Skip to main content
Top

2017 | Supplement | Chapter

A New Theoretical Framework for Curiosity for Learning in Social Contexts

Authors : Tanmay Sinha, Zhen Bai, Justine Cassell

Published in: Data Driven Approaches in Digital Education

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Curiosity is a vital metacognitive skill in educational contexts. Yet, little is known about how social factors influence curiosity in group work. We argue that curiosity is evoked not only through individual, but also interpersonal activities, and present what we believe to be the first theoretical framework that articulates an integrated socio-cognitive account of curiosity based on literature spanning psychology, learning sciences and group dynamics, along with empirical observation of small-group science activity in an informal learning environment. We make a bipartite distinction between individual and interpersonal functions that contribute to curiosity, and multimodal behaviors that fulfill these functions. We validate the proposed framework by leveraging a longitudinal latent variable modeling approach. Findings confirm positive predictive relationship of the latent variables of individual and interpersonal functions on curiosity, with the interpersonal functions exercising a comparatively stronger influence. Prominent behavioral realizations of these functions are also discovered in a data-driven way. This framework is a step towards designing learning technologies that can recognize and evoke curiosity during learning in social contexts.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
1.
go back to reference Ambady, N., Rosenthal, R.: Thin slices of expressive behavior as predictors of interpersonal consequences: A meta-analysis (1992) Ambady, N., Rosenthal, R.: Thin slices of expressive behavior as predictors of interpersonal consequences: A meta-analysis (1992)
2.
go back to reference Baltrušaitis, T., Robinson, P., Morency, L.P.: Openface: an open source facial behavior analysis toolkit. In: 2016 IEEE Winter Conference on Applications of Computer Vision (WACV), pp. 1–10. IEEE (2016) Baltrušaitis, T., Robinson, P., Morency, L.P.: Openface: an open source facial behavior analysis toolkit. In: 2016 IEEE Winter Conference on Applications of Computer Vision (WACV), pp. 1–10. IEEE (2016)
3.
go back to reference Baranes, A., Oudeyer, P.Y., Gottlieb, J.: Eye movements reveal epistemic curiosity in human observers. Vis. Res. 117, 81–90 (2015)CrossRef Baranes, A., Oudeyer, P.Y., Gottlieb, J.: Eye movements reveal epistemic curiosity in human observers. Vis. Res. 117, 81–90 (2015)CrossRef
4.
go back to reference Berlyne, D.E.: Conflict, Arousal, and Curiosity. McGraw-Hill, New York (1960)CrossRef Berlyne, D.E.: Conflict, Arousal, and Curiosity. McGraw-Hill, New York (1960)CrossRef
5.
go back to reference Van den Bossche, P., Gijselaers, W.H., Segers, M., Kirschner, P.A.: Social and cognitive factors driving teamwork in collaborative learning environments: team learning beliefs and behaviors. Small Group Res. 37(5), 490–521 (2006)CrossRef Van den Bossche, P., Gijselaers, W.H., Segers, M., Kirschner, P.A.: Social and cognitive factors driving teamwork in collaborative learning environments: team learning beliefs and behaviors. Small Group Res. 37(5), 490–521 (2006)CrossRef
6.
go back to reference Cartwright, D.E., Zander, A.E.: Group Dynamics Research and Theory. Harper & Row, New York (1953) Cartwright, D.E., Zander, A.E.: Group Dynamics Research and Theory. Harper & Row, New York (1953)
7.
go back to reference Cassell, J., Ananny, M., Basu, A., Bickmore, T., Chong, P., Mellis, D., Ryokai, K., Smith, J., Vilhjálmsson, H., Yan, H.: Shared reality: physical collaboration with a virtual peer. In: CHI 2000 Extended Abstracts on Human Factors in Computing systems, pp. 259–260. ACM (2000) Cassell, J., Ananny, M., Basu, A., Bickmore, T., Chong, P., Mellis, D., Ryokai, K., Smith, J., Vilhjálmsson, H., Yan, H.: Shared reality: physical collaboration with a virtual peer. In: CHI 2000 Extended Abstracts on Human Factors in Computing systems, pp. 259–260. ACM (2000)
8.
go back to reference Chi, M.T., Wylie, R.: The ICAP framework: linking cognitive engagement to active learning outcomes. Educ. Psychol. 49(4), 219–243 (2014)CrossRef Chi, M.T., Wylie, R.: The ICAP framework: linking cognitive engagement to active learning outcomes. Educ. Psychol. 49(4), 219–243 (2014)CrossRef
9.
go back to reference Costikyan, G.: Uncertainty in Games. MIT Press, Cambridge (2013) Costikyan, G.: Uncertainty in Games. MIT Press, Cambridge (2013)
10.
go back to reference Craig, S.D., D’Mello, S., Witherspoon, A., Graesser, A.: Emote aloud during learning with autotutor: applying the facial action coding system to cognitive-affective states during learning. Cogn. Emot. 22(5), 777–788 (2008)CrossRef Craig, S.D., D’Mello, S., Witherspoon, A., Graesser, A.: Emote aloud during learning with autotutor: applying the facial action coding system to cognitive-affective states during learning. Cogn. Emot. 22(5), 777–788 (2008)CrossRef
11.
go back to reference Dörnyei, Z., Murphey, T.: Group dynamics in the language classroom. Ernst Klett Sprachen, Munich (2003) Dörnyei, Z., Murphey, T.: Group dynamics in the language classroom. Ernst Klett Sprachen, Munich (2003)
12.
go back to reference Driver, C.C., Oud, J.H., Voelkle, M.C.: Continuous time structural equation modelling with R package ctsem. J. Stat. Softw. 77(5) (2017) Driver, C.C., Oud, J.H., Voelkle, M.C.: Continuous time structural equation modelling with R package ctsem. J. Stat. Softw. 77(5) (2017)
13.
go back to reference Engel, S.: Children’s need to know: curiosity in schools. Harv. Educ. Rev. 81(4), 625–645 (2011)CrossRef Engel, S.: Children’s need to know: curiosity in schools. Harv. Educ. Rev. 81(4), 625–645 (2011)CrossRef
14.
go back to reference Förster, J., Strack, F.: Influence of overt head movements on memory for valenced words: a case of conceptual-motor compatibility. J. Pers. Soc. Psychol. 71(3), 421 (1996)CrossRef Förster, J., Strack, F.: Influence of overt head movements on memory for valenced words: a case of conceptual-motor compatibility. J. Pers. Soc. Psychol. 71(3), 421 (1996)CrossRef
15.
go back to reference Gatica-Perez, D., McCowan, L., Zhang, D., Bengio, S.: Detecting group interest-level in meetings. In: IEEE International Conference on Acoustics, Speech, and Signal Processing, Proceedings (ICASSP 2005), vol. 1, pp. I-489. IEEE (2005) Gatica-Perez, D., McCowan, L., Zhang, D., Bengio, S.: Detecting group interest-level in meetings. In: IEEE International Conference on Acoustics, Speech, and Signal Processing, Proceedings (ICASSP 2005), vol. 1, pp. I-489. IEEE (2005)
16.
go back to reference Gordon, G., Breazeal, C., Engel, S.: Can children catch curiosity from a social robot?. In: Proceedings of the Tenth Annual ACM/IEEE International Conference on Human-Robot Interaction, pp. 91–98. ACM (2015) Gordon, G., Breazeal, C., Engel, S.: Can children catch curiosity from a social robot?. In: Proceedings of the Tenth Annual ACM/IEEE International Conference on Human-Robot Interaction, pp. 91–98. ACM (2015)
17.
go back to reference Grafsgaard, J.F., Boyer, K.E., Phillips, R., Lester, J.C.: Modeling confusion: facial expression, task, and discourse in task-oriented tutorial dialogue. In: Biswas, G., Bull, S., Kay, J., Mitrovic, A. (eds.) AIED 2011. LNCS, vol. 6738, pp. 98–105. Springer, Heidelberg (2011). doi:10.1007/978-3-642-21869-9_15 CrossRef Grafsgaard, J.F., Boyer, K.E., Phillips, R., Lester, J.C.: Modeling confusion: facial expression, task, and discourse in task-oriented tutorial dialogue. In: Biswas, G., Bull, S., Kay, J., Mitrovic, A. (eds.) AIED 2011. LNCS, vol. 6738, pp. 98–105. Springer, Heidelberg (2011). doi:10.​1007/​978-3-642-21869-9_​15 CrossRef
18.
go back to reference Jirout, J., Klahr, D.: Children’s scientific curiosity: in search of an operational definition of an elusive concept. Dev. Rev. 32(2), 125–160 (2012)CrossRef Jirout, J., Klahr, D.: Children’s scientific curiosity: in search of an operational definition of an elusive concept. Dev. Rev. 32(2), 125–160 (2012)CrossRef
19.
go back to reference Johnson, D.W., Johnson, R.T.: Energizing learning: the instructional power of conflict. Educ. Res. 38(1), 37–51 (2009)CrossRef Johnson, D.W., Johnson, R.T.: Energizing learning: the instructional power of conflict. Educ. Res. 38(1), 37–51 (2009)CrossRef
20.
go back to reference Jordan, M.E., McDaniel Jr., R.R.: Managing uncertainty during collaborative problem solving in elementary school teams: the role of peer influence in robotics engineering activity. J. Learn. Sci. 23(4), 490–536 (2014)CrossRef Jordan, M.E., McDaniel Jr., R.R.: Managing uncertainty during collaborative problem solving in elementary school teams: the role of peer influence in robotics engineering activity. J. Learn. Sci. 23(4), 490–536 (2014)CrossRef
21.
go back to reference Kapur, M., Toh, L.: Learning from productive failure. In: Cho, Y., Caleon, I., Kapur, M. (eds.) Authentic Problem Solving and Learning in the 21st Century. Education Innovation Series, pp. 213–227. Springer, Singapore (2015). doi:10.1007/978-981-287-521-1_12 CrossRef Kapur, M., Toh, L.: Learning from productive failure. In: Cho, Y., Caleon, I., Kapur, M. (eds.) Authentic Problem Solving and Learning in the 21st Century. Education Innovation Series, pp. 213–227. Springer, Singapore (2015). doi:10.​1007/​978-981-287-521-1_​12 CrossRef
22.
go back to reference Kashdan, T.B., Fincham, F.D.: Facilitating curiosity: a social and self-regulatory perspective for scientifically based interventions. In: Linley, P.A., Joseph, S. (eds.) Positive Psychology in Practice, pp. 482–503. Wiley, Hoboken (2004) Kashdan, T.B., Fincham, F.D.: Facilitating curiosity: a social and self-regulatory perspective for scientifically based interventions. In: Linley, P.A., Joseph, S. (eds.) Positive Psychology in Practice, pp. 482–503. Wiley, Hoboken (2004)
23.
go back to reference Keller, J.M.: Strategies for stimulating the motivation to learn. Perform. Improv. 26(8), 1–7 (1987) Keller, J.M.: Strategies for stimulating the motivation to learn. Perform. Improv. 26(8), 1–7 (1987)
24.
go back to reference Kidd, C., Hayden, B.Y.: The psychology and neuroscience of curiosity. Neuron 88(3), 449–460 (2015)CrossRef Kidd, C., Hayden, B.Y.: The psychology and neuroscience of curiosity. Neuron 88(3), 449–460 (2015)CrossRef
25.
go back to reference Kruger, J., Endriss, U., Fernández, R., Qing, C.: Axiomatic analysis of aggregation methods for collective annotation. In: Proceedings of the 2014 International Conference on Autonomous Agents and Multi-Agent Systems, pp. 1185–1192. International Foundation for Autonomous Agents and Multiagent Systems (2014) Kruger, J., Endriss, U., Fernández, R., Qing, C.: Axiomatic analysis of aggregation methods for collective annotation. In: Proceedings of the 2014 International Conference on Autonomous Agents and Multi-Agent Systems, pp. 1185–1192. International Foundation for Autonomous Agents and Multiagent Systems (2014)
26.
go back to reference Lai, C., Carletta, J., Renals, S., Evanini, K., Zechner, K.: Detecting summarization hot spots in meetings using group level involvement and turn-taking features. In: INTERSPEECH, pp. 2723–2727 (2013) Lai, C., Carletta, J., Renals, S., Evanini, K., Zechner, K.: Detecting summarization hot spots in meetings using group level involvement and turn-taking features. In: INTERSPEECH, pp. 2723–2727 (2013)
27.
go back to reference Law, E., Yin, M., Goh, J., Chen, K., Terry, M.A., Gajos, K.Z.: Curiosity killed the cat, but makes crowdwork better. In: Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, pp. 4098–4110. ACM (2016) Law, E., Yin, M., Goh, J., Chen, K., Terry, M.A., Gajos, K.Z.: Curiosity killed the cat, but makes crowdwork better. In: Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, pp. 4098–4110. ACM (2016)
28.
go back to reference Le, Q.V., Mikolov, T.: Distributed representations of sentences and documents. ICML 14, 1188–1196 (2014) Le, Q.V., Mikolov, T.: Distributed representations of sentences and documents. ICML 14, 1188–1196 (2014)
29.
go back to reference Loewenstein, G.: The psychology of curiosity: a review and reinterpretation. Psychol. Bull. 116(1), 75 (1994)CrossRef Loewenstein, G.: The psychology of curiosity: a review and reinterpretation. Psychol. Bull. 116(1), 75 (1994)CrossRef
30.
go back to reference Luce, M.R., Hsi, S.: Science-relevant curiosity expression and interest in science: an exploratory study. Sci. Educ. 99(1), 70–97 (2015)CrossRef Luce, M.R., Hsi, S.: Science-relevant curiosity expression and interest in science: an exploratory study. Sci. Educ. 99(1), 70–97 (2015)CrossRef
31.
go back to reference McDaniel, B., D’Mello, S., King, B., Chipman, P., Tapp, K., Graesser, A.: Facial features for affective state detection in learning environments. In: Proceedings of the Cognitive Science Society, vol. 29 (2007) McDaniel, B., D’Mello, S., King, B., Chipman, P., Tapp, K., Graesser, A.: Facial features for affective state detection in learning environments. In: Proceedings of the Cognitive Science Society, vol. 29 (2007)
32.
go back to reference Nojavanasghari, B., Baltrušaitis, T., Hughes, C.E., Morency, L.P.: Emoreact: a multimodal approach and dataset for recognizing emotional responses in children. In: Proceedings of the 18th ACM International Conference on Multimodal Interaction, pp. 137–144. ACM (2016) Nojavanasghari, B., Baltrušaitis, T., Hughes, C.E., Morency, L.P.: Emoreact: a multimodal approach and dataset for recognizing emotional responses in children. In: Proceedings of the 18th ACM International Conference on Multimodal Interaction, pp. 137–144. ACM (2016)
33.
go back to reference Ogata, H., Yano, Y.: Combining knowledge awareness and information filtering in an open-ended collaborative learning environment. Int. J. Artif. Intell. Educ. (IJAIED) 11, 33–46 (2000) Ogata, H., Yano, Y.: Combining knowledge awareness and information filtering in an open-ended collaborative learning environment. Int. J. Artif. Intell. Educ. (IJAIED) 11, 33–46 (2000)
34.
go back to reference Oudeyer, P.Y.: Intelligent adaptive curiosity: a source of self-development (2004) Oudeyer, P.Y.: Intelligent adaptive curiosity: a source of self-development (2004)
35.
go back to reference Parr, J.M., Townsend, M.A.: Environments, processes, and mechanisms in peer learning. Int. J. Educ. Res. 37(5), 403–423 (2002)CrossRef Parr, J.M., Townsend, M.A.: Environments, processes, and mechanisms in peer learning. Int. J. Educ. Res. 37(5), 403–423 (2002)CrossRef
36.
go back to reference Piaget, J.: The Language and Thought of the Child. Psychology Press, Chicago (1959) Piaget, J.: The Language and Thought of the Child. Psychology Press, Chicago (1959)
37.
go back to reference Renner, B.: Curiosity about people: the development of a social curiosity measure in adults. J. Pers. Assess. 87(3), 305–316 (2006)CrossRef Renner, B.: Curiosity about people: the development of a social curiosity measure in adults. J. Pers. Assess. 87(3), 305–316 (2006)CrossRef
38.
go back to reference Schuller, B., Müller, R., Eyben, F., Gast, J., Hörnler, B., Wöllmer, M., Rigoll, G., Höthker, A., Konosu, H.: Being bored? recognising natural interest by extensive audiovisual integration for real-life application. Image Vis. Comput. 27(12), 1760–1774 (2009)CrossRef Schuller, B., Müller, R., Eyben, F., Gast, J., Hörnler, B., Wöllmer, M., Rigoll, G., Höthker, A., Konosu, H.: Being bored? recognising natural interest by extensive audiovisual integration for real-life application. Image Vis. Comput. 27(12), 1760–1774 (2009)CrossRef
39.
go back to reference Schwartz, D.L., Martin, T.: Inventing to prepare for future learning: the hidden efficiency of encouraging original student production in statistics instruction. Cogn. Instr. 22(2), 129–184 (2004)CrossRef Schwartz, D.L., Martin, T.: Inventing to prepare for future learning: the hidden efficiency of encouraging original student production in statistics instruction. Cogn. Instr. 22(2), 129–184 (2004)CrossRef
40.
go back to reference Shum, S.B., Crick, R.D.: Learning dispositions and transferable competencies: pedagogy, modelling and learning analytics. In: Proceedings of the 2nd International Conference on Learning Analytics and Knowledge, pp. 92–101. ACM (2012) Shum, S.B., Crick, R.D.: Learning dispositions and transferable competencies: pedagogy, modelling and learning analytics. In: Proceedings of the 2nd International Conference on Learning Analytics and Knowledge, pp. 92–101. ACM (2012)
41.
go back to reference Sinha, T., Bai, Z., Cassell, J.: Curious minds wonder alike: studying multimodal behavioral dynamics to design social scaffolding of curiosity. In: Lavoué, É., et al. (eds.) EC-TEL 2017. LNCS, vol. 10474, pp. 270–285. Springer, Cham (2017). doi:10.1007/978-3-319-66610-5_20 Sinha, T., Bai, Z., Cassell, J.: Curious minds wonder alike: studying multimodal behavioral dynamics to design social scaffolding of curiosity. In: Lavoué, É., et al. (eds.) EC-TEL 2017. LNCS, vol. 10474, pp. 270–285. Springer, Cham (2017). doi:10.​1007/​978-3-319-66610-5_​20
42.
go back to reference Von Stumm, S., Hell, B., Chamorro-Premuzic, T.: The hungry mind: intellectual curiosity is the third pillar of academic performance. Perspect. Psychol. Sci. 6(6), 574–588 (2011)CrossRef Von Stumm, S., Hell, B., Chamorro-Premuzic, T.: The hungry mind: intellectual curiosity is the third pillar of academic performance. Perspect. Psychol. Sci. 6(6), 574–588 (2011)CrossRef
43.
go back to reference Wu, Q., Miao, C.: Modeling curiosity-related emotions for virtual peer learners. IEEE Comput. Intell. Mag. 8(2), 50–62 (2013)CrossRef Wu, Q., Miao, C.: Modeling curiosity-related emotions for virtual peer learners. IEEE Comput. Intell. Mag. 8(2), 50–62 (2013)CrossRef
Metadata
Title
A New Theoretical Framework for Curiosity for Learning in Social Contexts
Authors
Tanmay Sinha
Zhen Bai
Justine Cassell
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-66610-5_19

Premium Partner