Skip to main content

2014 | OriginalPaper | Buchkapitel

A Novel Genetic Algorithm for Test Sheet Assembling Problem in Learning Cloud

verfasst von : Shih-Pang Tseng, Long-Yeu Chung, Po-Lin Huang, Ming-Chao Chiang, Chu-Sing Yang

Erschienen in: Advanced Technologies, Embedded and Multimedia for Human-centric Computing

Verlag: Springer Netherlands

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

search-config
loading …

Abstract

The assessment is the most effectively tool for the teachers to realized the learning status of the learners. The test sheet assembling is an important job in the E-learning. In the future learning cloud environment, the large amount of items would be aggregated into the itembank from various sources. The test sheet assembling algorithm should be with the ability of abstract the needed information directly from the items. This paper proposed an effective method based on genetic algorithm to solve the test sheet assembling problem. The experimental result shows the effectiveness of the proposed method.

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 Zhang D, Zhao JL, Zhou L, Nunamaker JF Jr (2004) Can e-learning replace classroom learning? Commun ACM 47(5):75–79CrossRef Zhang D, Zhao JL, Zhou L, Nunamaker JF Jr (2004) Can e-learning replace classroom learning? Commun ACM 47(5):75–79CrossRef
2.
Zurück zum Zitat Armbrust M, Fox A, Griffith R, Joseph AD, Katz R, Konwinski A, Lee G, Patterson D, Rabkin A, Stoica I, Zaharia M (2010) A view of cloud computing. Commun ACM 53(4):50–58CrossRef Armbrust M, Fox A, Griffith R, Joseph AD, Katz R, Konwinski A, Lee G, Patterson D, Rabkin A, Stoica I, Zaharia M (2010) A view of cloud computing. Commun ACM 53(4):50–58CrossRef
3.
Zurück zum Zitat Tseng SP, Chiang MC, Yang CS, Tsai CW (2010) An efficient algorithm for integrating heterogeneous itembanks. Int J Innovative Comput, Inf Control 6(10):4319–4334 Tseng SP, Chiang MC, Yang CS, Tsai CW (2010) An efficient algorithm for integrating heterogeneous itembanks. Int J Innovative Comput, Inf Control 6(10):4319–4334
4.
Zurück zum Zitat Bork A, Gunnarsdottir S (2001) Individualization and interaction. Tutorial Distance Learning, vol 12 of Innovations in Science Education and Technology. Springer, Netherlands, pp 47–62 Bork A, Gunnarsdottir S (2001) Individualization and interaction. Tutorial Distance Learning, vol 12 of Innovations in Science Education and Technology. Springer, Netherlands, pp 47–62
5.
Zurück zum Zitat Pellegrino JW, Chudowsky N, Glaser R (2001) Knowing what students know: the science and design of educational assessment. The National Academies Press, USA Pellegrino JW, Chudowsky N, Glaser R (2001) Knowing what students know: the science and design of educational assessment. The National Academies Press, USA
6.
Zurück zum Zitat Chua YP (2012) Effects of computer-based testing on test performance and testing motivation. Comput Hum Behav 28(5):1580–1586MathSciNetCrossRef Chua YP (2012) Effects of computer-based testing on test performance and testing motivation. Comput Hum Behav 28(5):1580–1586MathSciNetCrossRef
7.
Zurück zum Zitat Llamas-Nistal M, Fernndez-Iglesias MJ, Gonzlez-Tato J, Mikic-Fonte FA (2013) Blended e-assessment: migrating classical exams to the digital world. Comput Educ 62:72–87CrossRef Llamas-Nistal M, Fernndez-Iglesias MJ, Gonzlez-Tato J, Mikic-Fonte FA (2013) Blended e-assessment: migrating classical exams to the digital world. Comput Educ 62:72–87CrossRef
8.
Zurück zum Zitat JISC (2007) Effective practice with e-assessment: an overview of technologies, policies and practice in further and higher education JISC (2007) Effective practice with e-assessment: an overview of technologies, policies and practice in further and higher education
9.
Zurück zum Zitat Blum C, Roli A (2003) Metaheuristics in combinatorial optimization: overview and conceptual comparison. ACM Comput Surv 35(3):268–308CrossRef Blum C, Roli A (2003) Metaheuristics in combinatorial optimization: overview and conceptual comparison. ACM Comput Surv 35(3):268–308CrossRef
11.
Zurück zum Zitat Glover F, Laguna M (1997) Tabu search. Kluwer Academic Publishers, Heidelberg Glover F, Laguna M (1997) Tabu search. Kluwer Academic Publishers, Heidelberg
12.
Zurück zum Zitat Holland JH (1992) Adaptation in Natural and Artificial Systems. MIT Press, Boston Holland JH (1992) Adaptation in Natural and Artificial Systems. MIT Press, Boston
13.
Zurück zum Zitat Kennedy J, Eberhart RC (1995) Particle swarm optimization. In: Proceedings of the IEEE international conference on neural networks. pp 1942–1948 Kennedy J, Eberhart RC (1995) Particle swarm optimization. In: Proceedings of the IEEE international conference on neural networks. pp 1942–1948
14.
Zurück zum Zitat Hwang GJ, Yin PY, Yeh SH (2006) A tabu search approach to generating test sheets for multiple assessment criteria. Education, IEEE Transactions on 49(1):88–97CrossRef Hwang GJ, Yin PY, Yeh SH (2006) A tabu search approach to generating test sheets for multiple assessment criteria. Education, IEEE Transactions on 49(1):88–97CrossRef
15.
Zurück zum Zitat Gu P, Niu Z, Chen X, Chen W (2011) A personalized genetic algorithm approach for test sheet assembling. In Leung H, Popescu E, Cao Y, Lau R, Nejdl W (eds) Advances in web-based learning—ICWL 2011. Vol 7048 of Lecture notes in computer science, Springer, Berlin, pp 164–173 Gu P, Niu Z, Chen X, Chen W (2011) A personalized genetic algorithm approach for test sheet assembling. In Leung H, Popescu E, Cao Y, Lau R, Nejdl W (eds) Advances in web-based learning—ICWL 2011. Vol 7048 of Lecture notes in computer science, Springer, Berlin, pp 164–173
17.
Zurück zum Zitat Porter MF (1997) Readings in information retrieval. Morgan Kaufmann Publishers Inc., San Francisco, pp 313–316 Porter MF (1997) Readings in information retrieval. Morgan Kaufmann Publishers Inc., San Francisco, pp 313–316
18.
Zurück zum Zitat Miller BL, Miller BL, Goldberg DE, Goldberg DE (1995) Genetic algorithms, tournament selection, and the effects of noise. Complex Systems 9:193–212MathSciNet Miller BL, Miller BL, Goldberg DE, Goldberg DE (1995) Genetic algorithms, tournament selection, and the effects of noise. Complex Systems 9:193–212MathSciNet
Metadaten
Titel
A Novel Genetic Algorithm for Test Sheet Assembling Problem in Learning Cloud
verfasst von
Shih-Pang Tseng
Long-Yeu Chung
Po-Lin Huang
Ming-Chao Chiang
Chu-Sing Yang
Copyright-Jahr
2014
Verlag
Springer Netherlands
DOI
https://doi.org/10.1007/978-94-007-7262-5_29

Neuer Inhalt