Skip to main content

2017 | OriginalPaper | Buchkapitel

An Optimization Method for User Interface Components Based on Big Data

verfasst von : Fei Lyu, Lei Ren, Yi Du

Erschienen in: Challenges and Opportunity with Big Data

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The efficiency and usability of user interface largely depend on the design and optimization of UI components. This paper proposes an optimization method for UI components based on big data collected from users. First, a user interface components optimization model (UCOM) is proposed which is described from four aspects including user model, task model, interaction model, and component presentation model. Then, based on UCOM, a big data-driven optimization method for user interface component (BOM) is presented. This method defines complete optimizing solution, uses the crowdsourcing to publish solution, gathers and analyzes users’ big data, utilizes AHP to develop a weight formula, and finally provides integrated optimization suggestion.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
1.
Zurück zum Zitat Card, S.K., Newell, A., Moran, T.P.: The Psychology of Human-Computer Interaction. Lawrence Erlbaum Associates Inc., Mahwah (1983) Card, S.K., Newell, A., Moran, T.P.: The Psychology of Human-Computer Interaction. Lawrence Erlbaum Associates Inc., Mahwah (1983)
2.
Zurück zum Zitat Olson, J.R., Olson, G.M.: The growth of cognitive modeling in human-computer interaction since GOMS. Hum.-Comput. Interact. 5, 221–265 (1990)CrossRef Olson, J.R., Olson, G.M.: The growth of cognitive modeling in human-computer interaction since GOMS. Hum.-Comput. Interact. 5, 221–265 (1990)CrossRef
3.
Zurück zum Zitat Tian, F., Xu, L., Wang, H., Zhang, X., Liu, Y., Setlur, V., Dai, G.: Tilt menu: using the 3D orientation information of pen devices to extend the selection capability of pen-based user interfaces. In: Proceeding of the Twenty-Sixth Annual SIGCHI Conference on Human Factors in Computing Systems, pp. 1371–1380 (2008) Tian, F., Xu, L., Wang, H., Zhang, X., Liu, Y., Setlur, V., Dai, G.: Tilt menu: using the 3D orientation information of pen devices to extend the selection capability of pen-based user interfaces. In: Proceeding of the Twenty-Sixth Annual SIGCHI Conference on Human Factors in Computing Systems, pp. 1371–1380 (2008)
4.
Zurück zum Zitat Uddin, M.S., Gutwin, C., Lafreniere, B.: HandMark Menus: rapid command selection and large command sets on multi-touch displays. In: Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, pp. 5836–5848 (2016) Uddin, M.S., Gutwin, C., Lafreniere, B.: HandMark Menus: rapid command selection and large command sets on multi-touch displays. In: Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, pp. 5836–5848 (2016)
5.
Zurück zum Zitat Grossman, T., Hinckley, K., Baudisch, P., Agrawala, M., Balakrishnan, R.: Hover components: using the tracking state to extend the capabilities of pen-operated devices. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 861–870 (2006) Grossman, T., Hinckley, K., Baudisch, P., Agrawala, M., Balakrishnan, R.: Hover components: using the tracking state to extend the capabilities of pen-operated devices. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 861–870 (2006)
6.
Zurück zum Zitat Puerta, A., Eisenstein, J.: Towards a general computational framework for model-based interface development systems. In: Proceedings of the 4th International Conference on Intelligent User Interfaces, pp. 171–178 (1999) Puerta, A., Eisenstein, J.: Towards a general computational framework for model-based interface development systems. In: Proceedings of the 4th International Conference on Intelligent User Interfaces, pp. 171–178 (1999)
7.
Zurück zum Zitat Ren, L., Cui, J., Li, N., Wu, Q., et al.: Cloud-based intelligent user interface for cloud manufacturing: model, technology and application. Trans. ASME J. Manuf. Sci. Eng. (2015). ISSN:1087-1357. doi:10.1115/1.4030332 Ren, L., Cui, J., Li, N., Wu, Q., et al.: Cloud-based intelligent user interface for cloud manufacturing: model, technology and application. Trans. ASME J. Manuf. Sci. Eng. (2015). ISSN:1087-1357. doi:10.​1115/​1.​4030332
8.
Zurück zum Zitat Salmeron, J.L., Herrero, I.: An AHP-based methodology to rank critical success factors of executive information systems. Comput. Stand. Interfaces 28(1), 1–12 (2005)CrossRef Salmeron, J.L., Herrero, I.: An AHP-based methodology to rank critical success factors of executive information systems. Comput. Stand. Interfaces 28(1), 1–12 (2005)CrossRef
Metadaten
Titel
An Optimization Method for User Interface Components Based on Big Data
verfasst von
Fei Lyu
Lei Ren
Yi Du
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-61994-1_4