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347 Hajime Shirouzu School of Information Science and Technology, Chukyo University. shirouzu@sist.chukyo-u.ac.jp Keywords: transfer, leaning sciences, collaborative learning, preparing for future learning, knowledge-in-pieces. 1. [Royer 05] 1 1 [Bereiter 02] [ 12a] [Thorndike 01a] transfer [Freud 05]

348 27 4 2012 7 transference transfer in transfer out A B A B A B 2 2. B A [Thorndike 01a, Thorndike 01b] 1cm 2 25 cm 2 100 cm 2 125 10 100 cm 2 1cm 2 140 200 cm 2 [Thorndike 01c] 1 20 [Judd 08] 12 4 [Wertheimer 59] 1 a 1 [Singley 85] If-Then

349 a b Wertheimer c Wertheimer 1 1 b 1 a 5 1 a 1 a 1 b 1 c 3. 3 1 [Gick 80] target base analogy 92 20 [Gentner 83, Hayes 77, Reed 74] [Gick 83] 52

350 27 4 2012 7 21 2 contrasting cases [Gentner 03] 158 4 90 70 55 37 2 analogical encoding Structure-Mapping Engine [Falkenhainer 89] pragmatic constraint [Holyoak 95] ARCS ACME 3 2 [Lave 88] [Gentner 83, Gick 80, Hayes 77, Reed 74] everyday cognition 12.5 oz 1.89$ 9.5 oz 1.39$ 1.89$ 12.5oz 0.151$/oz 1.39$ 9.5oz 0.146$/oz 0.151$/oz 0.146$/oz 1.89$ 1.39$ 0.5$ 12.5oz 9.5oz 3oz 0.5$ 3oz 98 198

351 25 3 2 3 2 4 1 2/3 3/4 1/2 [Saxe 90] 1 200 3 500 28 28 20 20 8 6 3 1 2 2 [ 98] [ 11] [Gentner 03, Gick 83, Saxe 90] 4. 4 1 [Engle 06] purely content-oriented approach situative approach Engle 5 1 4 Engle 1

352 27 4 2012 7 Engle [Gick 83] Engle 14 T Jonelle author framing Jonelle whales can t reproduce that often Jonelle Samantha Jonelle Jonelle whales can t reproduce that often Engle 2 Who When Where What Engle [Gick 80] revoice Engle 3 Engle 2 [Engle 06] 3 Engle p. 492

353 Engle 4 2 4 3 4 2. Lobato [Lobato 06, Lobato 08] Lobato actor-oriented transfer approach [Lobato 02] 90 15 1 36 y mx b y x what it goes up by m y x x m 1 1 [Lobato 02] 10.3 3 It goes up by 3 3 y 3 3 goes up by y 5 6m 13 16 1 y x 2 2.7 2.7 y x 1 y 2 x 3 y 3 x y scaffolding goes up by [ 08] 4 1 Engle

354 27 4 2012 7 Lobato Lobato 4 3 [Schwartz 04] Schwartz Schwartz 3 95 2 6 3 2 5 3 3 [Schwartz 04] 30 1 2 Smyth Fireball 1 3 2 2 1 Big Bruiser 3 Ronco Smyth 3 Smyth 1 Big Bruiser 3 Ronco 1 3 1

355 1 1 1 1 2 3 2 30 4 1 2 2 5 Inventing a measure Tell and copy Worked example embedded in test 2 5 4 [Schwartz 04] 5 PFL [Schwartz 04] 61 2 x i x z Sx x i x S x 5 30 Schwartz [Schwartz 09] [ 08] 4

356 27 4 2012 7 [Wertheimer 59] Lobato 5. 4 3 1 portability sustainability dependability [ 12b] [Wagner 06] knowledge-inpieces transfer-inpieces 2 [Shirouzu 02] 3/4 2/3 2/3 3/4 9 6 4 3 4 2/3 2 4 [Schwartz 04] [ 04, 09] 2 2 3 4 4 5 [ 11] 6 6 3

357 [ 10, 11a] AI [ 11, 11b] C 23530874 B 21730529 21118007 [Bereiter 02] Bereiter, C.: Education and Mind in the Knowledge Age, Mahwah, NJ: Lawrence Erlbaum Associates 2002 [Engle 2006] Engle, R. A.: Framing interactions to foster generative learning: A situative explanation of transfer in a community of learners classroom, J. Learning Sciences, Vol. 15, No. 4, pp. 451-498 2006 [Falkenhainer 89] Falkenhainer, B., Forbus, K. D. and Gentner, D.: The structure-mapping engine: Algorithm and examples, Artificial Intelligence, Vol. 41, No. 1, pp. 1-63 1989 [Freud 05] Freud, S.: Fragment of an analysis of a case of hysteria, The Standard Edition of the Complete Psychological Works of Sigmund Freud, Vol. VII, pp. 1-122 1905 [Gentner 83] Gentner, D. and Gentner, D.: Flowing waters or teeming crowds: Mental models of electricity, D. Gentner and A. L. Stevens, eds., Mental Models, pp. 99-129, Hillsdale, NJ: Lawrence Erlbaum Associates 1983 [Gentner 03] Gentner, D., Loewenstein, J. and Thompson, L.: Learning and transfer: A general role for analogical encoding, J. Educational Psychology, Vol. 95, No. 2, pp. 393-408 2003 [Gick 80] Gick, M. L. and Holyoak, K. J.: Analogical problem solving, Cognitive Psychology, Vol. 12, pp. 306-355 1980 [Gick 83] Gick, M. L. and Holyoak, K. J.: Schema induction and analogical transfer, Cognitive Psychology, Vol. 15, pp. 1-38 1983 [Hayes 77] Hayes, J. R. and Simon, H. A.: Psychological differences among problem isomorphs, N. J. Castellan, D. B. Pisoni and G. R. Potts eds., Cognitive Theory, Vol. 2, pp. 21-41, Hillsdale, NJ: Erlbaum 1977 [Holyoak 95] Holyoak, K. J. and Thagard, P.: Mental Leaps: Analogy in Creative Thought, Cambridge, MA, MIT Press 1995 [Judd 08] Judd, C. H.: The relation of special training and general intelligence, Educational Review, Vol. 36, pp. 28-42 1908 [ 11], Vol. 18, No. 4, pp. 604-623 2011 [ 11], Vol. 59, No. 1, pp. 13-26 2011 [Lave 88] Lave, J.: Cognition in Practice: Mind, Mathematics and Culture in Everyday Life, New York: Cambridge University Press 1988 [Lobato 02] Lobato, J. and Siebert, D.: Quantitative reasoning in a reconceived view of transfer, J. Mathematical Behavior, Vol. 21, No. 1, pp. 87-116 2002 [Lobato 06] Lobato, J.: Alternative perspectives on the transfer of learning: History, issues and challenges for future research, J. Learning Sciences, Vol. 15, No. 4, pp. 431-449 2006 [Lobato 08] Lobato, J.: Research methods for alternative approaches to transfer: Implications for design experiments, A. Kelly, R. Lesh and J. Baek, eds., Handbook of Design Research Methods in Education: Innovations in Science, Technology, Engineering, and Mathematics Learning and Teaching, pp. 167-194, New York: Routledge 2008 [ 04] 1 21 pp. 410-411 2004 [ 08],, p. 50 2008 [ 10] Vol. 17, No. 2, pp. 372-376 2010 [ 11] Vol. 29, No. 10, pp. 868-870 2011 [ 12a] 21 pp. 240-255 2012 [ 12b] pp. 205-224 2012 [Reed 74] Reed, S. K., Ernst, G. W. and Banerji, R.: The role of analogy in transfer between similar problem states, Cognitive Psychology, Vol. 6, pp. 436-450 1974 [Royer 05] Royer, J. M., Mestre, J. P. and Dufresne, R. J.: Introduction: Framing the transfer problem, J. P. Mestre, ed., Transfer of Learning from a Modern Multidisciplinary Perspective, pp. vii-xxvi, Greenwich, CT: Information Age 2005 [ 98] pp. 157-203 1998 [Saxe 90] Saxe, G. B.: The interplay between children s learning in school and out-of-school contexts, M. Gardner, J. G. Greeno and et al., eds, Toward a Scientific Practice of Science Education, pp. 219-234, Hillsdale, NJ, Lawrence Erlbaum Associates 1990 [Schwartz 04] Schwartz, D. L. and Martin, T.: Inventing to prepare for learning: The hidden efficiency of original student production in statistics instruction, Cognition and Instruction, Vol. 22, No. 2, pp. 129-184 2004 [Schwartz 09] Schwartz, D. L., Lindgren, R. and Lewis S.: Constructivism in an age of non-constructivist assessments, S. Tobias and T. M. Duffy, eds., Constructivist Instruction, pp.34-61, New York: Routledge 2009 [Shirouzu 02] Shirouzu, H., Miyake, N. and Masukawa, H.: Cognitively active externalization for situated reflection, Cognitive Science, Vol. 26, No. 4, pp. 469-501 2002 [ 09] Vol. 16, No. 3, pp. 348-376 2009 [ 11a] 27 pp. 47-50 2011 [ 11b] Vol. 29, No. 10, pp. 898-901 2011 [Singley 85] Singley, M. K. and Anderson, J. R.: The transfer of text-editing skill, J. Man-Machine Interaction, Vol. 22, pp. 403-423 1985 [Thorndike 01a] Thorndike, E. L. and Woodworth R. S.: The

358 27 4 2012 7 influence of improvement in one mental function upon the efficiency of other functions I, Psychological Review, Vol. 8, No. 3, pp. 247-261 1901 [Thorndike 01b] Thorndike, E. L. and Woodworth R. S.: The influence of improvement in one mental function upon the efficiency of other functions: II. The estimation of magnitudes, Psychological Review, Vol. 8, No. 4, pp. 384-395 1901 [Thorndike 01c] Thorndike, E. L. and Woodworth R. S.: The influence of improvement in one mental function upon the efficiency of other functions: III. Functions involving attention, observation and discrimination, Psychological Review, Vol. 8, No. 6, pp. 553-564 1901 [Wagner 06] Wagner, J. F.: Transfer in pieces, Cognition and Instruction, Vol. 24, No. 1, pp. 1-71 2006 [Wertheimer 59] Wertheimer, M. Productive Thinking, New York: Harper and Row 1959 2000 2007 AERA Cognitive Science Society ISLS 2012 5 25