---
_id: '2331'
abstract:
- lang: eng
  text: A user generally writes software requirements in ambiguous and incomplete
    form by using natural language; therefore, a software developer may have difficulty
    in clearly understanding what the meanings are. To solve this problem with automation,
    we propose a classifier for semantic annotation with manually pre-defined semantic
    categories. To improve our classifier, we carefully designed syntactic features
    extracted by constituency and dependency parsers. Even with a small dataset and
    a large number of classes, our proposed classifier records an accuracy of 0.75,
    which outperforms the previous model, REaCT.
article_type: original
author:
- first_name: 'Yeongsu '
  full_name: 'Kim, Yeongsu '
  last_name: Kim
- first_name: Seungwoo
  full_name: Lee, Seungwoo
  last_name: Lee
- first_name: Markus
  full_name: Dollmann, Markus
  id: '27578'
  last_name: Dollmann
- first_name: Michaela
  full_name: Geierhos, Michaela
  id: '42496'
  last_name: Geierhos
  orcid: 0000-0002-8180-5606
citation:
  ama: Kim Y, Lee S, Dollmann M, Geierhos M. Improving Classifiers for Semantic Annotation
    of Software Requirements with Elaborate Syntactic Structure. <i>International
    Journal of Advanced Science and Technology</i>. 2018;112:123-136. doi:<a href="https://doi.org/10.14257/ijast.2018.112.12">10.14257/ijast.2018.112.12</a>
  apa: Kim, Y., Lee, S., Dollmann, M., &#38; Geierhos, M. (2018). Improving Classifiers
    for Semantic Annotation of Software Requirements with Elaborate Syntactic Structure.
    <i>International Journal of Advanced Science and Technology</i>, <i>112</i>, 123–136.
    <a href="https://doi.org/10.14257/ijast.2018.112.12">https://doi.org/10.14257/ijast.2018.112.12</a>
  bibtex: '@article{Kim_Lee_Dollmann_Geierhos_2018, title={Improving Classifiers for
    Semantic Annotation of Software Requirements with Elaborate Syntactic Structure},
    volume={112}, DOI={<a href="https://doi.org/10.14257/ijast.2018.112.12">10.14257/ijast.2018.112.12</a>},
    journal={International Journal of Advanced Science and Technology}, publisher={SERSC
    Australia}, author={Kim, Yeongsu  and Lee, Seungwoo and Dollmann, Markus and Geierhos,
    Michaela}, year={2018}, pages={123–136} }'
  chicago: 'Kim, Yeongsu , Seungwoo Lee, Markus Dollmann, and Michaela Geierhos. “Improving
    Classifiers for Semantic Annotation of Software Requirements with Elaborate Syntactic
    Structure.” <i>International Journal of Advanced Science and Technology</i> 112
    (2018): 123–36. <a href="https://doi.org/10.14257/ijast.2018.112.12">https://doi.org/10.14257/ijast.2018.112.12</a>.'
  ieee: Y. Kim, S. Lee, M. Dollmann, and M. Geierhos, “Improving Classifiers for Semantic
    Annotation of Software Requirements with Elaborate Syntactic Structure,” <i>International
    Journal of Advanced Science and Technology</i>, vol. 112, pp. 123–136, 2018.
  mla: Kim, Yeongsu, et al. “Improving Classifiers for Semantic Annotation of Software
    Requirements with Elaborate Syntactic Structure.” <i>International Journal of
    Advanced Science and Technology</i>, vol. 112, SERSC Australia, 2018, pp. 123–36,
    doi:<a href="https://doi.org/10.14257/ijast.2018.112.12">10.14257/ijast.2018.112.12</a>.
  short: Y. Kim, S. Lee, M. Dollmann, M. Geierhos, International Journal of Advanced
    Science and Technology 112 (2018) 123–136.
date_created: 2018-04-13T09:19:22Z
date_updated: 2022-01-06T06:55:49Z
ddc:
- '000'
department:
- _id: '36'
- _id: '1'
- _id: '579'
doi: 10.14257/ijast.2018.112.12
file:
- access_level: closed
  content_type: application/pdf
  creator: ups
  date_created: 2018-11-02T15:16:29Z
  date_updated: 2018-11-02T15:16:29Z
  file_id: '5297'
  file_name: 12.pdf
  file_size: 586968
  relation: main_file
  success: 1
file_date_updated: 2018-11-02T15:16:29Z
has_accepted_license: '1'
intvolume: '       112'
keyword:
- Software Engineering
- Natural Language Processing
- Semantic Annotation
- Machine Learning
- Feature Engineering
- Syntactic Structure
language:
- iso: eng
page: 123-136
project:
- _id: '1'
  name: SFB 901
- _id: '3'
  name: SFB 901 - Project Area B
- _id: '9'
  name: SFB 901 - Subproject B1
publication: International Journal of Advanced Science and Technology
publication_identifier:
  eissn:
  - 2207-6360
  issn:
  - 2005-4238
publication_status: published
publisher: SERSC Australia
quality_controlled: '1'
status: public
title: Improving Classifiers for Semantic Annotation of Software Requirements with
  Elaborate Syntactic Structure
type: journal_article
user_id: '477'
volume: 112
year: '2018'
...
---
_id: '37067'
abstract:
- lang: eng
  text: IP-XACT is a well accepted standard for the exchange of IP components at Electronic
    System and Register Transfer Level. Still, the creation and manipulation of these
    descriptions at the XML level can be time-consuming and error-prone. In this paper,
    we show that the UML can be consistently applied as an efficient and comprehensible
    frontend for IP-XACT-based IP description and integration. For this, we present
    an IP-XACT UML profile that enables UML-based descriptions covering the same information
    as a corresponding IP-XACT description. This enables the automated generation
    of IP-XACT component and design descriptions from respective UML models. In particular,
    it also allows the integration of existing IPs with UML. To illustrate our approach,
    we present an application example based on the IBM PowerPC Evaluation Kit.
author:
- first_name: Tim
  full_name: Schattkowsky, Tim
  last_name: Schattkowsky
- first_name: Tao
  full_name: Xie, Tao
  last_name: Xie
- first_name: Wolfgang
  full_name: Müller, Wolfgang
  id: '16243'
  last_name: Müller
citation:
  ama: 'Schattkowsky T, Xie T, Müller W. A UML Frontend for IP-XACT-based IP Management.
    In: <i>Proceedings of DATE’09</i>. IEEE; 2009. doi:<a href="https://doi.org/10.1109/DATE.2009.5090664">10.1109/DATE.2009.5090664</a>'
  apa: Schattkowsky, T., Xie, T., &#38; Müller, W. (2009). A UML Frontend for IP-XACT-based
    IP Management. <i>Proceedings of DATE’09</i>. Design, Automation &#38; Test in
    Europe Conference &#38; Exhibition. <a href="https://doi.org/10.1109/DATE.2009.5090664">https://doi.org/10.1109/DATE.2009.5090664</a>
  bibtex: '@inproceedings{Schattkowsky_Xie_Müller_2009, place={Nice, France}, title={A
    UML Frontend for IP-XACT-based IP Management}, DOI={<a href="https://doi.org/10.1109/DATE.2009.5090664">10.1109/DATE.2009.5090664</a>},
    booktitle={Proceedings of DATE’09}, publisher={IEEE}, author={Schattkowsky, Tim
    and Xie, Tao and Müller, Wolfgang}, year={2009} }'
  chicago: 'Schattkowsky, Tim, Tao Xie, and Wolfgang Müller. “A UML Frontend for IP-XACT-Based
    IP Management.” In <i>Proceedings of DATE’09</i>. Nice, France: IEEE, 2009. <a
    href="https://doi.org/10.1109/DATE.2009.5090664">https://doi.org/10.1109/DATE.2009.5090664</a>.'
  ieee: 'T. Schattkowsky, T. Xie, and W. Müller, “A UML Frontend for IP-XACT-based
    IP Management,” presented at the Design, Automation &#38; Test in Europe Conference
    &#38; Exhibition, 2009, doi: <a href="https://doi.org/10.1109/DATE.2009.5090664">10.1109/DATE.2009.5090664</a>.'
  mla: Schattkowsky, Tim, et al. “A UML Frontend for IP-XACT-Based IP Management.”
    <i>Proceedings of DATE’09</i>, IEEE, 2009, doi:<a href="https://doi.org/10.1109/DATE.2009.5090664">10.1109/DATE.2009.5090664</a>.
  short: 'T. Schattkowsky, T. Xie, W. Müller, in: Proceedings of DATE’09, IEEE, Nice,
    France, 2009.'
conference:
  name: Design, Automation & Test in Europe Conference & Exhibition
date_created: 2023-01-17T11:54:02Z
date_updated: 2023-01-17T11:54:07Z
department:
- _id: '672'
doi: 10.1109/DATE.2009.5090664
keyword:
- Unified modeling language
- XML
- Power system modeling
- Application software
- Master-slave
- Power system management
- Acceleration
- Scattering
- Software engineering
- Software standards
language:
- iso: eng
place: Nice, France
publication: Proceedings of DATE'09
publication_identifier:
  isbn:
  - 978-1-4244-3781-8
publisher: IEEE
status: public
title: A UML Frontend for IP-XACT-based IP Management
type: conference
user_id: '5786'
year: '2009'
...
