---
_id: '11816'
abstract:
- lang: eng
  text: In this paper, we consider the Maximum Likelihood (ML) estimation of the parameters
    of a GAUSSIAN in the presence of censored, i.e., clipped data. We show that the
    resulting Expectation Maximization (EM) algorithm delivers virtually biasfree
    and efficient estimates, and we discuss its convergence properties. We also discuss
    optimal classification in the presence of censored data. Censored data are frequently
    encountered in wireless LAN positioning systems based on the fingerprinting method
    employing signal strength measurements, due to the limited sensitivity of the
    portable devices. Experiments both on simulated and real-world data demonstrate
    the effectiveness of the proposed algorithms.
author:
- first_name: Manh Kha
  full_name: Hoang, Manh Kha
  last_name: Hoang
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Hoang MK, Haeb-Umbach R. Parameter estimation and classification of censored
    Gaussian data with application to WiFi indoor positioning. In: <i>38th International
    Conference on Acoustics, Speech, and Signal Processing (ICASSP 2013)</i>. ; 2013:3721-3725.
    doi:<a href="https://doi.org/10.1109/ICASSP.2013.6638353">10.1109/ICASSP.2013.6638353</a>'
  apa: Hoang, M. K., &#38; Haeb-Umbach, R. (2013). Parameter estimation and classification
    of censored Gaussian data with application to WiFi indoor positioning. In <i>38th
    International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2013)</i>
    (pp. 3721–3725). <a href="https://doi.org/10.1109/ICASSP.2013.6638353">https://doi.org/10.1109/ICASSP.2013.6638353</a>
  bibtex: '@inproceedings{Hoang_Haeb-Umbach_2013, title={Parameter estimation and
    classification of censored Gaussian data with application to WiFi indoor positioning},
    DOI={<a href="https://doi.org/10.1109/ICASSP.2013.6638353">10.1109/ICASSP.2013.6638353</a>},
    booktitle={38th International Conference on Acoustics, Speech, and Signal Processing
    (ICASSP 2013)}, author={Hoang, Manh Kha and Haeb-Umbach, Reinhold}, year={2013},
    pages={3721–3725} }'
  chicago: Hoang, Manh Kha, and Reinhold Haeb-Umbach. “Parameter Estimation and Classification
    of Censored Gaussian Data with Application to WiFi Indoor Positioning.” In <i>38th
    International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2013)</i>,
    3721–25, 2013. <a href="https://doi.org/10.1109/ICASSP.2013.6638353">https://doi.org/10.1109/ICASSP.2013.6638353</a>.
  ieee: M. K. Hoang and R. Haeb-Umbach, “Parameter estimation and classification of
    censored Gaussian data with application to WiFi indoor positioning,” in <i>38th
    International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2013)</i>,
    2013, pp. 3721–3725.
  mla: Hoang, Manh Kha, and Reinhold Haeb-Umbach. “Parameter Estimation and Classification
    of Censored Gaussian Data with Application to WiFi Indoor Positioning.” <i>38th
    International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2013)</i>,
    2013, pp. 3721–25, doi:<a href="https://doi.org/10.1109/ICASSP.2013.6638353">10.1109/ICASSP.2013.6638353</a>.
  short: 'M.K. Hoang, R. Haeb-Umbach, in: 38th International Conference on Acoustics,
    Speech, and Signal Processing (ICASSP 2013), 2013, pp. 3721–3725.'
date_created: 2019-07-12T05:28:48Z
date_updated: 2022-01-06T06:51:09Z
department:
- _id: '54'
doi: 10.1109/ICASSP.2013.6638353
keyword:
- Gaussian processes
- Global Positioning System
- convergence
- expectation-maximisation algorithm
- fingerprint identification
- indoor radio
- signal classification
- wireless LAN
- EM algorithm
- ML estimation
- WiFi indoor positioning
- censored Gaussian data classification
- clipped data
- convergence properties
- expectation maximization algorithm
- fingerprinting method
- maximum likelihood estimation
- optimal classification
- parameters estimation
- portable devices sensitivity
- signal strength measurements
- wireless LAN positioning systems
- Convergence
- IEEE 802.11 Standards
- Maximum likelihood estimation
- Parameter estimation
- Position measurement
- Training
- Indoor positioning
- censored data
- expectation maximization
- signal strength
- wireless LAN
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2013/HoHa2013.pdf
oa: '1'
page: 3721-3725
publication: 38th International Conference on Acoustics, Speech, and Signal Processing
  (ICASSP 2013)
publication_identifier:
  issn:
  - 1520-6149
related_material:
  link:
  - description: Poster
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2013/HoHa2013_Poster.pdf
status: public
title: Parameter estimation and classification of censored Gaussian data with application
  to WiFi indoor positioning
type: conference
user_id: '44006'
year: '2013'
...
---
_id: '11862'
abstract:
- lang: eng
  text: In this contribution we extend a previously proposed Bayesian approach for
    the enhancement of reverberant logarithmic mel power spectral coefficients for
    robust automatic speech recognition to the additional compensation of background
    noise. A recently proposed observation model is employed whose time-variant observation
    error statistics are obtained as a side product of the inference of the a posteriori
    probability density function of the clean speech feature vectors. Further a reduction
    of the computational effort and the memory requirements are achieved by using
    a recursive formulation of the observation model. The performance of the proposed
    algorithms is first experimentally studied on a connected digits recognition task
    with artificially created noisy reverberant data. It is shown that the use of
    the time-variant observation error model leads to a significant error rate reduction
    at low signal-to-noise ratios compared to a time-invariant model. Further experiments
    were conducted on a 5000 word task recorded in a reverberant and noisy environment.
    A significant word error rate reduction was obtained demonstrating the effectiveness
    of the approach on real-world data.
author:
- first_name: Volker
  full_name: Leutnant, Volker
  last_name: Leutnant
- first_name: Alexander
  full_name: Krueger, Alexander
  last_name: Krueger
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: Leutnant V, Krueger A, Haeb-Umbach R. Bayesian Feature Enhancement for Reverberation
    and Noise Robust Speech Recognition. <i>IEEE Transactions on Audio, Speech, and
    Language Processing</i>. 2013;21(8):1640-1652. doi:<a href="https://doi.org/10.1109/TASL.2013.2258013">10.1109/TASL.2013.2258013</a>
  apa: Leutnant, V., Krueger, A., &#38; Haeb-Umbach, R. (2013). Bayesian Feature Enhancement
    for Reverberation and Noise Robust Speech Recognition. <i>IEEE Transactions on
    Audio, Speech, and Language Processing</i>, <i>21</i>(8), 1640–1652. <a href="https://doi.org/10.1109/TASL.2013.2258013">https://doi.org/10.1109/TASL.2013.2258013</a>
  bibtex: '@article{Leutnant_Krueger_Haeb-Umbach_2013, title={Bayesian Feature Enhancement
    for Reverberation and Noise Robust Speech Recognition}, volume={21}, DOI={<a href="https://doi.org/10.1109/TASL.2013.2258013">10.1109/TASL.2013.2258013</a>},
    number={8}, journal={IEEE Transactions on Audio, Speech, and Language Processing},
    author={Leutnant, Volker and Krueger, Alexander and Haeb-Umbach, Reinhold}, year={2013},
    pages={1640–1652} }'
  chicago: 'Leutnant, Volker, Alexander Krueger, and Reinhold Haeb-Umbach. “Bayesian
    Feature Enhancement for Reverberation and Noise Robust Speech Recognition.” <i>IEEE
    Transactions on Audio, Speech, and Language Processing</i> 21, no. 8 (2013): 1640–52.
    <a href="https://doi.org/10.1109/TASL.2013.2258013">https://doi.org/10.1109/TASL.2013.2258013</a>.'
  ieee: V. Leutnant, A. Krueger, and R. Haeb-Umbach, “Bayesian Feature Enhancement
    for Reverberation and Noise Robust Speech Recognition,” <i>IEEE Transactions on
    Audio, Speech, and Language Processing</i>, vol. 21, no. 8, pp. 1640–1652, 2013.
  mla: Leutnant, Volker, et al. “Bayesian Feature Enhancement for Reverberation and
    Noise Robust Speech Recognition.” <i>IEEE Transactions on Audio, Speech, and Language
    Processing</i>, vol. 21, no. 8, 2013, pp. 1640–52, doi:<a href="https://doi.org/10.1109/TASL.2013.2258013">10.1109/TASL.2013.2258013</a>.
  short: V. Leutnant, A. Krueger, R. Haeb-Umbach, IEEE Transactions on Audio, Speech,
    and Language Processing 21 (2013) 1640–1652.
date_created: 2019-07-12T05:29:42Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '54'
doi: 10.1109/TASL.2013.2258013
intvolume: '        21'
issue: '8'
keyword:
- Bayes methods
- compensation
- error statistics
- reverberation
- speech recognition
- Bayesian feature enhancement
- background noise
- clean speech feature vectors
- compensation
- connected digits recognition task
- error statistics
- memory requirements
- noisy reverberant data
- posteriori probability density function
- recursive formulation
- reverberant logarithmic mel power spectral coefficients
- robust automatic speech recognition
- signal-to-noise ratios
- time-variant observation
- word error rate reduction
- Robust automatic speech recognition
- model-based Bayesian feature enhancement
- observation model for reverberant and noisy speech
- recursive observation model
language:
- iso: eng
page: 1640-1652
publication: IEEE Transactions on Audio, Speech, and Language Processing
status: public
title: Bayesian Feature Enhancement for Reverberation and Noise Robust Speech Recognition
type: journal_article
user_id: '44006'
volume: 21
year: '2013'
...
---
_id: '36994'
abstract:
- lang: eng
  text: This paper proposes a quality driven, simulation based approach to functional
    design verification, which applies mainly to IP-level HDL designs with well specified
    test instruction format and is evaluated on a soft microprocessor core MB-LITE
    [5]. The approach utilizes mutation analysis as the quality metric to steer an
    automated simulation data generation process. It leads to a simulation flow with
    two phases towards an enhanced mutation analysis result. First in a random simulation
    phase, an in-loop heuristics is deployed and adjusts dynamically the test probability
    distribution so as to improve the coverage efficiency. Next, for each remaining
    hard-to-kill mutant, a search heuristics on test input space is developed to iteratively
    locate a target test, using a specific objective cost function for the goal of
    killing HDL mutant. The effectiveness of this integrated two-phase simulation
    flow is demonstrated by the results with the MB-LITE microprocessor IP.
author:
- first_name: 'Tao '
  full_name: 'Xie, Tao '
  last_name: Xie
- first_name: Wolfgang
  full_name: Müller, Wolfgang
  id: '16243'
  last_name: Müller
- first_name: Florian
  full_name: Letombe, Florian
  last_name: Letombe
citation:
  ama: 'Xie T, Müller W, Letombe F. Mutation-Analysis Driven Functional Verification
    of a Soft Microprocessor. In: <i>Proceedings of SOCC2012</i>. IEEE; 2012. doi:<a
    href="https://doi.org/10.1109/SOCC.2012.6398362">10.1109/SOCC.2012.6398362</a>'
  apa: Xie, T., Müller, W., &#38; Letombe, F. (2012). Mutation-Analysis Driven Functional
    Verification of a Soft Microprocessor. <i>Proceedings of SOCC2012</i>. <a href="https://doi.org/10.1109/SOCC.2012.6398362">https://doi.org/10.1109/SOCC.2012.6398362</a>
  bibtex: '@inproceedings{Xie_Müller_Letombe_2012, place={ Niagara Falls, NY, USA
    }, title={Mutation-Analysis Driven Functional Verification of a Soft Microprocessor},
    DOI={<a href="https://doi.org/10.1109/SOCC.2012.6398362">10.1109/SOCC.2012.6398362</a>},
    booktitle={Proceedings of SOCC2012}, publisher={IEEE}, author={Xie, Tao  and Müller,
    Wolfgang and Letombe, Florian}, year={2012} }'
  chicago: 'Xie, Tao , Wolfgang Müller, and Florian Letombe. “Mutation-Analysis Driven
    Functional Verification of a Soft Microprocessor.” In <i>Proceedings of SOCC2012</i>.  Niagara
    Falls, NY, USA : IEEE, 2012. <a href="https://doi.org/10.1109/SOCC.2012.6398362">https://doi.org/10.1109/SOCC.2012.6398362</a>.'
  ieee: 'T. Xie, W. Müller, and F. Letombe, “Mutation-Analysis Driven Functional Verification
    of a Soft Microprocessor,” 2012, doi: <a href="https://doi.org/10.1109/SOCC.2012.6398362">10.1109/SOCC.2012.6398362</a>.'
  mla: Xie, Tao, et al. “Mutation-Analysis Driven Functional Verification of a Soft
    Microprocessor.” <i>Proceedings of SOCC2012</i>, IEEE, 2012, doi:<a href="https://doi.org/10.1109/SOCC.2012.6398362">10.1109/SOCC.2012.6398362</a>.
  short: 'T. Xie, W. Müller, F. Letombe, in: Proceedings of SOCC2012, IEEE,  Niagara
    Falls, NY, USA , 2012.'
date_created: 2023-01-17T08:46:14Z
date_updated: 2023-01-17T08:46:29Z
department:
- _id: '672'
doi: 10.1109/SOCC.2012.6398362
keyword:
- Analytical models
- Hardware design languages
- Microprocessors
- Cost function
- Data models
- Search problems
- IP networks
language:
- iso: eng
place: ' Niagara Falls, NY, USA '
publication: Proceedings of SOCC2012
publication_identifier:
  eisbn:
  - 978-1-4673-1295-0
publisher: IEEE
status: public
title: Mutation-Analysis Driven Functional Verification of a Soft Microprocessor
type: conference
user_id: '5786'
year: '2012'
...
---
_id: '37002'
abstract:
- lang: eng
  text: HDL-mutation based fault injection and analysis is considered as an important
    coverage metric for measuring the quality of design simulation processes [20,
    3, 1, 2]. In this work, we try to solve the problem of automatic simulation data
    generation targeting HDL mutation faults. We follow a search based approach and
    eliminate the need for symbolic execution and mathematical constraint solving
    from existing work. An objective cost function is defined on the test input space
    and serves the guidance of search for fault-detecting test data. This is done
    by first mapping the simulation traces under a test onto a control and data flow
    graph structure which is extracted from the design. Then the progress of fault
    detection can be measured quantitatively on this graph to be the cost value. By
    minimizing this cost we approach the target test data. The effectiveness of the
    cost function is investigated under an example neighborhood search scheme. Case
    study with a floating point arithmetic IP design has shown that the cost function
    is able to guide effectively the search procedure towards a fault-detecting test.
    The cost calculation time as the search overhead was also observed to be minor
    compared to the actual design simulation time.
author:
- first_name: Tao
  full_name: Xie, Tao
  last_name: Xie
- first_name: Wolfgang
  full_name: Müller, Wolfgang
  id: '16243'
  last_name: Müller
- first_name: Florian
  full_name: Letombe, Florian
  last_name: Letombe
citation:
  ama: 'Xie T, Müller W, Letombe F. HDL-Mutation Based Simulation Data Generation
    by Propagation Guided Search. In: <i>Proceedings of Euromicro DSD 2011</i>. IEEE;
    2011. doi:<a href="https://doi.org/10.1109/DSD.2011.83">10.1109/DSD.2011.83</a>'
  apa: Xie, T., Müller, W., &#38; Letombe, F. (2011). HDL-Mutation Based Simulation
    Data Generation by Propagation Guided Search. <i>Proceedings of Euromicro DSD
    2011</i>. <a href="https://doi.org/10.1109/DSD.2011.83">https://doi.org/10.1109/DSD.2011.83</a>
  bibtex: '@inproceedings{Xie_Müller_Letombe_2011, place={Oulu, Finnland}, title={HDL-Mutation
    Based Simulation Data Generation by Propagation Guided Search}, DOI={<a href="https://doi.org/10.1109/DSD.2011.83">10.1109/DSD.2011.83</a>},
    booktitle={Proceedings of Euromicro DSD 2011}, publisher={IEEE}, author={Xie,
    Tao and Müller, Wolfgang and Letombe, Florian}, year={2011} }'
  chicago: 'Xie, Tao, Wolfgang Müller, and Florian Letombe. “HDL-Mutation Based Simulation
    Data Generation by Propagation Guided Search.” In <i>Proceedings of Euromicro
    DSD 2011</i>. Oulu, Finnland: IEEE, 2011. <a href="https://doi.org/10.1109/DSD.2011.83">https://doi.org/10.1109/DSD.2011.83</a>.'
  ieee: 'T. Xie, W. Müller, and F. Letombe, “HDL-Mutation Based Simulation Data Generation
    by Propagation Guided Search,” 2011, doi: <a href="https://doi.org/10.1109/DSD.2011.83">10.1109/DSD.2011.83</a>.'
  mla: Xie, Tao, et al. “HDL-Mutation Based Simulation Data Generation by Propagation
    Guided Search.” <i>Proceedings of Euromicro DSD 2011</i>, IEEE, 2011, doi:<a href="https://doi.org/10.1109/DSD.2011.83">10.1109/DSD.2011.83</a>.
  short: 'T. Xie, W. Müller, F. Letombe, in: Proceedings of Euromicro DSD 2011, IEEE,
    Oulu, Finnland, 2011.'
date_created: 2023-01-17T09:02:48Z
date_updated: 2025-02-26T14:44:15Z
department:
- _id: '672'
doi: 10.1109/DSD.2011.83
keyword:
- Hardware design languages
- Cost function
- Computational modeling
- Fault detection
- Data models
- Analytical models
- Testing
language:
- iso: eng
place: Oulu, Finnland
publication: Proceedings of Euromicro DSD 2011
publication_identifier:
  isbn:
  - 978-1-4577-1048-3
publisher: IEEE
status: public
title: HDL-Mutation Based Simulation Data Generation by Propagation Guided Search
type: conference
user_id: '5786'
year: '2011'
...
---
_id: '11892'
abstract:
- lang: eng
  text: For an environment to be perceived as being smart, contextual information
    has to be gathered to adapt the system's behavior and its interface towards the
    user. Being a rich source of context information speech can be acquired unobtrusively
    by microphone arrays and then processed to extract information about the user
    and his environment. In this paper, a system for joint temporal segmentation,
    speaker localization, and identification is presented, which is supported by face
    identification from video data obtained from a steerable camera. Special attention
    is paid to latency aspects and online processing capabilities, as they are important
    for the application under investigation, namely ambient communication. It describes
    the vision of terminal-less, session-less and multi-modal telecommunication with
    remote partners, where the user can move freely within his home while the communication
    follows him. The speaker diarization serves as a context source, which has been
    integrated in a service-oriented middleware architecture and provided to the application
    to select the most appropriate I/O device and to steer the camera towards the
    speaker during ambient communication.
author:
- first_name: Joerg
  full_name: Schmalenstroeer, Joerg
  id: '460'
  last_name: Schmalenstroeer
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: Schmalenstroeer J, Haeb-Umbach R. Online Diarization of Streaming Audio-Visual
    Data for Smart Environments. <i>IEEE Journal of Selected Topics in Signal Processing</i>.
    2010;4(5):845-856. doi:<a href="https://doi.org/10.1109/JSTSP.2010.2050519">10.1109/JSTSP.2010.2050519</a>
  apa: Schmalenstroeer, J., &#38; Haeb-Umbach, R. (2010). Online Diarization of Streaming
    Audio-Visual Data for Smart Environments. <i>IEEE Journal of Selected Topics in
    Signal Processing</i>, <i>4</i>(5), 845–856. <a href="https://doi.org/10.1109/JSTSP.2010.2050519">https://doi.org/10.1109/JSTSP.2010.2050519</a>
  bibtex: '@article{Schmalenstroeer_Haeb-Umbach_2010, title={Online Diarization of
    Streaming Audio-Visual Data for Smart Environments}, volume={4}, DOI={<a href="https://doi.org/10.1109/JSTSP.2010.2050519">10.1109/JSTSP.2010.2050519</a>},
    number={5}, journal={IEEE Journal of Selected Topics in Signal Processing}, author={Schmalenstroeer,
    Joerg and Haeb-Umbach, Reinhold}, year={2010}, pages={845–856} }'
  chicago: 'Schmalenstroeer, Joerg, and Reinhold Haeb-Umbach. “Online Diarization
    of Streaming Audio-Visual Data for Smart Environments.” <i>IEEE Journal of Selected
    Topics in Signal Processing</i> 4, no. 5 (2010): 845–56. <a href="https://doi.org/10.1109/JSTSP.2010.2050519">https://doi.org/10.1109/JSTSP.2010.2050519</a>.'
  ieee: 'J. Schmalenstroeer and R. Haeb-Umbach, “Online Diarization of Streaming Audio-Visual
    Data for Smart Environments,” <i>IEEE Journal of Selected Topics in Signal Processing</i>,
    vol. 4, no. 5, pp. 845–856, 2010, doi: <a href="https://doi.org/10.1109/JSTSP.2010.2050519">10.1109/JSTSP.2010.2050519</a>.'
  mla: Schmalenstroeer, Joerg, and Reinhold Haeb-Umbach. “Online Diarization of Streaming
    Audio-Visual Data for Smart Environments.” <i>IEEE Journal of Selected Topics
    in Signal Processing</i>, vol. 4, no. 5, 2010, pp. 845–56, doi:<a href="https://doi.org/10.1109/JSTSP.2010.2050519">10.1109/JSTSP.2010.2050519</a>.
  short: J. Schmalenstroeer, R. Haeb-Umbach, IEEE Journal of Selected Topics in Signal
    Processing 4 (2010) 845–856.
date_created: 2019-07-12T05:30:16Z
date_updated: 2023-10-26T08:10:18Z
department:
- _id: '54'
doi: 10.1109/JSTSP.2010.2050519
intvolume: '         4'
issue: '5'
keyword:
- audio streaming
- audio visual data streaming
- context information speech
- face identification
- face recognition
- image segmentation
- middleware
- multimodal telecommunication
- online diarization
- service oriented middleware architecture
- sessionless telecommunication
- software architecture
- speaker identification
- speaker localization
- speaker recognition
- steerable camera
- telecommunication computing
- temporal segmentation
- terminal-less telecommunication
- video streaming
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2010/ScHa10.pdf
oa: '1'
page: 845-856
publication: IEEE Journal of Selected Topics in Signal Processing
quality_controlled: '1'
status: public
title: Online Diarization of Streaming Audio-Visual Data for Smart Environments
type: journal_article
user_id: '460'
volume: 4
year: '2010'
...
---
_id: '37050'
abstract:
- lang: eng
  text: The main obstacle for the wide acceptance of UML and SysML in the design of
    electronic systems is due to a major gap in the design flow between UML-based
    modeling and SystemC-based verification. To overcome this gap, we present an approach
    developed in the SATURN project which introduces UML profiles for the co-modeling
    of SystemC and C with code generation support in the context of the SysML tool
    suite ARTiSAN Studio®. We finally discuss the evaluation of the approach by two
    case studies.
author:
- first_name: Wolfgang
  full_name: Müller, Wolfgang
  id: '16243'
  last_name: Müller
- first_name: Da
  full_name: He, Da
  last_name: He
- first_name: Fabian
  full_name: Mischkalla, Fabian
  last_name: Mischkalla
- first_name: Arthur
  full_name: Wegele, Arthur
  last_name: Wegele
- first_name: Adrian
  full_name: Larkham, Adrian
  last_name: Larkham
- first_name: Paul
  full_name: Whiston, Paul
  last_name: Whiston
- first_name: Pablo
  full_name: Penil, Pablo
  last_name: Penil
- first_name: Eugenio
  full_name: Villar, Eugenio
  last_name: Villar
- first_name: Nikolaos
  full_name: Mitas, Nikolaos
  last_name: Mitas
- first_name: Dimitros
  full_name: Kritharidis, Dimitros
  last_name: Kritharidis
- first_name: Florent
  full_name: Azcarate, Florent
  last_name: Azcarate
- first_name: Manuel
  full_name: Carballeda, Manuel
  last_name: Carballeda
citation:
  ama: 'Müller W, He D, Mischkalla F, et al. The SATURN Approach to SysML-based HW/SW
    Codesign. In: <i>Proceedings of the IEEE Computer Society Annual Symposium on
    VLSI</i>. Lecture Notes in Electrical Engineering. ; 2010. doi:<a href="https://doi.org/10.1007/978-94-007-1488-5_9">10.1007/978-94-007-1488-5_9</a>'
  apa: Müller, W., He, D., Mischkalla, F., Wegele, A., Larkham, A., Whiston, P., Penil,
    P., Villar, E., Mitas, N., Kritharidis, D., Azcarate, F., &#38; Carballeda, M.
    (2010). The SATURN Approach to SysML-based HW/SW Codesign. <i>Proceedings of the
    IEEE Computer Society Annual Symposium on VLSI</i>. <a href="https://doi.org/10.1007/978-94-007-1488-5_9">https://doi.org/10.1007/978-94-007-1488-5_9</a>
  bibtex: '@inproceedings{Müller_He_Mischkalla_Wegele_Larkham_Whiston_Penil_Villar_Mitas_Kritharidis_et
    al._2010, series={Lecture Notes in Electrical Engineering}, title={The SATURN
    Approach to SysML-based HW/SW Codesign}, DOI={<a href="https://doi.org/10.1007/978-94-007-1488-5_9">10.1007/978-94-007-1488-5_9</a>},
    booktitle={Proceedings of the IEEE Computer Society Annual Symposium on VLSI},
    author={Müller, Wolfgang and He, Da and Mischkalla, Fabian and Wegele, Arthur
    and Larkham, Adrian and Whiston, Paul and Penil, Pablo and Villar, Eugenio and
    Mitas, Nikolaos and Kritharidis, Dimitros and et al.}, year={2010}, collection={Lecture
    Notes in Electrical Engineering} }'
  chicago: Müller, Wolfgang, Da He, Fabian Mischkalla, Arthur Wegele, Adrian Larkham,
    Paul Whiston, Pablo Penil, et al. “The SATURN Approach to SysML-Based HW/SW Codesign.”
    In <i>Proceedings of the IEEE Computer Society Annual Symposium on VLSI</i>. Lecture
    Notes in Electrical Engineering, 2010. <a href="https://doi.org/10.1007/978-94-007-1488-5_9">https://doi.org/10.1007/978-94-007-1488-5_9</a>.
  ieee: 'W. Müller <i>et al.</i>, “The SATURN Approach to SysML-based HW/SW Codesign,”
    2010, doi: <a href="https://doi.org/10.1007/978-94-007-1488-5_9">10.1007/978-94-007-1488-5_9</a>.'
  mla: Müller, Wolfgang, et al. “The SATURN Approach to SysML-Based HW/SW Codesign.”
    <i>Proceedings of the IEEE Computer Society Annual Symposium on VLSI</i>, 2010,
    doi:<a href="https://doi.org/10.1007/978-94-007-1488-5_9">10.1007/978-94-007-1488-5_9</a>.
  short: 'W. Müller, D. He, F. Mischkalla, A. Wegele, A. Larkham, P. Whiston, P. Penil,
    E. Villar, N. Mitas, D. Kritharidis, F. Azcarate, M. Carballeda, in: Proceedings
    of the IEEE Computer Society Annual Symposium on VLSI, 2010.'
date_created: 2023-01-17T11:19:45Z
date_updated: 2023-01-17T11:19:53Z
department:
- _id: '672'
doi: 10.1007/978-94-007-1488-5_9
keyword:
- Communicate Sequential Process     Virtual Platform     Smart Camera     Synchronous
  Data Flow     Artisan Studio
language:
- iso: eng
publication: Proceedings of the IEEE Computer Society Annual Symposium on VLSI
publication_identifier:
  eisbn:
  - 978-94-007-1488-5
series_title: Lecture Notes in Electrical Engineering
status: public
title: The SATURN Approach to SysML-based HW/SW Codesign
type: conference
user_id: '5786'
year: '2010'
...
---
_id: '11943'
abstract:
- lang: eng
  text: A marginalized particle filter is proposed for performing single channel speech
    enhancement with a non-linear dynamic state model. The system consists of a particle
    filter for tracking line spectral pair (LSP) parameters and a Kalman filter per
    particle for speech enhancement. The state model for the LSPs has been learnt
    on clean speech training data. In our approach parameters and speech samples are
    processed at different time scales by assuming the parameters to be constant for
    small blocks of data. Further enhancement is obtained by an iteration which can
    be applied on these small blocks. The experiments show that similar SNR gains
    are obtained as with the Kalman-LM-iterative algorithm. However better values
    of the noise level and the log-spectral distance are achieved
author:
- first_name: Stefan
  full_name: Windmann, Stefan
  last_name: Windmann
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Windmann S, Haeb-Umbach R. Iterative Speech Enhancement using a Non-Linear
    Dynamic State Model of Speech and its Parameters. In: <i>IEEE International Conference
    on Acoustics, Speech and Signal Processing (ICASSP 2006)</i>. Vol 1. ; 2006:I.
    doi:<a href="https://doi.org/10.1109/ICASSP.2006.1660058">10.1109/ICASSP.2006.1660058</a>'
  apa: Windmann, S., &#38; Haeb-Umbach, R. (2006). Iterative Speech Enhancement using
    a Non-Linear Dynamic State Model of Speech and its Parameters. In <i>IEEE International
    Conference on Acoustics, Speech and Signal Processing (ICASSP 2006)</i> (Vol.
    1, p. I). <a href="https://doi.org/10.1109/ICASSP.2006.1660058">https://doi.org/10.1109/ICASSP.2006.1660058</a>
  bibtex: '@inproceedings{Windmann_Haeb-Umbach_2006, title={Iterative Speech Enhancement
    using a Non-Linear Dynamic State Model of Speech and its Parameters}, volume={1},
    DOI={<a href="https://doi.org/10.1109/ICASSP.2006.1660058">10.1109/ICASSP.2006.1660058</a>},
    booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing
    (ICASSP 2006)}, author={Windmann, Stefan and Haeb-Umbach, Reinhold}, year={2006},
    pages={I} }'
  chicago: Windmann, Stefan, and Reinhold Haeb-Umbach. “Iterative Speech Enhancement
    Using a Non-Linear Dynamic State Model of Speech and Its Parameters.” In <i>IEEE
    International Conference on Acoustics, Speech and Signal Processing (ICASSP 2006)</i>,
    1:I, 2006. <a href="https://doi.org/10.1109/ICASSP.2006.1660058">https://doi.org/10.1109/ICASSP.2006.1660058</a>.
  ieee: S. Windmann and R. Haeb-Umbach, “Iterative Speech Enhancement using a Non-Linear
    Dynamic State Model of Speech and its Parameters,” in <i>IEEE International Conference
    on Acoustics, Speech and Signal Processing (ICASSP 2006)</i>, 2006, vol. 1, p.
    I.
  mla: Windmann, Stefan, and Reinhold Haeb-Umbach. “Iterative Speech Enhancement Using
    a Non-Linear Dynamic State Model of Speech and Its Parameters.” <i>IEEE International
    Conference on Acoustics, Speech and Signal Processing (ICASSP 2006)</i>, vol.
    1, 2006, p. I, doi:<a href="https://doi.org/10.1109/ICASSP.2006.1660058">10.1109/ICASSP.2006.1660058</a>.
  short: 'S. Windmann, R. Haeb-Umbach, in: IEEE International Conference on Acoustics,
    Speech and Signal Processing (ICASSP 2006), 2006, p. I.'
date_created: 2019-07-12T05:31:15Z
date_updated: 2022-01-06T06:51:12Z
department:
- _id: '54'
doi: 10.1109/ICASSP.2006.1660058
intvolume: '         1'
keyword:
- clean speech training data
- iterative methods
- iterative speech enhancement
- Kalman filter
- Kalman filters
- Kalman-LM-iterative algorithm
- line spectral pair parameters
- log-spectral distance
- marginalized particle filter
- noise level
- nonlinear dynamic state speech model
- particle filtering (numerical methods)
- single channel speech enhancement
- SNR gains
- speech enhancement
- speech samples
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2006/WiHa06-2.pdf
oa: '1'
page: I
publication: IEEE International Conference on Acoustics, Speech and Signal Processing
  (ICASSP 2006)
status: public
title: Iterative Speech Enhancement using a Non-Linear Dynamic State Model of Speech
  and its Parameters
type: conference
user_id: '44006'
volume: 1
year: '2006'
...
---
_id: '39050'
abstract:
- lang: eng
  text: Currently, middleware for smart home networks with embedded and mobile devices
    are in the focus of several investigations. In this paper, we propose a middleware
    for secure management of device and user profiles by integrating a profile database
    with a generic authentication scheme for an X.509 enabled ticket management in
    the context of the OSGi framework. After the introduction of the individual system
    components and their interaction, we also discuss potential system attacks.
author:
- first_name: Max
  full_name: Ziegler, Max
  last_name: Ziegler
- first_name: Wolfgang
  full_name: Müller, Wolfgang
  id: '16243'
  last_name: Müller
- first_name: Robbie
  full_name: Schäfer, Robbie
  last_name: Schäfer
- first_name: Chris
  full_name: Loeser, Chris
  last_name: Loeser
citation:
  ama: 'Ziegler M, Müller W, Schäfer R, Loeser C. Secure Profile Management in Smart
    Home Networks. In: <i>Proceedings of the 1st International Workshop on Secure
    and Ubiquitous Networks (SUN-2005)</i>. IEEE; 2005. doi:<a href="https://doi.org/10.1109/DEXA.2005.171">10.1109/DEXA.2005.171</a>'
  apa: Ziegler, M., Müller, W., Schäfer, R., &#38; Loeser, C. (2005). Secure Profile
    Management in Smart Home Networks. <i>Proceedings of the 1st International Workshop
    on Secure and Ubiquitous Networks (SUN-2005)</i>. 16th International Workshop
    on Database and Expert Systems Applications (DEXA’05), Copenhagen, Denmark . <a
    href="https://doi.org/10.1109/DEXA.2005.171">https://doi.org/10.1109/DEXA.2005.171</a>
  bibtex: '@inproceedings{Ziegler_Müller_Schäfer_Loeser_2005, place={Copenhagen, Denmark
    }, title={Secure Profile Management in Smart Home Networks}, DOI={<a href="https://doi.org/10.1109/DEXA.2005.171">10.1109/DEXA.2005.171</a>},
    booktitle={Proceedings of the 1st International Workshop on Secure and Ubiquitous
    Networks (SUN-2005)}, publisher={IEEE}, author={Ziegler, Max and Müller, Wolfgang
    and Schäfer, Robbie and Loeser, Chris}, year={2005} }'
  chicago: 'Ziegler, Max, Wolfgang Müller, Robbie Schäfer, and Chris Loeser. “Secure
    Profile Management in Smart Home Networks.” In <i>Proceedings of the 1st International
    Workshop on Secure and Ubiquitous Networks (SUN-2005)</i>. Copenhagen, Denmark
    : IEEE, 2005. <a href="https://doi.org/10.1109/DEXA.2005.171">https://doi.org/10.1109/DEXA.2005.171</a>.'
  ieee: 'M. Ziegler, W. Müller, R. Schäfer, and C. Loeser, “Secure Profile Management
    in Smart Home Networks,” presented at the 16th International Workshop on Database
    and Expert Systems Applications (DEXA’05), Copenhagen, Denmark , 2005, doi: <a
    href="https://doi.org/10.1109/DEXA.2005.171">10.1109/DEXA.2005.171</a>.'
  mla: Ziegler, Max, et al. “Secure Profile Management in Smart Home Networks.” <i>Proceedings
    of the 1st International Workshop on Secure and Ubiquitous Networks (SUN-2005)</i>,
    IEEE, 2005, doi:<a href="https://doi.org/10.1109/DEXA.2005.171">10.1109/DEXA.2005.171</a>.
  short: 'M. Ziegler, W. Müller, R. Schäfer, C. Loeser, in: Proceedings of the 1st
    International Workshop on Secure and Ubiquitous Networks (SUN-2005), IEEE, Copenhagen,
    Denmark , 2005.'
conference:
  location: 'Copenhagen, Denmark '
  name: 16th International Workshop on Database and Expert Systems Applications (DEXA'05)
date_created: 2023-01-24T08:39:45Z
date_updated: 2023-01-24T08:39:50Z
department:
- _id: '672'
doi: 10.1109/DEXA.2005.171
keyword:
- Intelligent networks
- Smart homes
- Middleware
- Project management
- Data security
- Ubiquitous computing
- Context-aware services
- Computer architecture
- Home automation
- Environmental management
language:
- iso: eng
place: 'Copenhagen, Denmark '
publication: Proceedings of the 1st International Workshop on Secure and Ubiquitous
  Networks (SUN-2005)
publication_identifier:
  isbn:
  - 0-7695-2424-9
publisher: IEEE
status: public
title: Secure Profile Management in Smart Home Networks
type: conference
user_id: '5786'
year: '2005'
...
---
_id: '39052'
abstract:
- lang: eng
  text: Smart homes provide their users with maximum comfort and convenience. In this
    paper, we present a profile management framework for situation-dependent customization
    in smart home environments, which meet the user preferences with given device
    capabilities. We apply profile processing and evolution methods to customize profiles
    on the fly and to automatically evolve user preferences. Furthermore, we give
    a comprehensive study on profile management technology.
author:
- first_name: Jinghua
  full_name: Groppe, Jinghua
  last_name: Groppe
- first_name: Wolfgang
  full_name: Müller, Wolfgang
  id: '16243'
  last_name: Müller
citation:
  ama: 'Groppe J, Müller W. Profile Management technology for Smart Customization
    in Private Home Applications. In: <i>Proceedings of the 1st International Workshop
    on Secure and Ubiquitous Networks (SUN-2005)</i>. IEEE; 2005. doi:<a href="https://doi.org/10.1109/DEXA.2005.156">10.1109/DEXA.2005.156</a>'
  apa: Groppe, J., &#38; Müller, W. (2005). Profile Management technology for Smart
    Customization in Private Home Applications. <i>Proceedings of the 1st International
    Workshop on Secure and Ubiquitous Networks (SUN-2005)</i>. 16th International
    Workshop on Database and Expert Systems Applications (DEXA’05), Copenhagen, Denmark
    . <a href="https://doi.org/10.1109/DEXA.2005.156">https://doi.org/10.1109/DEXA.2005.156</a>
  bibtex: '@inproceedings{Groppe_Müller_2005, place={Copenhagen, Denmark }, title={Profile
    Management technology for Smart Customization in Private Home Applications}, DOI={<a
    href="https://doi.org/10.1109/DEXA.2005.156">10.1109/DEXA.2005.156</a>}, booktitle={Proceedings
    of the 1st International Workshop on Secure and Ubiquitous Networks (SUN-2005)},
    publisher={IEEE}, author={Groppe, Jinghua and Müller, Wolfgang}, year={2005} }'
  chicago: 'Groppe, Jinghua, and Wolfgang Müller. “Profile Management Technology for
    Smart Customization in Private Home Applications.” In <i>Proceedings of the 1st
    International Workshop on Secure and Ubiquitous Networks (SUN-2005)</i>. Copenhagen,
    Denmark : IEEE, 2005. <a href="https://doi.org/10.1109/DEXA.2005.156">https://doi.org/10.1109/DEXA.2005.156</a>.'
  ieee: 'J. Groppe and W. Müller, “Profile Management technology for Smart Customization
    in Private Home Applications,” presented at the 16th International Workshop on
    Database and Expert Systems Applications (DEXA’05), Copenhagen, Denmark , 2005,
    doi: <a href="https://doi.org/10.1109/DEXA.2005.156">10.1109/DEXA.2005.156</a>.'
  mla: Groppe, Jinghua, and Wolfgang Müller. “Profile Management Technology for Smart
    Customization in Private Home Applications.” <i>Proceedings of the 1st International
    Workshop on Secure and Ubiquitous Networks (SUN-2005)</i>, IEEE, 2005, doi:<a
    href="https://doi.org/10.1109/DEXA.2005.156">10.1109/DEXA.2005.156</a>.
  short: 'J. Groppe, W. Müller, in: Proceedings of the 1st International Workshop
    on Secure and Ubiquitous Networks (SUN-2005), IEEE, Copenhagen, Denmark , 2005.'
conference:
  location: 'Copenhagen, Denmark '
  name: 16th International Workshop on Database and Expert Systems Applications (DEXA'05)
date_created: 2023-01-24T08:43:21Z
date_updated: 2023-01-24T08:43:27Z
department:
- _id: '672'
doi: 10.1109/DEXA.2005.156
keyword:
- Technology management
- Smart homes
- Environmental management
- Resource description framework
- Data models
- Navigation
- Mobile computing
- Embedded computing
- Ubiquitous computing
- Mobile communication
language:
- iso: eng
place: 'Copenhagen, Denmark '
publication: Proceedings of the 1st International Workshop on Secure and Ubiquitous
  Networks (SUN-2005)
publication_identifier:
  isbn:
  - 0-7695-2424-9
publisher: IEEE
status: public
title: Profile Management technology for Smart Customization in Private Home Applications
type: conference
user_id: '5786'
year: '2005'
...
---
_id: '39061'
abstract:
- lang: eng
  text: This article presents an approach, which combines theorem proving-based refinement
    with model checking for state based real-time systems. Our verification flow starts
    from UML state diagrams, which are translated to the formal B language and are
    model checked for real-time properties. By means of the B language and a B theorem
    prover, refined state diagrams are verified against their abstract representation.
    The approach is presented by means of the refinement of a digital echo cancellation
    unit.
author:
- first_name: Alexander
  full_name: Krupp, Alexander
  last_name: Krupp
- first_name: Wolfgang
  full_name: Müller, Wolfgang
  id: '16243'
  last_name: Müller
- first_name: Ian
  full_name: Oliver, Ian
  last_name: Oliver
citation:
  ama: 'Krupp A, Müller W, Oliver I. Formal Refinement and Model Checking of An Echo
    Cancellation Unit. In: <i>Proceedings of DATE’04 Designers’ Forum</i>. ; 2004.
    doi:<a href="https://doi.org/10.1109/DATE.2004.1269214">10.1109/DATE.2004.1269214</a>'
  apa: Krupp, A., Müller, W., &#38; Oliver, I. (2004). Formal Refinement and Model
    Checking of An Echo Cancellation Unit. <i>Proceedings of DATE’04 Designers’ Forum</i>.
    Proceedings Design, Automation and Test in Europe Conference and Exhibition. <a
    href="https://doi.org/10.1109/DATE.2004.1269214">https://doi.org/10.1109/DATE.2004.1269214</a>
  bibtex: '@inproceedings{Krupp_Müller_Oliver_2004, place={Paris}, title={Formal Refinement
    and Model Checking of An Echo Cancellation Unit}, DOI={<a href="https://doi.org/10.1109/DATE.2004.1269214">10.1109/DATE.2004.1269214</a>},
    booktitle={Proceedings of DATE’04 Designers’ Forum}, author={Krupp, Alexander
    and Müller, Wolfgang and Oliver, Ian}, year={2004} }'
  chicago: Krupp, Alexander, Wolfgang Müller, and Ian Oliver. “Formal Refinement and
    Model Checking of An Echo Cancellation Unit.” In <i>Proceedings of DATE’04 Designers’
    Forum</i>. Paris, 2004. <a href="https://doi.org/10.1109/DATE.2004.1269214">https://doi.org/10.1109/DATE.2004.1269214</a>.
  ieee: 'A. Krupp, W. Müller, and I. Oliver, “Formal Refinement and Model Checking
    of An Echo Cancellation Unit,” presented at the Proceedings Design, Automation
    and Test in Europe Conference and Exhibition, 2004, doi: <a href="https://doi.org/10.1109/DATE.2004.1269214">10.1109/DATE.2004.1269214</a>.'
  mla: Krupp, Alexander, et al. “Formal Refinement and Model Checking of An Echo Cancellation
    Unit.” <i>Proceedings of DATE’04 Designers’ Forum</i>, 2004, doi:<a href="https://doi.org/10.1109/DATE.2004.1269214">10.1109/DATE.2004.1269214</a>.
  short: 'A. Krupp, W. Müller, I. Oliver, in: Proceedings of DATE’04 Designers’ Forum,
    Paris, 2004.'
conference:
  name: Proceedings Design, Automation and Test in Europe Conference and Exhibition
date_created: 2023-01-24T08:53:26Z
date_updated: 2023-01-24T08:53:31Z
department:
- _id: '672'
doi: 10.1109/DATE.2004.1269214
keyword:
- Echo cancellers
- Logic
- Unified modeling language
- Automata
- Data structures
- Boolean functions
- Electronic design automation and methodology
- Prototypes
- Specification languages
- Constraint theory
language:
- iso: eng
place: Paris
publication: Proceedings of DATE’04 Designers' Forum
publication_identifier:
  isbn:
  - 0-7695-2085-5
status: public
title: Formal Refinement and Model Checking of An Echo Cancellation Unit
type: conference
user_id: '5786'
year: '2004'
...
---
_id: '11778'
abstract:
- lang: eng
  text: In this paper, it is shown that a correlation criterion is the appropriate
    criterion for bottom-up clustering to obtain broad phonetic class regression trees
    for maximum likelihood linear regression (MLLR)-based speaker adaptation. The
    correlation structure among speech units is estimated on the speaker-independent
    training data. In adaptation experiments the tree outperformed a regression tree
    obtained from clustering according to closeness in acoustic space and achieved
    results comparable with those of a manually designed broad phonetic class tree
author:
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: Haeb-Umbach R. Automatic generation of phonetic regression class trees for
    MLLR adaptation. <i>IEEE Transactions on Speech and Audio Processing</i>. 2001;9(3):299-302.
    doi:<a href="https://doi.org/10.1109/89.906003">10.1109/89.906003</a>
  apa: Haeb-Umbach, R. (2001). Automatic generation of phonetic regression class trees
    for MLLR adaptation. <i>IEEE Transactions on Speech and Audio Processing</i>,
    <i>9</i>(3), 299–302. <a href="https://doi.org/10.1109/89.906003">https://doi.org/10.1109/89.906003</a>
  bibtex: '@article{Haeb-Umbach_2001, title={Automatic generation of phonetic regression
    class trees for MLLR adaptation}, volume={9}, DOI={<a href="https://doi.org/10.1109/89.906003">10.1109/89.906003</a>},
    number={3}, journal={IEEE Transactions on Speech and Audio Processing}, author={Haeb-Umbach,
    Reinhold}, year={2001}, pages={299–302} }'
  chicago: 'Haeb-Umbach, Reinhold. “Automatic Generation of Phonetic Regression Class
    Trees for MLLR Adaptation.” <i>IEEE Transactions on Speech and Audio Processing</i>
    9, no. 3 (2001): 299–302. <a href="https://doi.org/10.1109/89.906003">https://doi.org/10.1109/89.906003</a>.'
  ieee: R. Haeb-Umbach, “Automatic generation of phonetic regression class trees for
    MLLR adaptation,” <i>IEEE Transactions on Speech and Audio Processing</i>, vol.
    9, no. 3, pp. 299–302, 2001.
  mla: Haeb-Umbach, Reinhold. “Automatic Generation of Phonetic Regression Class Trees
    for MLLR Adaptation.” <i>IEEE Transactions on Speech and Audio Processing</i>,
    vol. 9, no. 3, 2001, pp. 299–302, doi:<a href="https://doi.org/10.1109/89.906003">10.1109/89.906003</a>.
  short: R. Haeb-Umbach, IEEE Transactions on Speech and Audio Processing 9 (2001)
    299–302.
date_created: 2019-07-12T05:28:04Z
date_updated: 2022-01-06T06:51:08Z
department:
- _id: '54'
doi: 10.1109/89.906003
intvolume: '         9'
issue: '3'
keyword:
- acoustic space
- adaptation experiments
- automatic generation
- bottom-up clustering
- broad phonetic class regression trees
- correlation criterion
- correlation methods
- maximum likelihood estimation
- maximum likelihood linear regression based speaker adaptation
- MLLR adaptation
- pattern clustering
- phonetic regression class trees
- speaker-independent training data
- speech recognition
- speech units
- statistical analysis
- trees (mathematics)
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2001/Ha01.pdf
oa: '1'
page: 299-302
publication: IEEE Transactions on Speech and Audio Processing
status: public
title: Automatic generation of phonetic regression class trees for MLLR adaptation
type: journal_article
user_id: '44006'
volume: 9
year: '2001'
...
---
_id: '11869'
abstract:
- lang: eng
  text: Amongst several data driven approaches for designing filters for the time
    sequence of spectral parameters, the linear discriminant analysis (LDA) based
    method has been proposed for automatic speech recognition. Here we apply LDA-based
    filter design to cepstral features, which better match the inherent assumption
    of this method that feature vector components are uncorrelated. Extensive recognition
    experiments have been conducted both on the standard TIMIT phone recognition task
    and on a proprietary 130-words command word task under various adverse environmental
    conditions, including reverberant data with real-life room impulse responses and
    data processed by acoustic echo cancellation algorithms. Significant error rate
    reductions have been achieved when applying the novel long-range feature filters
    compared to standard approaches employing cepstral mean normalization and delta
    and delta-delta features, in particular when facing acoustic echo cancellation
    scenarios and room reverberation. For example, the phone accuracy on reverberated
    TIMIT data could be increased from 50.7\% to 56.0\%
author:
- first_name: M.
  full_name: Lieb, M.
  last_name: Lieb
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Lieb M, Haeb-Umbach R. LDA derived cepstral trajectory filters in adverse
    environmental conditions. In: <i>IEEE International Conference on Acoustics, Speech,
    and Signal Processing (ICASSP 2000)</i>. Vol 2. ; 2000:II1105-II1108 vol.2. doi:<a
    href="https://doi.org/10.1109/ICASSP.2000.859157">10.1109/ICASSP.2000.859157</a>'
  apa: Lieb, M., &#38; Haeb-Umbach, R. (2000). LDA derived cepstral trajectory filters
    in adverse environmental conditions. In <i>IEEE International Conference on Acoustics,
    Speech, and Signal Processing (ICASSP 2000)</i> (Vol. 2, pp. II1105-II1108 vol.2).
    <a href="https://doi.org/10.1109/ICASSP.2000.859157">https://doi.org/10.1109/ICASSP.2000.859157</a>
  bibtex: '@inproceedings{Lieb_Haeb-Umbach_2000, title={LDA derived cepstral trajectory
    filters in adverse environmental conditions}, volume={2}, DOI={<a href="https://doi.org/10.1109/ICASSP.2000.859157">10.1109/ICASSP.2000.859157</a>},
    booktitle={IEEE International Conference on Acoustics, Speech, and Signal Processing
    (ICASSP 2000)}, author={Lieb, M. and Haeb-Umbach, Reinhold}, year={2000}, pages={II1105-II1108
    vol.2} }'
  chicago: Lieb, M., and Reinhold Haeb-Umbach. “LDA Derived Cepstral Trajectory Filters
    in Adverse Environmental Conditions.” In <i>IEEE International Conference on Acoustics,
    Speech, and Signal Processing (ICASSP 2000)</i>, 2:II1105-II1108 vol.2, 2000.
    <a href="https://doi.org/10.1109/ICASSP.2000.859157">https://doi.org/10.1109/ICASSP.2000.859157</a>.
  ieee: M. Lieb and R. Haeb-Umbach, “LDA derived cepstral trajectory filters in adverse
    environmental conditions,” in <i>IEEE International Conference on Acoustics, Speech,
    and Signal Processing (ICASSP 2000)</i>, 2000, vol. 2, pp. II1105-II1108 vol.2.
  mla: Lieb, M., and Reinhold Haeb-Umbach. “LDA Derived Cepstral Trajectory Filters
    in Adverse Environmental Conditions.” <i>IEEE International Conference on Acoustics,
    Speech, and Signal Processing (ICASSP 2000)</i>, vol. 2, 2000, pp. II1105-II1108
    vol.2, doi:<a href="https://doi.org/10.1109/ICASSP.2000.859157">10.1109/ICASSP.2000.859157</a>.
  short: 'M. Lieb, R. Haeb-Umbach, in: IEEE International Conference on Acoustics,
    Speech, and Signal Processing (ICASSP 2000), 2000, pp. II1105-II1108 vol.2.'
date_created: 2019-07-12T05:29:50Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '54'
doi: 10.1109/ICASSP.2000.859157
intvolume: '         2'
keyword:
- acoustic echo cancellation algorithms
- adverse environmental conditions
- automatic speech recognition
- cepstral analysis
- cepstral features
- cepstral mean normalization
- command word task
- delta-delta features
- delta features
- echo suppression
- error rate reductions
- feature vector components
- FIR filters
- LDA derived cepstral trajectory filters
- linear discriminant analysis
- long-range feature filters
- phone accuracy
- real-life room impulse responses
- reverberant data
- spectral parameters
- speech recognition
- standard TIMIT phone recognition task
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2000/LiHa00.pdf
oa: '1'
page: II1105-II1108 vol.2
publication: IEEE International Conference on Acoustics, Speech, and Signal Processing
  (ICASSP 2000)
status: public
title: LDA derived cepstral trajectory filters in adverse environmental conditions
type: conference
user_id: '44006'
volume: 2
year: '2000'
...
