Skip to main content

2016 | OriginalPaper | Buchkapitel

Feel-Phy: An Intelligent Web-Based Physics QA System

verfasst von : Kwong Seng Fong, Chih How Bong, Zahrah Binti Ahmad, Norisma Binti Idris

Erschienen in: Soft Computing in Data Science

Verlag: Springer Singapore

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

search-config
loading …

Abstract

Feel-Phy is a computerized and unmanned question answering system which is able to solve open-ended Physics problems, providing adaptive guidance and retrieve relevant resources to user inputs. Latent Semantic Indexing (LSI) is employed to process the user inputs and retrieve relevant references. The proposed architecture for Feel-Phy constitutes of four basic modules: data extraction, question classification, solution identification and answer formulation. The data extraction module is used to construct a Physics knowledge base. The question classification module is used to identify question type and understand the question. The solution identification module computes the answer to the question and also retrieve the top n most relevant resource references to the users. Finally, the last module, answer formulation is to present the results to the users. Our preliminary experiments have shown that this proposed method is able to solve well-structure Physics question and retrieve relevant references to the users.

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 Adamic, L.A., Zhang, J., Bakshy, E., Ackerman, M.S.: Knowledge sharing and yahoo answers: everyone knows something. In: Proceedings of the 17th International Conference on World Wide Web, pp. 665–674. ACM (2008) Adamic, L.A., Zhang, J., Bakshy, E., Ackerman, M.S.: Knowledge sharing and yahoo answers: everyone knows something. In: Proceedings of the 17th International Conference on World Wide Web, pp. 665–674. ACM (2008)
2.
Zurück zum Zitat Bradford, R.: Why lsi? Latent semantic indexing and information retrieval (2009) Bradford, R.: Why lsi? Latent semantic indexing and information retrieval (2009)
3.
Zurück zum Zitat Cui, L., Wang, C.: An intelligent q&a system based on the lda topic model for the teaching of database principles. World Trans. Eng. Technol. Educ. 12(1), 26–30 (2014) Cui, L., Wang, C.: An intelligent q&a system based on the lda topic model for the teaching of database principles. World Trans. Eng. Technol. Educ. 12(1), 26–30 (2014)
4.
Zurück zum Zitat Das, S., Catterjee, R., Mandal, J.K.: An approach for creating framework for automated question generation from instructional objective. In: Satapathy, S.C., et al. (eds.) Proceedings of the Second International Conference on Computer and Communication Technologies. AISC, vol. 379, pp. 527–535. Springer, India (2016)CrossRef Das, S., Catterjee, R., Mandal, J.K.: An approach for creating framework for automated question generation from instructional objective. In: Satapathy, S.C., et al. (eds.) Proceedings of the Second International Conference on Computer and Communication Technologies. AISC, vol. 379, pp. 527–535. Springer, India (2016)CrossRef
5.
Zurück zum Zitat Deshmukh, A., Hegde, G., Lathi, R., Govikarn, S.: A literature survey on latent semantic indexing. In: International Conference on Computing, p. 100 (2012) Deshmukh, A., Hegde, G., Lathi, R., Govikarn, S.: A literature survey on latent semantic indexing. In: International Conference on Computing, p. 100 (2012)
6.
Zurück zum Zitat Green Jr., B.F., Wolf, A.K., Chomsky, C., Laughery, K.: Baseball: an automatic question-answerer. Papers Presented at the 9–11 May 1961, Western Joint IREAIEE-ACM Computer Conference, pp. 219–224. ACM (1961) Green Jr., B.F., Wolf, A.K., Chomsky, C., Laughery, K.: Baseball: an automatic question-answerer. Papers Presented at the 9–11 May 1961, Western Joint IREAIEE-ACM Computer Conference, pp. 219–224. ACM (1961)
7.
Zurück zum Zitat Hirschman, L., Gaizauskas, R.: Natural language question answering: the view from here. Nat. Lang. Eng. 7(4), 275–300 (2001)CrossRef Hirschman, L., Gaizauskas, R.: Natural language question answering: the view from here. Nat. Lang. Eng. 7(4), 275–300 (2001)CrossRef
8.
Zurück zum Zitat Kamdi, R.P., Agrawal, A.J.: Keywords based closed domain question answering system for indian penal code sections and indian amendment laws. Int. J. Intell. Syst. Appl. (IJISA) 7(12), 57 (2015) Kamdi, R.P., Agrawal, A.J.: Keywords based closed domain question answering system for indian penal code sections and indian amendment laws. Int. J. Intell. Syst. Appl. (IJISA) 7(12), 57 (2015)
10.
Zurück zum Zitat Martin, D.I., Berry, M.W.: Mathematical foundation behind latent semantic analysis. In: Handbook of Latent Semantic Analysis, pp. 35–56 (2007) Martin, D.I., Berry, M.W.: Mathematical foundation behind latent semantic analysis. In: Handbook of Latent Semantic Analysis, pp. 35–56 (2007)
11.
Zurück zum Zitat Polya, G.: How to Solve It: A New Aspect of Mathematical Method. Princeton University Press, Princeton (2014)MATH Polya, G.: How to Solve It: A New Aspect of Mathematical Method. Princeton University Press, Princeton (2014)MATH
12.
Zurück zum Zitat Tsai, C., Yih, W.T., Burges, C.: Web-based question answering: Revisiting askmsr. Technical report MSR-TR-2015-20, Microsoft Research (2015) Tsai, C., Yih, W.T., Burges, C.: Web-based question answering: Revisiting askmsr. Technical report MSR-TR-2015-20, Microsoft Research (2015)
14.
Zurück zum Zitat Woods, W.A.: Progress in natural language understanding: an application to lunar geology. In: Proceeding of the 4–8 June 1973, National Computer Conference and Exposition, pp. 441–450. ACM (1973) Woods, W.A.: Progress in natural language understanding: an application to lunar geology. In: Proceeding of the 4–8 June 1973, National Computer Conference and Exposition, pp. 441–450. ACM (1973)
15.
Zurück zum Zitat Woods, W.A.: Semantics and quantification in natural language question answering. Adv. Comput. 17(3), 1–87 (1978)CrossRef Woods, W.A.: Semantics and quantification in natural language question answering. Adv. Comput. 17(3), 1–87 (1978)CrossRef
Metadaten
Titel
Feel-Phy: An Intelligent Web-Based Physics QA System
verfasst von
Kwong Seng Fong
Chih How Bong
Zahrah Binti Ahmad
Norisma Binti Idris
Copyright-Jahr
2016
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-2777-2_23

Premium Partner