Complementary machine intelligence and human intelligence in virtual teaching assistant for tutoring program tracing

Computers and Education

Volumn 57, Issue 4, 2011, Pages 2303-2312

  Chou, Chih Yueh ^a   Huang, Bau Hung ^a   Lin, Chi Jen ^b  

^a YUAN ZE UNIVERSITY   (Taiwan)

^b FO GUANG UNIVERSITY   (Taiwan)

Author keywords

Architectures for educational technology system; Evaluation of CAL systems; Intelligent tutoring systems; Interactive learning environments

Indexed keywords

ARCHITECTURES FOR EDUCATIONAL TECHNOLOGY SYSTEM; EVALUATION OF CAL SYSTEMS; EVALUATION RESULTS; HUMAN INTELLIGENCE; INTELLIGENT TUTORING SYSTEMS; INTERACTIVE LEARNING ENVIRONMENT; MACHINE INTELLIGENCE; VIRTUAL TEACHING;

ARTIFICIAL INTELLIGENCE; COMPUTER AIDED INSTRUCTION; COMPUTER SOFTWARE REUSABILITY; E-LEARNING; ERRORS; STUDENTS; USER INTERFACES; VIRTUAL REALITY;

TEACHING;

EID: 79960654857     PISSN: 03601315     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compedu.2011.06.005     Document Type: Article

References (41)

1. V. Aleven, B.M. McLaren, J. Sewall, and K.R. Koedinger A new paradigm for intelligent tutoring systems: example-tracing tutors International Journal of Artificial Intelligence in Education 19 2009 105 154
2. V. Aleven, E. Stahl, S. Schworm, F. Fischer, and R. Wallace Help seeking and help design in interactive learning environments Review of Educational Research 73 3 2003 277 320 (Pubitemid 37239927)
3. J.R. Anderson, and B.J. Reiser The LISP tutor Byte 10 1985 159 175
4. J.R. Anderson, A.T. Corbett, K.R. Koedinger, and R. Pelletier Cognitive tutors: Lessons learned The Journal of the Learning Sciences 4 1995 167 207
5. Arroyo, I.; Beck, J. E.; Woolf, B. P.; Beal, C. R.; & Schultz, K. (2000). Macroadapting Animalwatch to gender and cognitive differences with respect to hint interactivity and symbolism, Proceedings of 5th International Conference on Intelligent Tutoring Systems (ITS 2000), 574-583.
6. T. Barnes, J. Stamper, L. Lehmann, and M. Croy A Pilot study on logic proof tutoring using hints generated from historical student data Montreal, Canada R. Baker, T. Barnes, J. Beck, Proceedings of the 1st international conference on educational data mining (EDM 2008) 2008 197 201
7. S.B. Blessing, S.B. Gilbert, S. Ourada, and S. Ritter Authoring model-tracing cognitive tutors International Journal of Artificial Intelligence in Education 19 2009 189 210
8. B.S. Bloom The 2 sigma problem: the search for methods of group instruction as effective as one-to-one tutoring Educational Researcher 13 1984 4 16
9. R. Burke, K. Hammond, V. Kulyukin, S. Lytinen, N. Tomuro, and S. Schoenberg Question answering from frequently-asked question files: experiences with the FAQ finder system AI Magazine 18 2 1997 57 66 (Pubitemid 127684637)
10. R.R. Burton, and J.S. Brown A tutoring and student modeling paradigm for gaming environments ACM SIGGSE Bulletin 8 1 1978 236 246
11. C.Y. Chou, T.W. Chan, and C.J. Lin Redefining the learning companion: the past, present, and future of educational agents Computers & Education 40 3 2003 255 269
12. Chou, C. Y. & Sun, P. F. An educational tool for visualizing students' program tracing processes. Computer Applications in Engineering Education. (View this article online at wileyonlinelibrary.com; doi:10.1002/cae.20488), in press.
13. C. Conati, and K. VanLehn Toward computer-based support of meta-cognitive skills: a computational framework to coach self-explanations International Journal of Artificial Intelligence in Education 11 2000 389 415
14. J.V. Dempsey, M.P. Driscoll, and L.K. Swindell Text-based feedback J.V. Dempsey, G.C. Sales, Interactive instruction and feedback 1993 Educational Technology Publications Englewood Cliffs, NJ 21 54
15. J.D. Fletcher Evidence for learning from technology-assisted instruction H.F. O'Neil Jr. R. Perez, Technology applications in education: A learning view 2003 Lawrence Erlbaum Hillsdale, NJ 79 99
16. Geoffroy, F.; Aimeur, E. & Gillet, D. (2002). A virtual assistant for web-based training in engineering education. Proceedings of 6th Conference on Intelligent Tutoring System (ITS 2002), 301-310.
17. J.E. Greer, G.I. McCalla, J. Collins, V. Kumar, P. Meagher, and J. Vassileva Supporting peer help and collaboration in distributed workplace environments International Journal of Artificial Intelligence in Education 9 1998 159 177
18. R.G. Hausmann, and M.T.H. Chi Can a computer interface support self-explaining? Cognitive Technology 7 1 2002 4 14
19. Y.B. Hayashi, J. Bourdeau, and R. Mizoguchi Authoring model-tracing cognitive tutors International Journal of Artificial Intelligence in Education 19 2009 211 252
20. E. Heinrich, and H. Maurer Active Documents: Concept, implementation and applications Journal of Universal Computer Science 6 12 2000 1197 1202
21. W.L. Johnson, J.W. Rickel, and J.C. Lester Animated pedagogical agents: face-to-face interaction in interactive learning environments International Journal of Artificial Intelligence in Education 11 2000 47 78
22. K.R. Koedinger, and V. Aleven Exploring the assistance dilemma in experiments with cognitive tutors Educational Psychology Review 19 2007 239 264
23. Lin, C. J.; Chou, C. Y. & Chan, T. W. (2008). Developing a computer-supported tutoring interaction component with interaction data reuse. Proceedings of 9th International Conference on Intelligent Tutoring Systems (ITS 2008), 152-161.
24. R. Lister, E.S. Adams, S. Fitzgerald, W. Fone, J. Hamer, and M. Lindholm A multi-national study of reading and tracing skills in novice programmers ACM SIGCSE Bulletin 36 2004 119 150 (Pubitemid 43773378)
25. J. McKendree Effective feedback content for tutoring complex skills Human-Computer Interaction 5 1990 381 413
26. B. McLaren, K. Koedinger, M. Schneider, A. Harrer, and L. Bollen Bootstrapping novice data: Semi-automated tutor authoring using student log files Proc. workshop on analyzing student-tutor interaction logs to improve educational outcomes. 7th Intl. Conf. intelligent tutoring systems (ITS 2004) 2004 Maceió, Brazil
27. D.C. Merrill, B.J. Reiser, M. Ranney, and J.G. Trafton Effective tutoring techniques: a comparison of human tutors and intelligent tutoring systems The Journal of the Learning Sciences 2 3 1992 277 305
28. A. Mitrovic, B. Martin, P. Suraweera, K. Zakharov, N. Milik, and J. Holland ASPIRE: an authoring system and deployment environment for constraint-based tutors International Journal of Artificial Intelligence in Education 19 2009 155 188
29. A. Mitrovic, and S. Ohlsson Evaluation of a constraint-based tutor for a database language International Journal of Artificial Intelligence in Education 10 1999 238 256
30. R. Mizoguchi, and J. Bourdeau Using ontological engineering to overcome common AI-ED problems International Journal of Artificial Intelligence in Education 11 2000 107 121
31. T. Murray Authoring intelligent tutoring systems: an analysis of the state of the art International Journal of Artificial Intelligence in Education 10 1999 98 129
32. L. Razzaq, J. Patvarczki, S.F. Almeida, M. Vartak, M. Feng, and N.T. Heffernan The Assistment builder: Supporting the life cycle of tutoring system content creation IEEE Transactions on Learning Technologies 2 2 2009 157 166
33. Shindo, Y. & Matsuda, H. (2001). Design and implementation of scenario language for cyber teaching assistant, Proceedings of Enhancement of Quality Learning Through Information & Communication Technology, 2, 643-650.
34. V.J. Shute Focus on formative feedback Review of Educational Research 78 1 2008 153 189
35. D. Sleeman, and J. Brown Intelligent tutoring systems 1982 Academic Press
36. J. Stamper, T. Barnes, and M. Croy Enhancing the automatic generation of hints with expert seeding V. Aleven, J. Kay, J. Mostow, 2010 31 40 ITS 2010, LNCS 6095
37. C.R. Tseng Judy, and G.J. Hwang Development of an automatic customer service system on the internet Electronic Commerce Research and Applications 6 1 2007 19 28
38. V. Vainio, and J. Sajaniemi Factors in novice programmers' poor tracing skills, ITiCSE'07: The 12th annual SIGCSE conference on Innovation and technology in computer science education 2007 ACM Press NewYork, NY, USA 236-240
39. K. VanLehn The behavior of tutoring systems International Journal of Artificial Intelligence in Education 16 2006 227 265
40. E. Wenger Artificial intelligence and tutoring systems 1987 Morgan Kaufmann Los Altos, CA
41. B.P. Woolf Building intelligent interactive tutors: Student-centered strategies for revolutionizing e-learning 2008 Morgan Kaufmann Publishers Boston