Skip to main content
Top

2021 | OriginalPaper | Chapter

Automated Retrieval of Graphical User Interface Prototypes from Natural Language Requirements

Authors : Kristian Kolthoff, Christian Bartelt, Simone Paolo Ponzetto

Published in: Natural Language Processing and Information Systems

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

High-fidelity Graphical User Interface (GUI) prototyping represents a suitable approach for allowing to clarify and refine requirements elicitated from customers. In particular, GUI prototypes can facilitate to mitigate and reduce misunderstandings between customers and developers, which may occur due to the ambiguity and vagueness of informal Natural Language (NL). However, employing high-fidelity GUI prototypes is more time-consuming and expensive compared to other simpler GUI prototyping methods. In this work, we propose a system that automatically processes Natural Language Requirements (NLR) and retrieves fitting GUI prototypes from a semi-automatically created large-scale GUI repository for mobile applications. We extract several text segments from the GUI hierarchy data to obtain textual representations for the GUIs. To achieve ad-hoc GUI retrieval from NLR, we adopt multiple Information Retrieval (IR) approaches and Automatic Query Expansion (AQE) techniques. We provide an extensive and systematic evaluation of the applied IR and AQE approaches for their effectiveness in terms of GUI retrieval relevance on a manually annotated dataset of NLR in the form of search queries and User Stories (US). We found that our GUI retrieval performs well in the conducted experiments and discuss the results.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Azad, H.K., Deepak, A.: Query expansion techniques for information retrieval: a survey. Inf. Process. Manag. 56(5), 1698–1735 (2019) Azad, H.K., Deepak, A.: Query expansion techniques for information retrieval: a survey. Inf. Process. Manag. 56(5), 1698–1735 (2019)
2.
go back to reference Behrang, F., Reiss, S.P., Orso, A.: Guifetch: supporting app design and development through gui search. In: Proceedings of the 5th International Conference on Mobile Software Engineering and Systems, pp. 236–246 (2018) Behrang, F., Reiss, S.P., Orso, A.: Guifetch: supporting app design and development through gui search. In: Proceedings of the 5th International Conference on Mobile Software Engineering and Systems, pp. 236–246 (2018)
3.
go back to reference Bernal-Cárdenas, C., et al.: Guigle: a gui search engine for android apps. In: 2019 IEEE/ACM 41st International Conference on Software Engineering: Companion Proceedings (ICSE-Companion), pp. 71–74. IEEE (2019) Bernal-Cárdenas, C., et al.: Guigle: a gui search engine for android apps. In: 2019 IEEE/ACM 41st International Conference on Software Engineering: Companion Proceedings (ICSE-Companion), pp. 71–74. IEEE (2019)
4.
go back to reference Berry, D.M., Kamsties, E.:Ambiguity in requirements specification. In: do Prado Leite, J.C.S., Doorn, J.H. (eds) Perspectives on Software Requirements. The Springer International Series in Engineering and Computer Science, vol. 753. Springer, Boston, MA (2004). https://doi.org/10.1007/978-1-4615-0465-8_2 Berry, D.M., Kamsties, E.:Ambiguity in requirements specification. In: do Prado Leite, J.C.S., Doorn, J.H. (eds) Perspectives on Software Requirements. The Springer International Series in Engineering and Computer Science, vol. 753. Springer, Boston, MA (2004). https://​doi.​org/​10.​1007/​978-1-4615-0465-8_​2
5.
go back to reference Carpineto, C., De Mori, R., Romano, G., Bigi, B.: Brigitte: an information-theoretic approach to automatic query expansion. ACM Trans. Inf. Syst. (TOIS) 19(1), 1–27 (2001) Carpineto, C., De Mori, R., Romano, G., Bigi, B.: Brigitte: an information-theoretic approach to automatic query expansion. ACM Trans. Inf. Syst. (TOIS) 19(1), 1–27 (2001)
6.
go back to reference Dalpiaz, F.: Requirements data sets (user stories). Mendeley Data, vol. 1 (2018) Dalpiaz, F.: Requirements data sets (user stories). Mendeley Data, vol. 1 (2018)
7.
go back to reference Deka, B., et al.: Rico: a mobile app dataset for building data-driven design applications. In: Proceedings of the 30th Annual ACM Symposium on User Interface Software and Technology, pp. 845–854 (2017) Deka, B., et al.: Rico: a mobile app dataset for building data-driven design applications. In: Proceedings of the 30th Annual ACM Symposium on User Interface Software and Technology, pp. 845–854 (2017)
8.
go back to reference Deka, B., Huang, Z., Kumar, R.: Erica: interaction mining mobile apps. In: Proceedings of the 29th Annual Symposium on User Interface Software and Technology, pp. 767–776 (2016) Deka, B., Huang, Z., Kumar, R.: Erica: interaction mining mobile apps. In: Proceedings of the 29th Annual Symposium on User Interface Software and Technology, pp. 767–776 (2016)
9.
go back to reference Galke, L., Saleh, A., Scherp, A.: Word embeddings for practical information retrieval. INFORMATIK 2017 (2017) Galke, L., Saleh, A., Scherp, A.: Word embeddings for practical information retrieval. INFORMATIK 2017 (2017)
10.
go back to reference Huang, F., Canny, J.F., Nichols, J.: Swire: sketch-based user interface retrieval. In: Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, pp. 1–10 (2019) Huang, F., Canny, J.F., Nichols, J.: Swire: sketch-based user interface retrieval. In: Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, pp. 1–10 (2019)
11.
go back to reference Kolthoff, K.: Automatic generation of graphical user interface prototypes from unrestricted natural language requirements. In: 2019 34th IEEE/ACM International Conference on Automated Software Engineering (ASE), pp. 1234–1237. IEEE (2019) Kolthoff, K.: Automatic generation of graphical user interface prototypes from unrestricted natural language requirements. In: 2019 34th IEEE/ACM International Conference on Automated Software Engineering (ASE), pp. 1234–1237. IEEE (2019)
12.
go back to reference Kolthoff, K., Bartelt, C., Ponzetto, S.P.: GUI2WiRe: rapid wireframing with a mined and large-scale GUI repository using natural language requirements. In: 35th IEEE/ACM International Conference on Automated Software Engineering (ASE 2020). ACM (2020) Kolthoff, K., Bartelt, C., Ponzetto, S.P.: GUI2WiRe: rapid wireframing with a mined and large-scale GUI repository using natural language requirements. In: 35th IEEE/ACM International Conference on Automated Software Engineering (ASE 2020). ACM (2020)
13.
go back to reference Manning, C.D., Raghavan, P., Schütze, H.: Introduction to information retrieval. Cambridge University Press, Cambridge (2008) Manning, C.D., Raghavan, P., Schütze, H.: Introduction to information retrieval. Cambridge University Press, Cambridge (2008)
14.
go back to reference Moran, K., Bernal-Cárdenas, C., Curcio, M., Bonett, R., Poshyvanyk, D.: Machine learning-based prototyping of graphical user interfaces for mobile apps. arXiv preprint arXiv:1802.02312 (2018) Moran, K., Bernal-Cárdenas, C., Curcio, M., Bonett, R., Poshyvanyk, D.: Machine learning-based prototyping of graphical user interfaces for mobile apps. arXiv preprint arXiv:​1802.​02312 (2018)
15.
go back to reference Robertson, S.E., et al.: Okapi at TREC-3. Nist Special Publication Sp, 109:109 (1995) Robertson, S.E., et al.: Okapi at TREC-3. Nist Special Publication Sp, 109:109 (1995)
16.
go back to reference Rudd, J., Stern, K., Isensee, S.: Low vs. high-fidelity prototyping debate. Interactions 3(1), 76–85 (1996) Rudd, J., Stern, K., Isensee, S.: Low vs. high-fidelity prototyping debate. Interactions 3(1), 76–85 (1996)
17.
go back to reference Nakatani, S.: Language detection library for java. Retrieved 7 July 2016 (2010) Nakatani, S.: Language detection library for java. Retrieved 7 July 2016 (2010)
Metadata
Title
Automated Retrieval of Graphical User Interface Prototypes from Natural Language Requirements
Authors
Kristian Kolthoff
Christian Bartelt
Simone Paolo Ponzetto
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-80599-9_33

Premium Partner