Neural imaging to track mental states while using an intelligent tutoring system

Proceedings of the National Academy of Sciences of the United States of America

Volumn 107, Issue 15, 2010, Pages 7018-7023

  Anderson, John R ^a   Betts, Shawn ^a   Ferris, Jennifer L ^a   Fincham, Jon M ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

Cognitive modeling; Functional MRI; Hidden Markov model

Indexed keywords

ADULT; ALGORITHM; ARTICLE; COGNITION; ELECTROENCEPHALOGRAM; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; INTELLIGENCE; MALE; MENTAL HEALTH; NORMAL HUMAN; PRIORITY JOURNAL; PROBABILITY;

ADOLESCENT; ADULT; ALGORITHMS; ARTIFICIAL INTELLIGENCE; BRAIN MAPPING; COMPUTER-ASSISTED INSTRUCTION; FEMALE; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; PATTERN RECOGNITION, AUTOMATED; PROBLEM SOLVING; SOFTWARE; TEACHING; USER-COMPUTER INTERFACE;

EID: 77951057909     PISSN: 00278424     EISSN: 10916490     Source Type: Journal    
DOI: 10.1073/pnas.1000942107     Document Type: Article

References (22)

1. Koedinger KR, Anderson JR, Hadley WH, Mark M (1997) Intelligent tutoring goes to school in the big city. Int J Artif Intell Educ 8:30-43.
2. Ritter S, Anderson JR, Koedinger KR, Corbett A (2007) Cognitive tutor: applied research in mathematics education. Psychon Bull Rev 14:249-255.
3. Davatzikos C, et al. (2005) Classifying spatial patterns of brain activity with machine learning methods: application to lie detection. Neuroimage 28:663-668. (Pubitemid 41540374)
4. Haxby JV, et al. (2001) Distributed and overlapping representations of faces and objects in ventral temporal cortex. Science 293:2425-2430.
5. Haynes JD, et al. (2007) Reading hidden intentions in the human brain. Curr Biol 17:323-328.
6. Mitchell TM, et al. (2008) Predicting human brain activity associated with the meanings of nouns. Science 320:1191-1195.
7. Abdelnour AF, Huppert T (2009) Real-time imaging of human brain function by near-infrared spectroscopy using an adaptive general linear model. Neuroimage 46:133-143.
8. Haynes JD, Rees G (2005) Predicting the stream of consciousness from activity in human visual cortex. Curr Biol 15:1301-1307. (Pubitemid 41026597)
9. Hutchinson RA, Niculescu RS, Keller TA, Rustandi I, Mitchell TM (2009) Modeling fMRI data generated by overlapping cognitive processes with unknown onsets using Hidden Process Models. Neuroimage 46:87-104.
10. Anderson JR (2007) How Can the Human Mind Occur in the Physical Universe? (Oxford University Press, New York).
11. Brunstein A, Betts S, Anderson JR (2009) Practice enables successful learning under minimal guidance. J Educ Psychol 101:790-802.
12. Foerster PA (1990) Algebra I 2nd Ed. (Addison-Wesley Publishing, Menlo Park, CA).
13. Owen AM, McMillan KM, Laird AR, Bullmore E (2005) N-back working memory paradigm: a meta-analysis of normative functional neuroimaging studies. Hum Brain Mapp 25:46-59.
14. Anderson JR, Betts S, Ferris JL, Fincham JM (2010) Can neural imaging be used to investigate learning in an educational task? Expertise and Skill Acquisition: The Impact of William G. Chase, ed Staszewski J (Taylor Francis, New York), in press.
15. Card SK, Moran TP, Newell A (1983) The Psychology of Human-Computer Interaction (Erlbaum, Hillsdale, NJ).
16. Green DM, Swets JA (1966) Signal Detection Theory and Psychophysics (Wiley, New York, NY).
17. Anderson JR, Qin Y, Sohn M-H, Stenger VA, Carter CS (2003) An information-processing model of the BOLD response in symbol manipulation tasks. Psychon Bull Rev 10:241-261. (Pubitemid 37544953)
18. Qin Y, et al. (2004) The change of the brain activation patterns as children learn algebra equation solving. Proc Natl Acad Sci USA 101:5686-5691. (Pubitemid 38481217)
19. Rosenberg-Lee M, Lovett MC, Anderson JR (2009) Neural correlates of arithmetic calculation strategies. Cogn Affect Behav Neurosci 9:270-285.
20. Murphy K (2002) Hidden Semi-Markov Models (Technical Report MIT AI Lab, Boston, MA).
21. Rabiner RE (1989) A tutorial on Hidden Markov Models and selected applications in speech recognition. Proc Inst Electri Electro Eng 77:257-286.
22. Woods RP, Grafton ST, Holmes CJ, Cherry SR, Mazziotta JC (1998) Automated image registration: I. General methods and intrasubject, intramodality validation. J Comput Assist Tomogr 22:139-152.