메뉴 건너뛰기




Volumn 9, Issue 2, 2014, Pages 161-185

Process mining techniques for analysing patterns and strategies in students' self-regulated learning

Author keywords

Fuzzy Miner; Process mining; Self regulated learning; Temporal patterns in SRL

Indexed keywords


EID: 84906084993     PISSN: 15561623     EISSN: 15561631     Source Type: Journal    
DOI: 10.1007/s11409-013-9107-6     Document Type: Article
Times cited : (236)

References (63)
  • 1
    • 84935322958 scopus 로고
    • Measuring resemblance in sequence data: an optimal matching analysis of musicians' careers
    • Abbott, A., & Hrycak, A. (1990). Measuring resemblance in sequence data: an optimal matching analysis of musicians' careers. American Journal of Sociology, 96, 144-185.
    • (1990) American Journal of Sociology , vol.96 , pp. 144-185
    • Abbott, A.1    Hrycak, A.2
  • 3
    • 59849089890 scopus 로고    scopus 로고
    • Theoretical, conceptual, methodological, and instructional issues in research on metacognition and self-regulated learning: a discussion
    • Azevedo, R. (2009). Theoretical, conceptual, methodological, and instructional issues in research on metacognition and self-regulated learning: a discussion. Metacognition and Learning, 4(1), 87-95.
    • (2009) Metacognition and Learning , vol.4 , Issue.1 , pp. 87-95
    • Azevedo, R.1
  • 4
    • 3943069043 scopus 로고    scopus 로고
    • The role of self-regulated learning in fostering students' conceptual understanding of complex systems with hypermedia
    • Azevedo, R., Guthrie, J., & Seibert, D. (2004). The role of self-regulated learning in fostering students' conceptual understanding of complex systems with hypermedia. Journal of Educational Computing Research, 30(1-2), 87-111.
    • (2004) Journal of Educational Computing Research , vol.30 , Issue.1-2 , pp. 87-111
    • Azevedo, R.1    Guthrie, J.2    Seibert, D.3
  • 5
    • 77958133219 scopus 로고    scopus 로고
    • Measuring cognitive and metacognitive regulatory proceses during hypermedia learning: issues and challenges
    • Azevedo, R., Moos, D. C., Johnson, A. M., & Chauncey, A. D. (2010). Measuring cognitive and metacognitive regulatory proceses during hypermedia learning: issues and challenges. Educational Psychologist, 45(4), 210-223.
    • (2010) Educational Psychologist , vol.45 , Issue.4 , pp. 210-223
    • Azevedo, R.1    Moos, D.C.2    Johnson, A.M.3    Chauncey, A.D.4
  • 8
    • 67651091641 scopus 로고    scopus 로고
    • Promoting self-regulated learning through prompts: a discussion
    • Bannert, M. (2009). Promoting self-regulated learning through prompts: a discussion. Zeitschrift für Pädagogische Psychologie, 22(2), 139-145.
    • (2009) Zeitschrift für Pädagogische Psychologie , vol.22 , Issue.2 , pp. 139-145
    • Bannert, M.1
  • 10
    • 83055184525 scopus 로고    scopus 로고
    • Supporting self-regulated hypermedia learning through prompts
    • Bannert, M., & Reimann, P. (2011). Supporting self-regulated hypermedia learning through prompts. Instructional Science, 1, 193-211.
    • (2011) Instructional Science , vol.1 , pp. 193-211
    • Bannert, M.1    Reimann, P.2
  • 11
    • 0002587688 scopus 로고
    • Approaches to learning and to essay writing
    • R. R. Schmeck (Ed.), New York: Plenum Press
    • Biggs, J. B. (1988). Approaches to learning and to essay writing. In R. R. Schmeck (Ed.), Learning strategies and learning styles (pp. 185-228). New York: Plenum Press.
    • (1988) Learning Strategies and Learning Styles , pp. 185-228
    • Biggs, J.B.1
  • 15
    • 0031161593 scopus 로고    scopus 로고
    • Self-regulated learning: a new concept embraced by researchers, policy makers, educators, teachers, and students
    • Boekaerts, M. (1997). Self-regulated learning: a new concept embraced by researchers, policy makers, educators, teachers, and students. Learning and Instruction, 7(2), 161-186.
    • (1997) Learning and Instruction , vol.7 , Issue.2 , pp. 161-186
    • Boekaerts, M.1
  • 18
    • 0031510165 scopus 로고    scopus 로고
    • Quantifying qualitative analyses of verbal data: a practical guide
    • Chi, M. T. H. (1997). Quantifying qualitative analyses of verbal data: a practical guide. The Journal of the Learning Sciences, 6, 271-315.
    • (1997) The Journal of the Learning Sciences , vol.6 , pp. 271-315
    • Chi, M.T.H.1
  • 20
    • 84860292001 scopus 로고
    • Task and student dependency in using self-regulation activities: consequences for process-oriented instruction
    • F. Jongde and B. Hout-Woltersvan (Eds.), Amsterdam: VU University Press
    • De Jong, F. (1994). Task and student dependency in using self-regulation activities: consequences for process-oriented instruction. In F. de Jong & B. van Hout-Wolters (Eds.), Process-oriented instruction: Verbal and pictorial aid and comprehension strategies (pp. 87-99). Amsterdam: VU University Press.
    • (1994) Process-Oriented Instruction: Verbal and Pictorial Aid and Comprehension Strategies , pp. 87-99
    • De Jong, F.1
  • 21
    • 56849118783 scopus 로고    scopus 로고
    • Metacognition. Defining its facets and levels of functioning in relation to self-regulation and co-regulation
    • Efklides, A. (2008). Metacognition. Defining its facets and levels of functioning in relation to self-regulation and co-regulation. European Psychologist, 13(4), 277-287.
    • (2008) European Psychologist , vol.13 , Issue.4 , pp. 277-287
    • Efklides, A.1
  • 25
    • 77958117112 scopus 로고    scopus 로고
    • The role of epistemic beliefs in students' self-regulated learning with computer-based learning environments: conceptual and methodological issues
    • Greene, J. A., Muis, K. R., & Pieschl, S. (2010). The role of epistemic beliefs in students' self-regulated learning with computer-based learning environments: conceptual and methodological issues. Educational Psychologist, 45(4), 245-257.
    • (2010) Educational Psychologist , vol.45 , Issue.4 , pp. 245-257
    • Greene, J.A.1    Muis, K.R.2    Pieschl, S.3
  • 26
    • 38049156249 scopus 로고    scopus 로고
    • Fuzzy Mining: Adaptive process simplification based on multi-perspective metrics
    • G. Alonso, P. Dadam, and M. Rosemann (Eds.), Berlin: Springer
    • Günther, C., & van der Aalst, W. (2007). Fuzzy Mining: Adaptive process simplification based on multi-perspective metrics. In G. Alonso, P. Dadam, & M. Rosemann (Eds.), International conference on business process management (BPM 2007) (pp. 328-343). Berlin: Springer.
    • (2007) International Conference on Business Process Management (BPM 2007) , pp. 328-343
    • Günther, C.1    van der Aalst, W.2
  • 28
    • 79952194494 scopus 로고    scopus 로고
    • Temporality matters: advancing a method for analyzing problem-solving processes in a computer-supported collaborative environment
    • Kapur, M. (2011). Temporality matters: advancing a method for analyzing problem-solving processes in a computer-supported collaborative environment. International Journal of Computer-Supported Collaborative Learning (ijCSCL), 6(1), 39-56.
    • (2011) International Journal of Computer-Supported Collaborative Learning (IjCSCL) , vol.6 , Issue.1 , pp. 39-56
    • Kapur, M.1
  • 29
    • 43549084135 scopus 로고    scopus 로고
    • Sensitivities to early exchange in synchronous computer-supported collaborative learning (CSCL) groups
    • Kapur, M., Voiklis, J., & Kinzer, C. (2008). Sensitivities to early exchange in synchronous computer-supported collaborative learning (CSCL) groups. Computers and Education, 51, 54-66.
    • (2008) Computers and Education , vol.51 , pp. 54-66
    • Kapur, M.1    Voiklis, J.2    Kinzer, C.3
  • 32
    • 84858006778 scopus 로고    scopus 로고
    • Supporting collaboration with technology: does shared cognition lead to co-regulation in medicine?
    • Lajoie, S. P., & Lu, J. (2012). Supporting collaboration with technology: does shared cognition lead to co-regulation in medicine? Metacognition and Learning, 7, 45-62.
    • (2012) Metacognition and Learning , vol.7 , pp. 45-62
    • Lajoie, S.P.1    Lu, J.2
  • 33
    • 0033246750 scopus 로고    scopus 로고
    • Strategies for theorizing from process data
    • Langley, A. (1999). Strategies for theorizing from process data. Academy of Management Review, 24(4), 691-710.
    • (1999) Academy of Management Review , vol.24 , Issue.4 , pp. 691-710
    • Langley, A.1
  • 34
    • 36849040991 scopus 로고    scopus 로고
    • Software scaffolds to promote regulation during scientific inquiry learning
    • Manlove, S., Lazonder, A., & De Jong, T. (2007). Software scaffolds to promote regulation during scientific inquiry learning. Metacognition and Learning, 2(2), 141-155.
    • (2007) Metacognition and Learning , vol.2 , Issue.2 , pp. 141-155
    • Manlove, S.1    Lazonder, A.2    De Jong, T.3
  • 35
  • 37
    • 76949097908 scopus 로고    scopus 로고
    • Self-efficacy and prior domain knowledge: to what extent does monitoring mediate their relationship with hypermedia learning?
    • Moos, D. C., & Azevedo, R. (2009). Self-efficacy and prior domain knowledge: to what extent does monitoring mediate their relationship with hypermedia learning? Metacognition and Learning, 4(3), 197-216.
    • (2009) Metacognition and Learning , vol.4 , Issue.3 , pp. 197-216
    • Moos, D.C.1    Azevedo, R.2
  • 39
    • 0000931132 scopus 로고    scopus 로고
    • The role of goal orientation in self-regulated learning
    • M. Boekaerts, P. R. Pintrich, and M. Zeidner (Eds.), San Diego: Academic
    • Pintrich, P. R. (2000). The role of goal orientation in self-regulated learning. In M. Boekaerts, P. R. Pintrich, & M. Zeidner (Eds.), Handbook of self-regulation (pp. 452-502). San Diego: Academic.
    • (2000) Handbook of Self-Regulation , pp. 452-502
    • Pintrich, P.R.1
  • 41
    • 22544441296 scopus 로고    scopus 로고
    • Use of the extreme groups approach: a critical reexamination and new recommendations
    • Preacher, K. J., Rucker, D. D., MacCallum, R. C., & Nicewander, W. A. (2005). Use of the extreme groups approach: a critical reexamination and new recommendations. Psychological Methods, 10(2), 178.
    • (2005) Psychological Methods , vol.10 , Issue.2 , pp. 178
    • Preacher, K.J.1    Rucker, D.D.2    MacCallum, R.C.3    Nicewander, W.A.4
  • 42
    • 84906079230 scopus 로고    scopus 로고
    • ProM (Version 5. 0) [Computer Software]. (2008). Retrieved from
    • ProM (Version 5. 0) [Computer Software]. (2008). Retrieved from http://www. processmining. org.
  • 43
    • 70350070735 scopus 로고    scopus 로고
    • Time is precious: variable-and event-centred approaches to process analysis in CSCL research
    • Reimann, P. (2009). Time is precious: variable-and event-centred approaches to process analysis in CSCL research. International Journal of Computer-Supported Collaborative Learning, 4, 239-257.
    • (2009) International Journal of Computer-Supported Collaborative Learning , vol.4 , pp. 239-257
    • Reimann, P.1
  • 44
    • 85087264524 scopus 로고    scopus 로고
    • Using process mining for understanding learning
    • R. Luckin, S. Puntambekar, P. Goodyear, B. Grabowski, J. D. M. Underwood, and N. Winters (Eds.), New York: Routledge
    • Reimann, P., & Yacef, K. (2013). Using process mining for understanding learning. In R. Luckin, S. Puntambekar, P. Goodyear, B. Grabowski, J. D. M. Underwood, & N. Winters (Eds.), Handbook of design in educational technology. New York: Routledge.
    • (2013) Handbook of Design in Educational Technology
    • Reimann, P.1    Yacef, K.2
  • 45
    • 84856911841 scopus 로고    scopus 로고
    • Using process mining to identify models of group decision making processes in chat data
    • C. O'Malley, D. Suthers, P. Reimann, and A. Dimitracopoulou (Eds.), Rhodes: International Society for the Learning Sciences
    • Reimann, P., Frerejean, J., & Thompson, K. (2009). Using process mining to identify models of group decision making processes in chat data. In C. O'Malley, D. Suthers, P. Reimann, & A. Dimitracopoulou (Eds.), Computer-supported collaborative learning practives: CSCL2009 conference proceedings (pp. 98-107). Rhodes: International Society for the Learning Sciences.
    • (2009) Computer-Supported Collaborative Learning Practives: CSCL2009 Conference Proceedings , pp. 98-107
    • Reimann, P.1    Frerejean, J.2    Thompson, K.3
  • 50
    • 0028728349 scopus 로고
    • Exploratory sequential data analysis: foundations
    • Sanderson, P. M., & Fisher, C. (1994). Exploratory sequential data analysis: foundations. Human-Computer Interaction, 9, 251-317.
    • (1994) Human-Computer Interaction , vol.9 , pp. 251-317
    • Sanderson, P.M.1    Fisher, C.2
  • 51
    • 84860305503 scopus 로고    scopus 로고
    • Exploring regulatory processes during a computer-supported collaborative learning task using process mining
    • Schoor, C., & Bannert, M. (2012). Exploring regulatory processes during a computer-supported collaborative learning task using process mining. Computers in Human Behavior, 28(4), 1321-1331.
    • (2012) Computers in Human Behavior , vol.28 , Issue.4 , pp. 1321-1331
    • Schoor, C.1    Bannert, M.2
  • 53
    • 85008351995 scopus 로고    scopus 로고
    • Process mining from educational data
    • C. Robero, S. Ventura, M. Pechenizkiy, and R. Baker (Eds.), Boca Raton: Chapman&Hall/CRC
    • Trčka, N., Pechenizkiy, M., & van der Aalst, W. M. P. (2010). Process mining from educational data. In C. Robero, S. Ventura, M. Pechenizkiy, & R. Baker (Eds.), Handbook of educational data mining (pp. 123-142). Boca Raton: Chapman&Hall/CRC.
    • (2010) Handbook of Educational Data Mining , pp. 123-142
    • Trčka, N.1    Pechenizkiy, M.2    van der Aalst, W.M.P.3
  • 55
    • 0030528664 scopus 로고    scopus 로고
    • A metacognitive view of individual differences in self-regulated learning
    • Winne, P. H. (1996). A metacognitive view of individual differences in self-regulated learning. Learning and Individual Differences, 8, 327-353.
    • (1996) Learning and Individual Differences , vol.8 , pp. 327-353
    • Winne, P.H.1
  • 56
    • 77958137407 scopus 로고    scopus 로고
    • Improving measurements of self-regulated learning
    • Winne, P. H. (2010). Improving measurements of self-regulated learning. Educational Psychologist, 45, 267-276.
    • (2010) Educational Psychologist , vol.45 , pp. 267-276
    • Winne, P.H.1
  • 59
    • 67449160489 scopus 로고    scopus 로고
    • Supporting self-regulated learning with cognitive tools
    • D. J. Hacker, J. Dunlosky, and A. C. Graesser (Eds.), New York: Routledge
    • Winne, P. H., & Nesbit, J. C. (2009). Supporting self-regulated learning with cognitive tools. In D. J. Hacker, J. Dunlosky, & A. C. Graesser (Eds.), Handbook of metacognition in education. New York: Routledge.
    • (2009) Handbook of Metacognition in Education
    • Winne, P.H.1    Nesbit, J.C.2
  • 60
    • 0002848223 scopus 로고    scopus 로고
    • Measuring self-regulated learning
    • M. Boekaerts, P. R. Pintrich, and M. Zeidner (Eds.), San Diego: Academic
    • Winne, P. H., & Perry, N. E. (2000). Measuring self-regulated learning. In M. Boekaerts, P. R. Pintrich, & M. Zeidner (Eds.), Handbook of self-regulation (pp. 531-566). San Diego: Academic.
    • (2000) Handbook of Self-Regulation , pp. 531-566
    • Winne, P.H.1    Perry, N.E.2
  • 62
    • 85055603382 scopus 로고    scopus 로고
    • Sequential pattern analysis of learning logs: Methodology and applications
    • C. Robero, S. Ventura, M. Pechenizkiy, and R. Baker (Eds.), Boca Raton: Chapman&Hall/CRC
    • Zhou, M., Xu, Y. X., Nesbit, J. C., & Winne, P. H. (2010). Sequential pattern analysis of learning logs: Methodology and applications. In C. Robero, S. Ventura, M. Pechenizkiy, & R. Baker (Eds.), Handbook of educational data mining (pp. 107-121). Boca Raton: Chapman&Hall/CRC.
    • (2010) Handbook of Educational Data Mining , pp. 107-121
    • Zhou, M.1    Xu, Y.X.2    Nesbit, J.C.3    Winne, P.H.4
  • 63
    • 0002115332 scopus 로고    scopus 로고
    • Attaining self-regulation: a social cognitiv perspective
    • M. Boekaerts, P. R. Pintrich, and M. Zeidner (Eds.), San Diego: Academic
    • Zimmerman, B. J. (2000). Attaining self-regulation: a social cognitiv perspective. In M. Boekaerts, P. R. Pintrich, & M. Zeidner (Eds.), Handbook of self-regulation (pp. 13-39). San Diego: Academic.
    • (2000) Handbook of Self-Regulation , pp. 13-39
    • Zimmerman, B.J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.