Balanced cognitive load significantly improves the effectiveness of algorithm animation as a problem-solving tool

Journal of Visual Languages and Computing

Volumn 19, Issue 5, 2008, Pages 598-616

  Tudoreanu, M Eduard ^a   Kraemer, Eileen ^b  

^a University of Arkansas   (United States)

^b The University of Georgia ^*  (United States)

Author keywords

Algorithm animation; Animation of distributed algorithms; Cognitive economy; External cognition

Indexed keywords

EID: 51249086830     PISSN: 1045926X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jvlc.2008.01.001     Document Type: Article

References (40)

1. Byrne M., Catrambone R., and Stasko J. Evaluating animations as student aids in learning computer algorithms. Computers & Education 33 4 (1999) 253-278
2. Naps T., and Grissom S. The effective use of quicksort visualizations in the classroom. The Journal of Computing in Small Colleges 18 1 (2002) 88-96
3. Hansen S., Schrimpsher D., and Narayanan N. Learning algorithms by visualization: a novel approach using animation-embedded hypermedia. Proceedings of the 3rd International Conference on The Learning Sciences, Atlanta, GA (1998) 125-130
4. Hundhausen C., Douglas S., and Stasko J. A meta-study of algorithm visualization effectiveness. Journal of Visual Languages and Computing 13 (2002) 259-290
5. Kehoe C., Stasko J., and Taylor A. Rethinking the evaluation of algorithm animations as learning aids: an observational study. International Journal of Human-Computer Studies 54 2 (2001) 265-284
6. Lawrence A., Badre A., and Stasko J.T. Empirically evaluating the use of animations to teach algorithms. Proceedings of the 1994 IEEE Symposium on Visual Languages, St. Louis, MO (1994) 48-54
7. Stasko J., Badre A., and Lewis C. Do algorithm animations assist learning? an empirical study and analysis. Proceedings of ACM INTERCHI'93 Conference on Human Factors in Computing Systems, Understanding Programming (1993) 61-66
8. Naps T.L., Roessling G., Almstrum V., Dann W., Fleischer R., Hundhausen C., Korhonen A., Malmi L., McNally M., Rodger S., and Velazquez-Iturbide J.A. Exploring the role of visualization and engagement in computer science education. ITiCSE-WGR '02: Working Group Reports from ITiCSE on Innovation and Technology in Computer Science Education (2002), ACM Press, New York, NY, USA 131-152
9. Roessling G., Schueler M., and Freisleben B. The animal algorithm animation tool. ITiCSE '00: Proceedings of the 5th Annual SIGCSE/SIGCUE ITiCSE Conference on Innovation and Technology in Computer Science Education (2000), ACM Press, New York, NY, USA 37-40
10. Lucas J., Naps T.L., and Rossling G. Visualgraph: a graph class designed for both undergraduate students and educators. SIGCSE '03: Proceedings of the 34th SIGCSE Technical Symposium on Computer Science Education (2003), ACM Press, New York, NY, USA 167-171
11. Grissom S., McNally M.F., and Naps T. Algorithm visualization in cs education: comparing levels of student engagement. SoftVis '03: Proceedings of the 2003 ACM Symposium on Software Visualization (2003), ACM Press, New York, NY, USA 87-94
12. Dijkstra E.W., and Scholten C.S. Termination detection for diffusing computations. Information Processing Letters 11 1 (1980) 1-4
13. Norman D. The Psychology of Everyday Things (1988), Basic Books, New York
14. Norman D. Cognition in the head and in the world. Cognitive Science 17 1 (1993) 1-6
15. Scaife M., and Rogers Y. External cognition: how do graphical representations work?. International Journal of Human-Computer Studies 45 (1996) 185-213
16. Bertin J. Semiology of Graphics (1983), The University of Wisconsin Press
17. Craik K.J.W. The Nature of Explanation (1943), Cambridge University Press, Cambridge
18. Baddeley A.D. Working Memory (1986), Clarendon Press, Oxford, UK
19. Miller G.A. The magical number seven plus or minus two: some limits on our capacity for processing information. Psychology Review 63 (1956) 81-97
20. Baddeley A.D. Working memory. Science 255 (1992) 556-559
21. Pavio A. Mental representations: a dual coding approach (1986), Oxford University Press, Oxford, UK
22. Bartlett F.C. Remembering: an Experimental and Social Study (1932), Cambridge University Press
23. Sweller J., and Cooper G. The use of worked examples as a substitute for problem solving in learning algebra. Cognition and Instruction 2 (1985) 59-89
24. Cooper G., and Sweller J. The effects of schema acquisition and rule automation on mathematical problem-solving transfer. Journal of Educational Psychology 79 (1987) 347-362
25. Y. Rogers, M. Scaife, External cognition, in: Cooperative Technologies for Complex Work Setting (COTCOS) Project, European Commission's Training and Mobility Program, 1997 〈http://www-sv.cict.fr/cotcos/pjs/〉.
26. Larkin J.H., and Simon H.A. Why a diagram is (sometimes) worth ten thousand words. Cognitive Science 11 1 (1987) 65-100
27. Green T.R.G. Cognitive dimensions of notations. In: Sutcliffe A., and Macaulay L. (Eds). People and Computers V (1989), Cambridge University Press 443-460
28. Green T.R.G., and Petre M. Usability analysis of visual programming environments: a 'cognitive dimensions' framework. Journal of Visual Languages and Computing 7 (1996) 131-174
29. Zhang J., and Norman D.A. Representations in distributed cognitive tasks. Cognitive Science 18 (1994) 87-122
30. Pane J.F., Corbett A.T., and John B.E. Assessing dynamics in computer-based instruction. CHI '96: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (1996), ACM Press, New York, NY 197-204
31. Kaplan S., Gruppen L., Leventhal L., and Board F. The Components of Expertise: A Cross-Disciplinary Review (1986), The University of Michigan
32. Sweller J. Cognitive load during problem solving: effects on learning. Cognitive Science 12 (1988) 257-285
33. Chandler P., and Sweller J. Cognitive load theory and the format of instruction. Cognition and Instruction 8 (1991) 293-332
34. Feinberg S. Applying cognitive load theory to the design of web-based instruction. IEEE IPCC 2000/ACM 18th International Conference on Systems Documentation, Developing Online-Based Instruction (2000) 353-360
35. Sweller J., Chandler P., Tierney P., and Cooper M. Cognitive load and selective attention as factors in the structuring of technical material. Journal of Experimental Psychology: General 119 (1990) 176-192
36. Tanenbaum A.S. Computer Networks (1996), Prentice-Hall International, Inc., Englewood Cliffs, NJ. 0-13-394248-1
37. Sun Microsystems Inc., Java 3D (TM) 〈http://java.sun.com/products/java-media/3D/index.html〉.
38. Czerwinski M., Smith G., Regan T., Meyers B., Robertson G., and Starkweather G. Toward characterizing the productivity benefits of very large displays. In: Rauterberg M., et al. (Ed). Human-Computer Interaction-INTERACT'03 (2003), IOS Press, New York, NY 9-16
39. Pylyshyn Z., Burkell J., Fisher B., Sears C., Schmidt W., and Trick L. Multiple parallel access in visual attention. Canadian Journal of Experimental Psychology 48 2 (1994) 260-283
40. Yantis S. Multielement visual tracking: attention and perceptual organization. Cognitive Psychology 24 (1992) 295-340