Skip to main content

2018 | OriginalPaper | Buchkapitel

An Expert System Approach to Support Blended Learning in Context-Aware Environment

verfasst von : Cixiao Wang, Feng Wu

Erschienen in: Blended Learning. Enhancing Learning Success

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

With the development of mobile internet and devices, the flexibility and portability of digital learning have improved continuously. Students can interact with mobile devices to support blended learning in context-aware environment. In this study, an expert system named Plant-expert which can provide decision-making questions for students to acquire knowledge about plant classification was developed. To explore the learning effectiveness of Plant-expert, another app named Plant-general that only contains information pages of target plants was designed. An experiment has been conducted on a secondary school biology course to evaluate the effectiveness of the proposed method. The experimental group with 46 students using Plant-expert in campus with target plants and the control group with 47 students using Plant-general in the same campus. We conducted pre-test, post-test and delayed test to evaluate learning achievement of students and used the Paas (1992) cognitive load rating scale to measure the mental effort of students invested into blended learning activities. The experimental results show that the proposed approach can improve the learning achievements of the students, and not increases mental effort.

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 Tabuenca, B., Kalz, M., Drachsler, H., Specht, M.: Time will tell: the role of mobile learning analytics in self-regulated learning. Comput. Educ. 89, 53 (2015)CrossRef Tabuenca, B., Kalz, M., Drachsler, H., Specht, M.: Time will tell: the role of mobile learning analytics in self-regulated learning. Comput. Educ. 89, 53 (2015)CrossRef
2.
Zurück zum Zitat Wang, Y.S., Lin, H.H., Luarn, P.: Predicting consumer intention to use mobile service. Inf. Syst. J. 16, 157 (2006)CrossRef Wang, Y.S., Lin, H.H., Luarn, P.: Predicting consumer intention to use mobile service. Inf. Syst. J. 16, 157 (2006)CrossRef
3.
Zurück zum Zitat So, H., Brush, T.A.: Student perceptions of collaborative learning, social presence and satisfaction in a blended learning environment: relationships and critical factors. Comput. Educ. 51, 318 (2008)CrossRef So, H., Brush, T.A.: Student perceptions of collaborative learning, social presence and satisfaction in a blended learning environment: relationships and critical factors. Comput. Educ. 51, 318 (2008)CrossRef
4.
Zurück zum Zitat Shadiev, R., Hwang, W.Y., Huang, Y.M., Liu, T.Y.: The impact of supported and annotated mobile learning on achievement and cognitive load. Educ. Technol. Soc. 18, 53 (2015) Shadiev, R., Hwang, W.Y., Huang, Y.M., Liu, T.Y.: The impact of supported and annotated mobile learning on achievement and cognitive load. Educ. Technol. Soc. 18, 53 (2015)
5.
Zurück zum Zitat Jeno, L.M., Grytnes, J.A., Vandvik, V.: The effect of a mobile-application tool on biology students’ motivation and achievement in species identification: a self-determination theory perspective. Comput. Educ. 107, 1 (2017)CrossRef Jeno, L.M., Grytnes, J.A., Vandvik, V.: The effect of a mobile-application tool on biology students’ motivation and achievement in species identification: a self-determination theory perspective. Comput. Educ. 107, 1 (2017)CrossRef
6.
Zurück zum Zitat Zacharia, Z.C., Lazaridou, C., Avraamidou, L.: The use of mobile devices as means of data collection in supporting elementary school students’ conceptual understanding about plants. Int. J. Sci. Educ. 38, 596 (2016)CrossRef Zacharia, Z.C., Lazaridou, C., Avraamidou, L.: The use of mobile devices as means of data collection in supporting elementary school students’ conceptual understanding about plants. Int. J. Sci. Educ. 38, 596 (2016)CrossRef
7.
Zurück zum Zitat Chu, H.C.: Potential negative effects of mobile learning on students’ learning achievement and cognitive load—a format assessment perspective. J. Educ. Technol. Soc. 17, 332 (2014) Chu, H.C.: Potential negative effects of mobile learning on students’ learning achievement and cognitive load—a format assessment perspective. J. Educ. Technol. Soc. 17, 332 (2014)
8.
Zurück zum Zitat Van Merrienboer, J.J., Sweller, J.: Cognitive load theory and complex learning: recent developments and future directions. Educ. Psychol. Rev. 17, 147 (2005)CrossRef Van Merrienboer, J.J., Sweller, J.: Cognitive load theory and complex learning: recent developments and future directions. Educ. Psychol. Rev. 17, 147 (2005)CrossRef
9.
Zurück zum Zitat Looi, C.K., Zhang, B., Chen, W., Seow, P., Chia, G., Norris, C., Soloway, E.: 1:1 mobile inquiry learning experience for primary science students: a study of learning effectiveness. J. Comput. Assist. Learn. 27, 269 (2011)CrossRef Looi, C.K., Zhang, B., Chen, W., Seow, P., Chia, G., Norris, C., Soloway, E.: 1:1 mobile inquiry learning experience for primary science students: a study of learning effectiveness. J. Comput. Assist. Learn. 27, 269 (2011)CrossRef
10.
Zurück zum Zitat Chen, Y.S., Kao, T.C., Sheu, J.P.: A mobile learning system for scaffolding bird watching learning. J. Comput. Assist. Learn. 19, 347 (2003)CrossRef Chen, Y.S., Kao, T.C., Sheu, J.P.: A mobile learning system for scaffolding bird watching learning. J. Comput. Assist. Learn. 19, 347 (2003)CrossRef
11.
Zurück zum Zitat Hwang, G.J., Chang, H.F.: A formative assessment-based mobile learning approach to improving the learning attitudes and achievements of students. Comput. Educ. 56, 1023 (2011)CrossRef Hwang, G.J., Chang, H.F.: A formative assessment-based mobile learning approach to improving the learning attitudes and achievements of students. Comput. Educ. 56, 1023 (2011)CrossRef
12.
Zurück zum Zitat Sweller, J., Merrienboer, J., Paas, F.: Cognitive architecture and instructional design. Educ. Psychol. Rev. 10, 251 (1998)CrossRef Sweller, J., Merrienboer, J., Paas, F.: Cognitive architecture and instructional design. Educ. Psychol. Rev. 10, 251 (1998)CrossRef
13.
Zurück zum Zitat Paas, F., Van Merrienboer, J.: Instructional control of cognitive load in the training of complex cognitive tasks. Educ. Psychol. Rev. 6, 351 (1994)CrossRef Paas, F., Van Merrienboer, J.: Instructional control of cognitive load in the training of complex cognitive tasks. Educ. Psychol. Rev. 6, 351 (1994)CrossRef
14.
Zurück zum Zitat Paas, F., Tuovinen, J.E., Tabbers, H., Van Gerven, P.W.M.: Cognitive load measurement as a means to advance cognitive load theory. Educ. Psychol. 38, 63 (2003)CrossRef Paas, F., Tuovinen, J.E., Tabbers, H., Van Gerven, P.W.M.: Cognitive load measurement as a means to advance cognitive load theory. Educ. Psychol. 38, 63 (2003)CrossRef
15.
Zurück zum Zitat Lin, Y.T., Lin, Y.C.: Effects of mental process integrated nursing training using mobile device on students’ cognitive load, learning attitudes, acceptance, and achievements. Comput. Hum. Behav. 55, 1213 (2016)CrossRef Lin, Y.T., Lin, Y.C.: Effects of mental process integrated nursing training using mobile device on students’ cognitive load, learning attitudes, acceptance, and achievements. Comput. Hum. Behav. 55, 1213 (2016)CrossRef
16.
Zurück zum Zitat Chang, C., Shih, J.L., Chang, C.K.: A mobile instructional pervasive game method for language learning. Univ. Access Inf. Soc. 16, 1 (2017)CrossRef Chang, C., Shih, J.L., Chang, C.K.: A mobile instructional pervasive game method for language learning. Univ. Access Inf. Soc. 16, 1 (2017)CrossRef
17.
Zurück zum Zitat Huang, Y., Lin, Y., Cheng, S.: Effectiveness of a mobile plant learning system in a science curriculum in Taiwanese elementary education. Comput. Educ. 54, 47 (2010)CrossRef Huang, Y., Lin, Y., Cheng, S.: Effectiveness of a mobile plant learning system in a science curriculum in Taiwanese elementary education. Comput. Educ. 54, 47 (2010)CrossRef
18.
Zurück zum Zitat Chu, H.C., Hwang, G.J., Tsai, C.C., Tseng, J.C.R.: A two-tier test approach to developing location-aware mobile learning systems for natural science courses. Comput. Educ. 55, 1618 (2010)CrossRef Chu, H.C., Hwang, G.J., Tsai, C.C., Tseng, J.C.R.: A two-tier test approach to developing location-aware mobile learning systems for natural science courses. Comput. Educ. 55, 1618 (2010)CrossRef
19.
Zurück zum Zitat Chen, C.H., Hwang, G.J., Tsai, C.H.: A progressive prompting approach to conducting context-aware learning activities for natural science courses. Interact. Comput. 26, 348 (2014)CrossRef Chen, C.H., Hwang, G.J., Tsai, C.H.: A progressive prompting approach to conducting context-aware learning activities for natural science courses. Interact. Comput. 26, 348 (2014)CrossRef
20.
Zurück zum Zitat Wang, C.X.: The research on the application of plant identification and mobile learning APP based on expert system. In: 9th International Conference on Computer Supported Education, vol. 332, Porto (2017) Wang, C.X.: The research on the application of plant identification and mobile learning APP based on expert system. In: 9th International Conference on Computer Supported Education, vol. 332, Porto (2017)
21.
Zurück zum Zitat Sawyer, R.: The Cambridge Handbook of the Learning Sciences. Cambridge University Press, Cambridge (2006) Sawyer, R.: The Cambridge Handbook of the Learning Sciences. Cambridge University Press, Cambridge (2006)
22.
Zurück zum Zitat Clancey, W.J.: The epistemology of a rule-based expert system —a framework for explanation. Artif. Intell. 20, 215 (1983)CrossRef Clancey, W.J.: The epistemology of a rule-based expert system —a framework for explanation. Artif. Intell. 20, 215 (1983)CrossRef
23.
Zurück zum Zitat Hwang, G.J.: Development of a mobile learning system based on a collaborative problem-posing strategy. Interact. Learn. Environ. 24, 1 (2016)CrossRef Hwang, G.J.: Development of a mobile learning system based on a collaborative problem-posing strategy. Interact. Learn. Environ. 24, 1 (2016)CrossRef
24.
Zurück zum Zitat Paas, F.G.: Training strategies for attaining transfer of problem-solving skill in statistics: a cognitive-load approach. J. Educ. Psychol. 84, 429 (1992)CrossRef Paas, F.G.: Training strategies for attaining transfer of problem-solving skill in statistics: a cognitive-load approach. J. Educ. Psychol. 84, 429 (1992)CrossRef
25.
Zurück zum Zitat Hwang, G.J., Yang, L.H., Wang, S.Y.: A concept map-embedded educational computer game for improving students’ learning performance in natural science courses. Comput. Educ. 69, 121 (2013)CrossRef Hwang, G.J., Yang, L.H., Wang, S.Y.: A concept map-embedded educational computer game for improving students’ learning performance in natural science courses. Comput. Educ. 69, 121 (2013)CrossRef
26.
Zurück zum Zitat Davis, F.D.: A technology acceptance model for empirically testing new end-user information systems: theory and results. Massachusetts Institute of Technology (1985) Davis, F.D.: A technology acceptance model for empirically testing new end-user information systems: theory and results. Massachusetts Institute of Technology (1985)
27.
Zurück zum Zitat Cohen, J.: Statistical Power Analysis for the Behavioral Sciences, 2nd edn. L. Erlbaum Associates, Hillsdale (1988)MATH Cohen, J.: Statistical Power Analysis for the Behavioral Sciences, 2nd edn. L. Erlbaum Associates, Hillsdale (1988)MATH
Metadaten
Titel
An Expert System Approach to Support Blended Learning in Context-Aware Environment
verfasst von
Cixiao Wang
Feng Wu
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-94505-7_3