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2017 | OriginalPaper | Buchkapitel

Application of Syntagmatic Patterns to Evaluate Answers to Open-Ended Questions

verfasst von : Anton Zarubin, Albina Koval, Aleksey Filippov, Vadim Moshkin

Erschienen in: Creativity in Intelligent Technologies and Data Science

Verlag: Springer International Publishing

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Abstract

Open-ended questions are questions that allow someone to give a free-form answer. Analysis and evaluation of answers to open-ended questions require automation. Experts who develop standards of free-form answers use uncertain information. Uncertainty may appear in cases of synonymy, polysemy, insufficiency or redundancy of the object description. Therefore, fuzziness is the most common type of uncertainty in activities related to the evaluation of answers to open-ended questions. This paper describes the methodology for evaluation free-form answers using knowledge discovery methods. Methods of knowledge discovery consider the uncertainty and fuzziness in the answers to open-ended questions. This article also describes the architecture of the expert system of electronic testing that implements the developed methodology.

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Literatur
2.
Zurück zum Zitat Bobillo, F., Straccia, U.: FuzzyDL: an expressive fuzzy description logic reasoner. In: 17th IEEE International Conference on Fuzzy Systems, pp. 923–930. IEEE Press (2008). doi:10.1109/FUZZY.2008.4630480 Bobillo, F., Straccia, U.: FuzzyDL: an expressive fuzzy description logic reasoner. In: 17th IEEE International Conference on Fuzzy Systems, pp. 923–930. IEEE Press (2008). doi:10.​1109/​FUZZY.​2008.​4630480
3.
Zurück zum Zitat Falbo, R.A., Quirino, G.K., Nardi, J.C., Barcellos, M.P., Guizzardi, G., Guarino, N.: An ontology pattern language for service modeling. In: 31st Annual ACM Symposium on Applied Computing, pp. 321–326 (2016). doi:10.1145/2851613.2851840 Falbo, R.A., Quirino, G.K., Nardi, J.C., Barcellos, M.P., Guizzardi, G., Guarino, N.: An ontology pattern language for service modeling. In: 31st Annual ACM Symposium on Applied Computing, pp. 321–326 (2016). doi:10.​1145/​2851613.​2851840
4.
Zurück zum Zitat Gao, M., Liu, C.: Extending OWL by fuzzy description logic. In: 17th IEEE International Conference on Tools with Artificial Intelligence, pp. 562–567. IEEE Press (2005). doi:10.1109/ICTAI.2005.65 Gao, M., Liu, C.: Extending OWL by fuzzy description logic. In: 17th IEEE International Conference on Tools with Artificial Intelligence, pp. 562–567. IEEE Press (2005). doi:10.​1109/​ICTAI.​2005.​65
5.
Zurück zum Zitat Gavrilova, T.A.: Ontologicheskii podkhod k upravleniiu znaniiami pri razrabotke korporativnykh informatsionnykh sistem (The ontological approach to knowledge management in the development of corporate information systems). Novosti iskusstvennogo intellekta (News Artif. Intell.) 2(56), 24–29 (2003). Anakharsis. (in Russian) Gavrilova, T.A.: Ontologicheskii podkhod k upravleniiu znaniiami pri razrabotke korporativnykh informatsionnykh sistem (The ontological approach to knowledge management in the development of corporate information systems). Novosti iskusstvennogo intellekta (News Artif. Intell.) 2(56), 24–29 (2003). Anakharsis. (in Russian)
6.
Zurück zum Zitat Gribova, V.V., Kleshev, A.S.: Upravlenie proektirovaniem I realizatsiei polzovatelskogo interfeisa na osnove ontologiy (Managing the design and implementation of the user interface based on ontologies). Problemy Upravleniia (Manag. Issues) 2, 58–62 (2006). Sensydat-Plus. (in Russian) Gribova, V.V., Kleshev, A.S.: Upravlenie proektirovaniem I realizatsiei polzovatelskogo interfeisa na osnove ontologiy (Managing the design and implementation of the user interface based on ontologies). Problemy Upravleniia (Manag. Issues) 2, 58–62 (2006). Sensydat-Plus. (in Russian)
7.
Zurück zum Zitat Gruber, T.: Ontology. In: Liu, L., Tamer Özsu, M. (eds.) Entry in the Encyclopedia of Database Systems, p. 1959. Springer US, New York (2009) Gruber, T.: Ontology. In: Liu, L., Tamer Özsu, M. (eds.) Entry in the Encyclopedia of Database Systems, p. 1959. Springer US, New York (2009)
9.
Zurück zum Zitat Guizzardi, G., Guarino, N., Almeida, J.P.A.: Ontological considerations about the representation of events and endurants in business models. In: La Rosa, M., Loos, P., Pastor, O. (eds.) BPM 2016. LNCS, vol. 9850, pp. 20–36. Springer, Cham (2016). doi:10.1007/978-3-319-45348-4_2 CrossRef Guizzardi, G., Guarino, N., Almeida, J.P.A.: Ontological considerations about the representation of events and endurants in business models. In: La Rosa, M., Loos, P., Pastor, O. (eds.) BPM 2016. LNCS, vol. 9850, pp. 20–36. Springer, Cham (2016). doi:10.​1007/​978-3-319-45348-4_​2 CrossRef
10.
11.
Zurück zum Zitat Kleschev, A.S.: Rol ontologii v programmirovanii. Chast 1. Analitika (The role of ontology in programming. Part 1. Analytics). Informatsionnye tekhnologii (Inf. Technol.) 10, 42–46 (2008). New Technologies. (in Russian) Kleschev, A.S.: Rol ontologii v programmirovanii. Chast 1. Analitika (The role of ontology in programming. Part 1. Analytics). Informatsionnye tekhnologii (Inf. Technol.) 10, 42–46 (2008). New Technologies. (in Russian)
13.
Zurück zum Zitat Smirnov, S.V.: Ontologicheskoe modelirovanie v situatsionnom upravlenii (Ontological modeling in situational management). Ontologiia proektirovaniia (Ontol. Des.) 2(4), 16–24 (2012). New Engineering. (in Russian) Smirnov, S.V.: Ontologicheskoe modelirovanie v situatsionnom upravlenii (Ontological modeling in situational management). Ontologiia proektirovaniia (Ontol. Des.) 2(4), 16–24 (2012). New Engineering. (in Russian)
14.
Zurück zum Zitat Vagin, V.N., Mikhailov, I.S.: Razrabotka metoda integratsii informatsionnykh system na osnove metamodelirovaniia i ontologii predmetnoi oblasti (Development of the method of integration of information systems based on metamodelling and ontology of the subject domain). Programmnye produkty I sistemy (Softw. Prod. Syst.) 1, 22–26 (2008). CPS. (in Russian) Vagin, V.N., Mikhailov, I.S.: Razrabotka metoda integratsii informatsionnykh system na osnove metamodelirovaniia i ontologii predmetnoi oblasti (Development of the method of integration of information systems based on metamodelling and ontology of the subject domain). Programmnye produkty I sistemy (Softw. Prod. Syst.) 1, 22–26 (2008). CPS. (in Russian)
15.
Zurück zum Zitat Zagorulko, Y.A.: Postroenie portalov nauchnykh znanii na osnove ontologii (Building scientific knowledge portals based on ontologies). Vychislitelnye tekhnologii (Comput. Technol.) 12, 169–177 (2007). ICT SB RAS. (in Russian) Zagorulko, Y.A.: Postroenie portalov nauchnykh znanii na osnove ontologii (Building scientific knowledge portals based on ontologies). Vychislitelnye tekhnologii (Comput. Technol.) 12, 169–177 (2007). ICT SB RAS. (in Russian)
Metadaten
Titel
Application of Syntagmatic Patterns to Evaluate Answers to Open-Ended Questions
verfasst von
Anton Zarubin
Albina Koval
Aleksey Filippov
Vadim Moshkin
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-65551-2_11