An application of natural language processing to domain modelling: Two case studies

被引:0
|
作者
Kof, L [1 ]
机构
[1] Tech Univ Munich, Fak Informat, D-85748 Munich, Germany
来源
关键词
natural language processing; domain modelling;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes an approach for analysis of natural language requirements documents and two case studies conducted to prove the feasibility of the approach. The goal of the analysis is to define a common language understood both by the domain expert and the software engineer. To define Such a common language, it is necessary to extract terms from the text written by domain expert. The extracted terms must be classified to build a taxonomy. This taxonomy is augmented by associations between terms to build a domain ontology. The paper introduces two case studies that illustrate feasibility of the approach. The first case study was conducted to test the approach itself and showed that the approach works, hut certain interaction with human analyst is necessary. The second case study showed that this interaction does not consume too much time so that the approach scales to larger documents.
引用
收藏
页码:37 / 51
页数:15
相关论文
共 50 条
  • [1] Software requirements as an application domain for natural language processing
    Diamantopoulos, Themistoklis
    Roth, Michael
    Symeonidis, Andreas
    Klein, Ewan
    [J]. LANGUAGE RESOURCES AND EVALUATION, 2017, 51 (02) : 495 - 524
  • [2] Software requirements as an application domain for natural language processing
    Themistoklis Diamantopoulos
    Michael Roth
    Andreas Symeonidis
    Ewan Klein
    [J]. Language Resources and Evaluation, 2017, 51 : 495 - 524
  • [3] Application of Domain Ontologies to Natural Language Processing: A Case Study for Drug-Drug Interactions
    Herrero-Zazo, Mar-A
    Segura-Bedmar, Isabel
    Hastings, Janna
    Martinez, Paloma
    [J]. INTERNATIONAL JOURNAL OF INFORMATION RETRIEVAL RESEARCH, 2015, 5 (03) : 19 - 38
  • [4] Deep Learning for Natural Language Processing and Language Modelling
    Klosowski, Piotr
    [J]. 2018 SIGNAL PROCESSING: ALGORITHMS, ARCHITECTURES, ARRANGEMENTS, AND APPLICATIONS (SPA), 2018, : 223 - 228
  • [5] Natural Language Processing Application in Construction Domain: An Integrative Review and Algorithms Comparison
    Erfani, Abdolmajid
    Cui, Qingbin
    [J]. COMPUTING IN CIVIL ENGINEERING 2021, 2022, : 26 - 33
  • [6] Innovating education with an educational modelling language: two case studies
    Sloep, Peter B.
    van Bruggen, Jan
    Tattersall, Colin
    Vogten, Hubert
    Koper, Rob
    Brouns, Francis
    van Rosmalen, Peter
    [J]. INNOVATIONS IN EDUCATION AND TEACHING INTERNATIONAL, 2006, 43 (03) : 291 - 301
  • [7] Assisting business modelling with natural language processing
    Labuzek, M
    [J]. INFORMATION MODELLING AND KNOWLEDGE BASES XIV, 2003, 94 : 43 - 50
  • [8] SUPPORTING MODELLING IN TOXICOLOGY WITH NATURAL LANGUAGE PROCESSING
    Teunis, Marc
    Corradi, Marie
    [J]. TISSUE ENGINEERING PART A, 2022, 28 : S634 - S634
  • [9] Domain Independent Natural Language Processing - A Case Study for Hospital Readmission with COPD
    Agarwal, Ankur
    Behara, Ravi S.
    Mulpura, Sirish
    Tyagi, Vivek
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE), 2014, : 399 - 404
  • [10] Application of Quantum Natural Language Processing for Language Translation
    Abbaszade, Mina
    Salari, Vahid
    Mousavi, Seyed Shahin
    Zomorodi, Mariam
    Zhou, Xujuan
    [J]. IEEE ACCESS, 2021, 9 : 130434 - 130448