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2019 | OriginalPaper | Buchkapitel

ScaffoMapping: Assisting Concept Mapping for Video Learners

verfasst von : Shan Zhang, Xiaojun Meng, Can Liu, Shengdong Zhao, Vibhor Sehgal, Morten Fjeld

Erschienen in: Human-Computer Interaction – INTERACT 2019

Verlag: Springer International Publishing

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Abstract

Previous research has shown that having learners construct concept maps can bring better learning outcome. However, in video learning scenario, there is not sufficient support for learners to create concept maps from educational videos. Through a preliminary study, we identified two main difficulties video learners face in creating concept maps: navigation difficulty and learning difficulty. To help users to overcome such difficulties, we design scaffolds to assist learners in concept mapping. We present ScaffoMapping, a system aiming for scaffolded concept map creation on educational videos through automatic concept extraction and timestamp generation. Our study, which compares ScaffoMapping with the baseline approach, shows that (1) Learners can create higher quality concept maps with ScaffoMapping. (2) ScaffoMapping enables better learning outcomes in video learning scenario.

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Literatur
5.
Zurück zum Zitat Ally, M.: Foundations of educational theory for online learning. Theory Pract. Online Learn. 2, 15–44 (2004) Ally, M.: Foundations of educational theory for online learning. Theory Pract. Online Learn. 2, 15–44 (2004)
6.
Zurück zum Zitat Anderson, T., Kanuka, H.: Online social interchange, discord, and knowledge construction. J. Distance Educ. 13, 57–74 (1998) Anderson, T., Kanuka, H.: Online social interchange, discord, and knowledge construction. J. Distance Educ. 13, 57–74 (1998)
7.
Zurück zum Zitat Ausubel, D.P.: The psychology of meaningful verbal learning (1963) Ausubel, D.P.: The psychology of meaningful verbal learning (1963)
8.
Zurück zum Zitat Brezeale, D., Cook, D.J.: Automatic video classification: a survey of the literature. IEEE Trans. Syst. Man Cybern. Part C (Appl. Rev.) 38(3), 416–430 (2008)CrossRef Brezeale, D., Cook, D.J.: Automatic video classification: a survey of the literature. IEEE Trans. Syst. Man Cybern. Part C (Appl. Rev.) 38(3), 416–430 (2008)CrossRef
10.
Zurück zum Zitat Chang, K.E., Sung, Y.T., Chen, I.D.: The effect of concept mapping to enhance text comprehension and summarization. J. Exp. Educ. 71(1), 5–23 (2002)CrossRef Chang, K.E., Sung, Y.T., Chen, I.D.: The effect of concept mapping to enhance text comprehension and summarization. J. Exp. Educ. 71(1), 5–23 (2002)CrossRef
11.
Zurück zum Zitat Chang, K.E., Sung, Y.T., Chen, S.F.: Learning through computer-based concept mapping with scaffolding aid. J. Comput. Assist. Learn. 17(1), 21–33 (2001)CrossRef Chang, K.E., Sung, Y.T., Chen, S.F.: Learning through computer-based concept mapping with scaffolding aid. J. Comput. Assist. Learn. 17(1), 21–33 (2001)CrossRef
12.
Zurück zum Zitat Cheung, L.S.: A constructivist approach to designing computer supported concept-mapping environment. Int. J. Instr. Media 33(2), 153–165 (2006) Cheung, L.S.: A constructivist approach to designing computer supported concept-mapping environment. Int. J. Instr. Media 33(2), 153–165 (2006)
13.
Zurück zum Zitat Collins, A., Brown, J.S., Newman, S.E.: Cognitive apprenticeship: teaching the crafts of reading, writing, and mathematics. In: Knowing, Learning, and Instruction: Essays in Honor of Robert Glaser, vol. 18, pp. 32–42 (1989) Collins, A., Brown, J.S., Newman, S.E.: Cognitive apprenticeship: teaching the crafts of reading, writing, and mathematics. In: Knowing, Learning, and Instruction: Essays in Honor of Robert Glaser, vol. 18, pp. 32–42 (1989)
14.
Zurück zum Zitat Dirican, A.C., Göktürk, M.: Psychophysiological measures of human cognitive states applied in human computer interaction. Procedia Comput. Sci. 3, 1361–1367 (2011)CrossRef Dirican, A.C., Göktürk, M.: Psychophysiological measures of human cognitive states applied in human computer interaction. Procedia Comput. Sci. 3, 1361–1367 (2011)CrossRef
15.
Zurück zum Zitat Divakaran, A., Forlines, C., Lanning, T., Shipman, S., Wittenburg, K.: Augmenting fast-forward and rewind for personal digital video recorders. In: Consumer Electronics, pp. 43–44 (2005) Divakaran, A., Forlines, C., Lanning, T., Shipman, S., Wittenburg, K.: Augmenting fast-forward and rewind for personal digital video recorders. In: Consumer Electronics, pp. 43–44 (2005)
16.
Zurück zum Zitat Garrison, D.R., Cleveland-Innes, M.: Facilitating cognitive presence in online learning: interaction is not enough. Am. J. Distance Educ. 19(3), 133–148 (2005)CrossRef Garrison, D.R., Cleveland-Innes, M.: Facilitating cognitive presence in online learning: interaction is not enough. Am. J. Distance Educ. 19(3), 133–148 (2005)CrossRef
17.
Zurück zum Zitat Griffin, C.C., Malone, L.D., Kameenui, E.J.: Effects of graphic organizer instruction on fifth-grade students. J. Educ. Res. 89(2), 98–107 (1995)CrossRef Griffin, C.C., Malone, L.D., Kameenui, E.J.: Effects of graphic organizer instruction on fifth-grade students. J. Educ. Res. 89(2), 98–107 (1995)CrossRef
18.
Zurück zum Zitat Hu, Y., Kautz, J., Yu, Y., Wang, W.: Speaker-following video subtitles. ACM Trans. Multimedia Comput. Commun. Appl. (TOMM) 11(2), 32 (2015) Hu, Y., Kautz, J., Yu, Y., Wang, W.: Speaker-following video subtitles. ACM Trans. Multimedia Comput. Commun. Appl. (TOMM) 11(2), 32 (2015)
19.
Zurück zum Zitat Jansen, M., Heeren, W., van Dijk, B.: Videotrees: improving video surrogate presentation using hierarchy. In: International Workshop on Content-Based Multimedia Indexing, CBMI 2008, pp. 560–567. IEEE (2008) Jansen, M., Heeren, W., van Dijk, B.: Videotrees: improving video surrogate presentation using hierarchy. In: International Workshop on Content-Based Multimedia Indexing, CBMI 2008, pp. 560–567. IEEE (2008)
20.
Zurück zum Zitat Katayama, A.D., Robinson, D.H.: Getting students partially involved in note-taking using graphic organizers. J. Exp. Educ. 68(2), 119–133 (2000)CrossRef Katayama, A.D., Robinson, D.H.: Getting students partially involved in note-taking using graphic organizers. J. Exp. Educ. 68(2), 119–133 (2000)CrossRef
21.
Zurück zum Zitat Kwon, S.Y., Cifuentes, L.: The comparative effect of individually-constructed vs. collaboratively-constructed computer-based concept maps. Comput. Educ. 52(2), 365–375 (2009)CrossRef Kwon, S.Y., Cifuentes, L.: The comparative effect of individually-constructed vs. collaboratively-constructed computer-based concept maps. Comput. Educ. 52(2), 365–375 (2009)CrossRef
22.
Zurück zum Zitat Liu, C., Kim, J., Wang, H.C.: ConceptScape: collaborative concept mapping for video learning. In: Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, p. 387. ACM (2018) Liu, C., Kim, J., Wang, H.C.: ConceptScape: collaborative concept mapping for video learning. In: Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, p. 387. ACM (2018)
23.
Zurück zum Zitat Luchini, K., et al.: Scaffolding in the small: designing educational supports for concept mapping on handheld computers. In: CHI 2002 Extended Abstracts on Human Factors in Computing Systems, pp. 792–793. ACM (2002) Luchini, K., et al.: Scaffolding in the small: designing educational supports for concept mapping on handheld computers. In: CHI 2002 Extended Abstracts on Human Factors in Computing Systems, pp. 792–793. ACM (2002)
24.
Zurück zum Zitat McCagg, E.C., Dansereau, D.F.: A convergent paradigm for examining knowledge mapping as a learning strategy. J. Educ. Res. 84(6), 317–324 (1991)CrossRef McCagg, E.C., Dansereau, D.F.: A convergent paradigm for examining knowledge mapping as a learning strategy. J. Educ. Res. 84(6), 317–324 (1991)CrossRef
25.
Zurück zum Zitat Monserrat, T.J.K.P., Zhao, S., McGee, K., Pandey, A.V.: NoteVideo: facilitating navigation of blackboard-style lecture videos. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 1139–1148. ACM (2013) Monserrat, T.J.K.P., Zhao, S., McGee, K., Pandey, A.V.: NoteVideo: facilitating navigation of blackboard-style lecture videos. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 1139–1148. ACM (2013)
26.
Zurück zum Zitat Novak, J.D.: Concept maps and Vee diagrams: two metacognitive tools to facilitate meaningful learning. Instr. Sci. 19(1), 29–52 (1990)CrossRef Novak, J.D.: Concept maps and Vee diagrams: two metacognitive tools to facilitate meaningful learning. Instr. Sci. 19(1), 29–52 (1990)CrossRef
27.
Zurück zum Zitat Novak, J.D., Cañas, A.J.: The theory underlying concept maps and how to construct and use them (2008) Novak, J.D., Cañas, A.J.: The theory underlying concept maps and how to construct and use them (2008)
28.
Zurück zum Zitat Oliver, K.: An investigation of concept mapping to improve the reading comprehension of science texts. J. Sci. Educ. Technol. 18(5), 402–414 (2009)CrossRef Oliver, K.: An investigation of concept mapping to improve the reading comprehension of science texts. J. Sci. Educ. Technol. 18(5), 402–414 (2009)CrossRef
29.
Zurück zum Zitat Pavel, A., Hartmann, B., Agrawala, M.: Video digests: a browsable, skimmable format for informational lecture videos. In: Proceedings of the 27th Annual ACM Symposium on User Interface Software and Technology, pp. 573–582. ACM (2014) Pavel, A., Hartmann, B., Agrawala, M.: Video digests: a browsable, skimmable format for informational lecture videos. In: Proceedings of the 27th Annual ACM Symposium on User Interface Software and Technology, pp. 573–582. ACM (2014)
30.
Zurück zum Zitat Ramos, J., et al.: Using TF-IDF to determine word relevance in document queries. In: Proceedings of the First Instructional Conference on Machine Learning, vol. 242, pp. 133–142 (2003) Ramos, J., et al.: Using TF-IDF to determine word relevance in document queries. In: Proceedings of the First Instructional Conference on Machine Learning, vol. 242, pp. 133–142 (2003)
31.
Zurück zum Zitat Schwab, M., et al.: Booc.io: an education system with hierarchical concept maps. IEEE Trans. Vis. Comput. Graph. 23(1), 571–580 (2017)CrossRef Schwab, M., et al.: Booc.io: an education system with hierarchical concept maps. IEEE Trans. Vis. Comput. Graph. 23(1), 571–580 (2017)CrossRef
32.
Zurück zum Zitat Seidel, N.: Making web video accessible: interaction design patterns for assistive video learning environments. In: Proceedings of the 20th European Conference on Pattern Languages of Programs, p. 17. ACM (2015) Seidel, N.: Making web video accessible: interaction design patterns for assistive video learning environments. In: Proceedings of the 20th European Conference on Pattern Languages of Programs, p. 17. ACM (2015)
33.
Zurück zum Zitat Shin, H.V., Berthouzoz, F., Li, W., Durand, F.: Visual transcripts: lecture notes from blackboard-style lecture videos. ACM Trans. Graph. (TOG) 34(6), 240 (2015)CrossRef Shin, H.V., Berthouzoz, F., Li, W., Durand, F.: Visual transcripts: lecture notes from blackboard-style lecture videos. ACM Trans. Graph. (TOG) 34(6), 240 (2015)CrossRef
34.
Zurück zum Zitat Shin, H., Ko, E.Y., Williams, J.J., Kim, J.: Understanding the effect of in-video prompting on learners and instructors. In: Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, p. 319. ACM (2018) Shin, H., Ko, E.Y., Williams, J.J., Kim, J.: Understanding the effect of in-video prompting on learners and instructors. In: Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, p. 319. ACM (2018)
35.
Zurück zum Zitat Taylor, B.M., Beach, R.W.: The effects of text structure instruction on middle-grade students’ comprehension and production of expository text. Reading Res. Q. 19, 134–146 (1984)CrossRef Taylor, B.M., Beach, R.W.: The effects of text structure instruction on middle-grade students’ comprehension and production of expository text. Reading Res. Q. 19, 134–146 (1984)CrossRef
38.
Zurück zum Zitat Yadav, K., et al.: Content-driven multi-modal techniques for non-linear video navigation. In: Proceedings of the 20th International Conference on Intelligent User Interfaces, pp. 333–344. ACM (2015) Yadav, K., et al.: Content-driven multi-modal techniques for non-linear video navigation. In: Proceedings of the 20th International Conference on Intelligent User Interfaces, pp. 333–344. ACM (2015)
39.
Zurück zum Zitat Yang, H., Siebert, M., Luhne, P., Sack, H., Meinel, C.: Automatic lecture video indexing using video OCR technology. In: 2011 IEEE International Symposium on Multimedia (ISM), pp. 111–116. IEEE (2011) Yang, H., Siebert, M., Luhne, P., Sack, H., Meinel, C.: Automatic lecture video indexing using video OCR technology. In: 2011 IEEE International Symposium on Multimedia (ISM), pp. 111–116. IEEE (2011)
40.
Zurück zum Zitat Zubrinic, K., Kalpic, D., Milicevic, M.: The automatic creation of concept maps from documents written using morphologically rich languages. Expert Syst. Appl. 39(16), 12709–12718 (2012)CrossRef Zubrinic, K., Kalpic, D., Milicevic, M.: The automatic creation of concept maps from documents written using morphologically rich languages. Expert Syst. Appl. 39(16), 12709–12718 (2012)CrossRef
Metadaten
Titel
ScaffoMapping: Assisting Concept Mapping for Video Learners
verfasst von
Shan Zhang
Xiaojun Meng
Can Liu
Shengdong Zhao
Vibhor Sehgal
Morten Fjeld
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-29384-0_20

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