    pools,” <i>Computer Communications</i>, pp. 118–128, 2018.'
  mla: 'Eckhoff, David, and Christoph Sommer. “Readjusting the Privacy Goals in Vehicular
    Ad-Hoc Networks: A Safety-Preserving Solution Using Non-Overlapping Time-Slotted
    Pseudonym Pools.” <i>Computer Communications</i>, 2018, pp. 118–28, doi:<a href="https://doi.org/10.1016/j.comcom.2018.03.006">10.1016/j.comcom.2018.03.006</a>.'
  short: D. Eckhoff, C. Sommer, Computer Communications (2018) 118–128.
date_created: 2019-07-18T09:52:55Z
date_updated: 2022-01-06T06:51:15Z
department:
- _id: '589'
doi: 10.1016/j.comcom.2018.03.006
language:
- iso: eng
page: 118-128
publication: Computer Communications
publication_identifier:
  issn:
  - 0140-3664
publication_status: published
status: public
title: 'Readjusting the privacy goals in Vehicular Ad-Hoc Networks: A safety-preserving
  solution using non-overlapping time-slotted pseudonym pools'
type: journal_article
user_id: '49154'
year: '2018'
...
---
_id: '12009'
author:
- first_name: Stefan
  full_name: Gläser, Stefan
  last_name: Gläser
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
- first_name: Guido
  full_name: Gehlen, Guido
  last_name: Gehlen
- first_name: Sabine
  full_name: Sories, Sabine
  last_name: Sories
citation:
  ama: Gläser S, Sommer C, Gehlen G, Sories S. Cooperative vehicle applications with
    cellular communication. <i>ATZelektronik worldwide</i>. 2018:14-17. doi:<a href="https://doi.org/10.1007/bf03242188">10.1007/bf03242188</a>
  apa: Gläser, S., Sommer, C., Gehlen, G., &#38; Sories, S. (2018). Cooperative vehicle
    applications with cellular communication. <i>ATZelektronik Worldwide</i>, 14–17.
    <a href="https://doi.org/10.1007/bf03242188">https://doi.org/10.1007/bf03242188</a>
  bibtex: '@article{Gläser_Sommer_Gehlen_Sories_2018, title={Cooperative vehicle applications
    with cellular communication}, DOI={<a href="https://doi.org/10.1007/bf03242188">10.1007/bf03242188</a>},
    journal={ATZelektronik worldwide}, author={Gläser, Stefan and Sommer, Christoph
    and Gehlen, Guido and Sories, Sabine}, year={2018}, pages={14–17} }'
  chicago: Gläser, Stefan, Christoph Sommer, Guido Gehlen, and Sabine Sories. “Cooperative
    Vehicle Applications with Cellular Communication.” <i>ATZelektronik Worldwide</i>,
    2018, 14–17. <a href="https://doi.org/10.1007/bf03242188">https://doi.org/10.1007/bf03242188</a>.
  ieee: S. Gläser, C. Sommer, G. Gehlen, and S. Sories, “Cooperative vehicle applications
    with cellular communication,” <i>ATZelektronik worldwide</i>, pp. 14–17, 2018.
  mla: Gläser, Stefan, et al. “Cooperative Vehicle Applications with Cellular Communication.”
    <i>ATZelektronik Worldwide</i>, 2018, pp. 14–17, doi:<a href="https://doi.org/10.1007/bf03242188">10.1007/bf03242188</a>.
  short: S. Gläser, C. Sommer, G. Gehlen, S. Sories, ATZelektronik Worldwide (2018)
    14–17.
date_created: 2019-07-18T09:53:00Z
date_updated: 2022-01-06T06:51:15Z
department:
- _id: '589'
doi: 10.1007/bf03242188
language:
- iso: eng
page: 14-17
publication: ATZelektronik worldwide
publication_identifier:
  issn:
  - 2192-9092
publication_status: published
status: public
title: Cooperative vehicle applications with cellular communication
type: journal_article
user_id: '49154'
year: '2018'
...
---
_id: '12017'
author:
- first_name: Florian
  full_name: Hagenauer, Florian
  last_name: Hagenauer
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
- first_name: Takamasa
  full_name: Higuchi, Takamasa
  last_name: Higuchi
- first_name: Onur
  full_name: Altintas, Onur
  last_name: Altintas
- first_name: Falko
  full_name: Dressler, Falko
  last_name: Dressler
citation:
  ama: 'Hagenauer F, Sommer C, Higuchi T, Altintas O, Dressler F. Vehicular micro
    cloud in action: On gateway selection and gateway handovers. <i>Ad Hoc Networks</i>.
    2018:73-83. doi:<a href="https://doi.org/10.1016/j.adhoc.2018.05.014">10.1016/j.adhoc.2018.05.014</a>'
  apa: 'Hagenauer, F., Sommer, C., Higuchi, T., Altintas, O., &#38; Dressler, F. (2018).
    Vehicular micro cloud in action: On gateway selection and gateway handovers. <i>Ad
    Hoc Networks</i>, 73–83. <a href="https://doi.org/10.1016/j.adhoc.2018.05.014">https://doi.org/10.1016/j.adhoc.2018.05.014</a>'
  bibtex: '@article{Hagenauer_Sommer_Higuchi_Altintas_Dressler_2018, title={Vehicular
    micro cloud in action: On gateway selection and gateway handovers}, DOI={<a href="https://doi.org/10.1016/j.adhoc.2018.05.014">10.1016/j.adhoc.2018.05.014</a>},
    journal={Ad Hoc Networks}, author={Hagenauer, Florian and Sommer, Christoph and
    Higuchi, Takamasa and Altintas, Onur and Dressler, Falko}, year={2018}, pages={73–83}
    }'
  chicago: 'Hagenauer, Florian, Christoph Sommer, Takamasa Higuchi, Onur Altintas,
    and Falko Dressler. “Vehicular Micro Cloud in Action: On Gateway Selection and
    Gateway Handovers.” <i>Ad Hoc Networks</i>, 2018, 73–83. <a href="https://doi.org/10.1016/j.adhoc.2018.05.014">https://doi.org/10.1016/j.adhoc.2018.05.014</a>.'
  ieee: 'F. Hagenauer, C. Sommer, T. Higuchi, O. Altintas, and F. Dressler, “Vehicular
    micro cloud in action: On gateway selection and gateway handovers,” <i>Ad Hoc
    Networks</i>, pp. 73–83, 2018.'
  mla: 'Hagenauer, Florian, et al. “Vehicular Micro Cloud in Action: On Gateway Selection
    and Gateway Handovers.” <i>Ad Hoc Networks</i>, 2018, pp. 73–83, doi:<a href="https://doi.org/10.1016/j.adhoc.2018.05.014">10.1016/j.adhoc.2018.05.014</a>.'
  short: F. Hagenauer, C. Sommer, T. Higuchi, O. Altintas, F. Dressler, Ad Hoc Networks
    (2018) 73–83.
date_created: 2019-07-18T09:53:29Z
date_updated: 2022-01-06T06:51:15Z
department:
- _id: '589'
doi: 10.1016/j.adhoc.2018.05.014
language:
- iso: eng
page: 73-83
publication: Ad Hoc Networks
publication_identifier:
  issn:
  - 1570-8705
publication_status: published
status: public
title: 'Vehicular micro cloud in action: On gateway selection and gateway handovers'
type: journal_article
user_id: '49154'
year: '2018'
...
---
_id: '12020'
author:
- first_name: Julian
  full_name: Heinovski, Julian
  last_name: Heinovski
- first_name: Florian
  full_name: Klingler, Florian
  last_name: Klingler
- first_name: Falko
  full_name: Dressler, Falko
  last_name: Dressler
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
citation:
  ama: Heinovski J, Klingler F, Dressler F, Sommer C. A simulative analysis of the
    performance of IEEE 802.11p and ARIB STD-T109. <i>Computer Communications</i>.
    2018:84-92. doi:<a href="https://doi.org/10.1016/j.comcom.2018.03.016">10.1016/j.comcom.2018.03.016</a>
  apa: Heinovski, J., Klingler, F., Dressler, F., &#38; Sommer, C. (2018). A simulative
    analysis of the performance of IEEE 802.11p and ARIB STD-T109. <i>Computer Communications</i>,
    84–92. <a href="https://doi.org/10.1016/j.comcom.2018.03.016">https://doi.org/10.1016/j.comcom.2018.03.016</a>
  bibtex: '@article{Heinovski_Klingler_Dressler_Sommer_2018, title={A simulative analysis
    of the performance of IEEE 802.11p and ARIB STD-T109}, DOI={<a href="https://doi.org/10.1016/j.comcom.2018.03.016">10.1016/j.comcom.2018.03.016</a>},
    journal={Computer Communications}, author={Heinovski, Julian and Klingler, Florian
    and Dressler, Falko and Sommer, Christoph}, year={2018}, pages={84–92} }'
  chicago: Heinovski, Julian, Florian Klingler, Falko Dressler, and Christoph Sommer.
    “A Simulative Analysis of the Performance of IEEE 802.11p and ARIB STD-T109.”
    <i>Computer Communications</i>, 2018, 84–92. <a href="https://doi.org/10.1016/j.comcom.2018.03.016">https://doi.org/10.1016/j.comcom.2018.03.016</a>.
  ieee: J. Heinovski, F. Klingler, F. Dressler, and C. Sommer, “A simulative analysis
    of the performance of IEEE 802.11p and ARIB STD-T109,” <i>Computer Communications</i>,
    pp. 84–92, 2018.
  mla: Heinovski, Julian, et al. “A Simulative Analysis of the Performance of IEEE
    802.11p and ARIB STD-T109.” <i>Computer Communications</i>, 2018, pp. 84–92, doi:<a
    href="https://doi.org/10.1016/j.comcom.2018.03.016">10.1016/j.comcom.2018.03.016</a>.
  short: J. Heinovski, F. Klingler, F. Dressler, C. Sommer, Computer Communications
    (2018) 84–92.
date_created: 2019-07-18T09:53:36Z
date_updated: 2022-01-06T06:51:15Z
department:
- _id: '589'
doi: 10.1016/j.comcom.2018.03.016
language:
- iso: eng
page: 84-92
publication: Computer Communications
publication_identifier:
  issn:
  - 0140-3664
publication_status: published
status: public
title: A simulative analysis of the performance of IEEE 802.11p and ARIB STD-T109
type: journal_article
user_id: '49154'
year: '2018'
...
---
_id: '12033'
author:
- first_name: Florian
  full_name: Klingler, Florian
  last_name: Klingler
- first_name: Falko
  full_name: Dressler, Falko
  last_name: Dressler
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
citation:
  ama: Klingler F, Dressler F, Sommer C. The Impact of Head of Line Blocking in Highly
    Dynamic WLANs. <i>IEEE Transactions on Vehicular Technology</i>. 2018:7664-7676.
    doi:<a href="https://doi.org/10.1109/tvt.2018.2837157">10.1109/tvt.2018.2837157</a>
  apa: Klingler, F., Dressler, F., &#38; Sommer, C. (2018). The Impact of Head of
    Line Blocking in Highly Dynamic WLANs. <i>IEEE Transactions on Vehicular Technology</i>,
    7664–7676. <a href="https://doi.org/10.1109/tvt.2018.2837157">https://doi.org/10.1109/tvt.2018.2837157</a>
  bibtex: '@article{Klingler_Dressler_Sommer_2018, title={The Impact of Head of Line
    Blocking in Highly Dynamic WLANs}, DOI={<a href="https://doi.org/10.1109/tvt.2018.2837157">10.1109/tvt.2018.2837157</a>},
    journal={IEEE Transactions on Vehicular Technology}, author={Klingler, Florian
    and Dressler, Falko and Sommer, Christoph}, year={2018}, pages={7664–7676} }'
  chicago: Klingler, Florian, Falko Dressler, and Christoph Sommer. “The Impact of
    Head of Line Blocking in Highly Dynamic WLANs.” <i>IEEE Transactions on Vehicular
    Technology</i>, 2018, 7664–76. <a href="https://doi.org/10.1109/tvt.2018.2837157">https://doi.org/10.1109/tvt.2018.2837157</a>.
  ieee: F. Klingler, F. Dressler, and C. Sommer, “The Impact of Head of Line Blocking
    in Highly Dynamic WLANs,” <i>IEEE Transactions on Vehicular Technology</i>, pp.
    7664–7676, 2018.
  mla: Klingler, Florian, et al. “The Impact of Head of Line Blocking in Highly Dynamic
    WLANs.” <i>IEEE Transactions on Vehicular Technology</i>, 2018, pp. 7664–76, doi:<a
    href="https://doi.org/10.1109/tvt.2018.2837157">10.1109/tvt.2018.2837157</a>.
  short: F. Klingler, F. Dressler, C. Sommer, IEEE Transactions on Vehicular Technology
    (2018) 7664–7676.
date_created: 2019-07-18T09:54:11Z
date_updated: 2022-01-06T06:51:16Z
department:
- _id: '589'
doi: 10.1109/tvt.2018.2837157
language:
- iso: eng
page: 7664-7676
publication: IEEE Transactions on Vehicular Technology
publication_identifier:
  issn:
  - 0018-9545
  - 1939-9359
publication_status: published
status: public
title: The Impact of Head of Line Blocking in Highly Dynamic WLANs
type: journal_article
user_id: '49154'
year: '2018'
...
---
_id: '12034'
author:
- first_name: Florian
  full_name: Klingler, Florian
  last_name: Klingler
- first_name: Reuven
  full_name: Cohen, Reuven
  last_name: Cohen
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
- first_name: Falko
  full_name: Dressler, Falko
  last_name: Dressler
citation:
  ama: 'Klingler F, Cohen R, Sommer C, Dressler F. Bloom Hopping: Bloom Filter Based
    2-Hop Neighbor Management in VANETs. <i>IEEE Transactions on Mobile Computing</i>.
    2018:534-545. doi:<a href="https://doi.org/10.1109/tmc.2018.2840123">10.1109/tmc.2018.2840123</a>'
  apa: 'Klingler, F., Cohen, R., Sommer, C., &#38; Dressler, F. (2018). Bloom Hopping:
    Bloom Filter Based 2-Hop Neighbor Management in VANETs. <i>IEEE Transactions on
    Mobile Computing</i>, 534–545. <a href="https://doi.org/10.1109/tmc.2018.2840123">https://doi.org/10.1109/tmc.2018.2840123</a>'
  bibtex: '@article{Klingler_Cohen_Sommer_Dressler_2018, title={Bloom Hopping: Bloom
    Filter Based 2-Hop Neighbor Management in VANETs}, DOI={<a href="https://doi.org/10.1109/tmc.2018.2840123">10.1109/tmc.2018.2840123</a>},
    journal={IEEE Transactions on Mobile Computing}, author={Klingler, Florian and
    Cohen, Reuven and Sommer, Christoph and Dressler, Falko}, year={2018}, pages={534–545}
    }'
  chicago: 'Klingler, Florian, Reuven Cohen, Christoph Sommer, and Falko Dressler.
    “Bloom Hopping: Bloom Filter Based 2-Hop Neighbor Management in VANETs.” <i>IEEE
    Transactions on Mobile Computing</i>, 2018, 534–45. <a href="https://doi.org/10.1109/tmc.2018.2840123">https://doi.org/10.1109/tmc.2018.2840123</a>.'
  ieee: 'F. Klingler, R. Cohen, C. Sommer, and F. Dressler, “Bloom Hopping: Bloom
    Filter Based 2-Hop Neighbor Management in VANETs,” <i>IEEE Transactions on Mobile
    Computing</i>, pp. 534–545, 2018.'
  mla: 'Klingler, Florian, et al. “Bloom Hopping: Bloom Filter Based 2-Hop Neighbor
    Management in VANETs.” <i>IEEE Transactions on Mobile Computing</i>, 2018, pp.
    534–45, doi:<a href="https://doi.org/10.1109/tmc.2018.2840123">10.1109/tmc.2018.2840123</a>.'
  short: F. Klingler, R. Cohen, C. Sommer, F. Dressler, IEEE Transactions on Mobile
    Computing (2018) 534–545.
date_created: 2019-07-18T09:54:13Z
date_updated: 2022-01-06T06:51:16Z
department:
- _id: '589'
doi: 10.1109/tmc.2018.2840123
language:
- iso: eng
page: 534-545
publication: IEEE Transactions on Mobile Computing
publication_identifier:
  issn:
  - 1536-1233
  - 1558-0660
  - 2161-9875
publication_status: published
status: public
title: 'Bloom Hopping: Bloom Filter Based 2-Hop Neighbor Management in VANETs'
type: journal_article
user_id: '49154'
year: '2018'
...
---
_id: '12036'
author:
- first_name: Stefan
  full_name: Loewen, Stefan
  last_name: Loewen
- first_name: Florian
  full_name: Klingler, Florian
  last_name: Klingler
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
- first_name: Falko
  full_name: Dressler, Falko
  last_name: Dressler
citation:
  ama: 'Loewen S, Klingler F, Sommer C, Dressler F. Backwards compatible extension
    of CAMs/DENMs for improved bike safety on the road. In: <i>2017 IEEE Vehicular
    Networking Conference (VNC)</i>. ; 2018. doi:<a href="https://doi.org/10.1109/vnc.2017.8275657">10.1109/vnc.2017.8275657</a>'
  apa: Loewen, S., Klingler, F., Sommer, C., &#38; Dressler, F. (2018). Backwards
    compatible extension of CAMs/DENMs for improved bike safety on the road. In <i>2017
    IEEE Vehicular Networking Conference (VNC)</i>. <a href="https://doi.org/10.1109/vnc.2017.8275657">https://doi.org/10.1109/vnc.2017.8275657</a>
  bibtex: '@inproceedings{Loewen_Klingler_Sommer_Dressler_2018, title={Backwards compatible
    extension of CAMs/DENMs for improved bike safety on the road}, DOI={<a href="https://doi.org/10.1109/vnc.2017.8275657">10.1109/vnc.2017.8275657</a>},
    booktitle={2017 IEEE Vehicular Networking Conference (VNC)}, author={Loewen, Stefan
    and Klingler, Florian and Sommer, Christoph and Dressler, Falko}, year={2018}
    }'
  chicago: Loewen, Stefan, Florian Klingler, Christoph Sommer, and Falko Dressler.
    “Backwards Compatible Extension of CAMs/DENMs for Improved Bike Safety on the
    Road.” In <i>2017 IEEE Vehicular Networking Conference (VNC)</i>, 2018. <a href="https://doi.org/10.1109/vnc.2017.8275657">https://doi.org/10.1109/vnc.2017.8275657</a>.
  ieee: S. Loewen, F. Klingler, C. Sommer, and F. Dressler, “Backwards compatible
    extension of CAMs/DENMs for improved bike safety on the road,” in <i>2017 IEEE
    Vehicular Networking Conference (VNC)</i>, 2018.
  mla: Loewen, Stefan, et al. “Backwards Compatible Extension of CAMs/DENMs for Improved
    Bike Safety on the Road.” <i>2017 IEEE Vehicular Networking Conference (VNC)</i>,
    2018, doi:<a href="https://doi.org/10.1109/vnc.2017.8275657">10.1109/vnc.2017.8275657</a>.
  short: 'S. Loewen, F. Klingler, C. Sommer, F. Dressler, in: 2017 IEEE Vehicular
    Networking Conference (VNC), 2018.'
date_created: 2019-07-18T09:54:19Z
date_updated: 2022-01-06T06:51:16Z
department:
- _id: '589'
doi: 10.1109/vnc.2017.8275657
language:
- iso: eng
publication: 2017 IEEE Vehicular Networking Conference (VNC)
publication_identifier:
  isbn:
  - '9781538609866'
publication_status: published
status: public
title: Backwards compatible extension of CAMs/DENMs for improved bike safety on the
  road
type: conference
user_id: '49154'
year: '2018'
...
