Tracking children's mental states while solving algebra equations

Human Brain Mapping

Volumn 33, Issue 11, 2012, Pages 2650-2665

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

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

Algebra problem solving; Hidden markov models; Intelligent tutoring system; Multi vxoxel pattern recognition

Indexed keywords

ADOLESCENT; ALGORITHM; ARTICLE; BEHAVIORAL SCIENCE; BRAIN MAPPING; CHILD; COGNITION; CONTROLLED STUDY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HIDDEN MARKOV MODEL; HUMAN; MALE; MATHEMATICAL PARAMETERS; MENTAL HEALTH; NUCLEAR MAGNETIC RESONANCE SCANNER; PRIORITY JOURNAL; PROBLEM SOLVING; SCHOOL CHILD; TASK PERFORMANCE; VOXEL BASED MORPHOMETRY;

ADOLESCENT; ALGORITHMS; BRAIN MAPPING; CHILD; FEMALE; HUMANS; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; PROBLEM SOLVING;

EID: 84864530866     PISSN: 10659471     EISSN: 10970193     Source Type: Journal    
DOI: 10.1002/hbm.21391     Document Type: Article

References (36)

1. Abdelnour F, Huppert T. (2009) Real-time Imaging of human brain function by near-infrared spectroscopy using an adaptive general linear model. NeuroImage 46: 133-143.
2. Anderson JR (2005): Human symbol manipulation within an integrated cognitive architecture. Cogn Sci 29: 313-342.
3. Anderson JR (2007): How Can the Human Mind Occur in the Physical Universe? New York: Oxford University Press.
4. Anderson JR, Carter CS, Fincham JM, Ravizza SM, Rosenberg-Lee M (2008): Using fMRI to test models of complex cognition. Cogn Sci 32: 1323-1348.
5. Anderson JR, Corbett AT, Koedinger K, Pelletier R (1995): Cognitive tutors: Lessons learned. J Learn Sci 4: 167-207.
6. Anderson JR, Gluck K (2001): What role do cognitive architectures play in intelligent tutoring systems? In Klahr V, Carver SM, editors. Cognition & Instruction: Twenty-Five Years of Progress. Mahwah, NJ: Lawrence Erlbaum Associates. pp. 227-262.
7. Anderson JR, Betts S, Ferris JL, Fincham JM (2010): Neural imaging to track mental states while using an intelligent tutoring system. Proc Natl Acad Sci USA 107: 7018-7023.
8. Brunstein A, Betts S, Anderson JR (2009): Practice enables successful learning under minimal guidance. J Educ Psychol 101: 790-802.
9. Carter CS, Braver TS, Barch DM, Botvinick MM, Noll D, Cohen JD (1998): Anterior cingulate cortex, error detection, and the online monitoring of performance. Science 280: 747-749.
10. Davatzikos C, Ruparel, Fan Y, Shen DG, Acharyya M, Loughead JW, Gur WR, Langleben DD (2005): Classifying spatial patterns of brain activity with machine learning methods: Application to lie detection. NeuroImage 28: 663-668.
11. Fehr T, Code C, Herrmann M (2007): Common brain regions underlying different arithmetic operations as revealed by conjunct fMRI-BOLD activation. Brain Res 1172: 93-102.
12. Foerster PA. (1990). Algebra I, 2nd Edition. Menlo Park, CA: Addison-Wesley Publishing.
13. Friston KJ. (2006). Statistical Parametric Mapping: The Analysis of Functional Brain, Academic Press: London.
14. Friston KJ, Fletcher P, Josephs O, Holmes A, Rugg MD, Turner R (1998): Event-related fMRI: Characterizing differential responses. NeuroImage 7: 30-40.
15. Graesser AC, D'Mello SK, Craig SD, Witherspoon A, Sullins J, McDaniel B, Gholson B (2008): The relationship between affect states and dialogue patterns during interactions with AutoTutor. J Interact Learn Res 19: 293-312.
16. Haynes JD, Rees G (2005): Predicting the stream of consciousness from activity in human visual cortex. Curr Trends Biol 15: 1301-1307.
17. Haxby JV, Gobbini MI, Furey ML, Ishai A, Schouten JL, Pietrini P (2001): Distributed and overlapping representations of faces and objects in ventral temporal cortex. Science 293: 2425-2430.
18. Haynes JD, Sakai K, Rees G Gilbert S, Frith C, Passingham RE (2007): Reading hidden intentions in the human brain. Curr Trends Biol 17: 323-328.
19. Hsu CW, Chang CC, and Lin CJ (2009): A Practical Guide to Support Vector Classification. Taipei, Taiwan: Department of Computer Science and Information Engineering, National Taiwan University.
20. Hutchinson R, 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.
21. Kesler SR, Menon V, Reiss AL (2006): Neuro-functional differences associated with arithmetic processing in Turner syndrome. Cereb Cortex 16: 849-856.
22. 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.
23. McLachlan GJ (2004): Discriminant Analysis and Statistical Pattern Recognition. Wiley Interscience, New York.
24. Mitchell TM, Shinkareva SV, Carlson A, Chang K-M., Malave VL, Mason RA, Just MA (2008): Predicting human brain activity associated with the meanings of nouns. Science 320: 1191-1195.
25. Nielsen FA, Balslev D, Hansen LK (2005): Mining the posterior cingulate: Segregation between memory and pain component. NeuroImage 27: 520-532.
26. Norman KA, Polyn SM, Detre GJ, Haxby JV (2006): Beyond mind-reading: Multi-voxel pattern analysis of fMRI data. Trends Cogn Sci 10: 424-430.
27. Qin Y, Sohn M-H., Anderson JR, Stenger VA, Fissell K, Goode A, Carter CS (2003): Predicting the practice effects on the blood oxygenation level-dependent (BOLD) function of fMRI in a symbolic manipulation task. Proc Natl Acad Sci USA 100: 4951-4956.
28. Qin Y, Anderson JR, Silk E, Stenger VA, Carter CS (2004): The change of the brain activation patterns along with the children's practice in algebra equation solving. Proc Natl Acad Sci USA 101: 5686-5691.
29. Pereira F, Mitchell T, Botvinick M (2009): Machine learning classifiers and fMRI: A tutorial overview. NeuroImage 45: S199-S209.
30. Rabiner RE (1989): A tutorial on Hidden Markov Models and selected applications in speech recognition. Proc IEEE 77: 257-286.
31. Ritter S, Anderson JR, Koedinger KR, Corbett A (2007): Cognitive tutor: Applied research in mathematics education. Psychonom Bull Rev 14: 249-255.
32. Salvucci DD, Anderson JR (2001): Automated eye-movement protocol analysis. Hum Comput Interact 16: 39-86.
33. Tulving E, Habib R, Nyberg L, Lepage M, McIntosh AR (1999): Positron emission tomography correlations in and beyond medial temporal lobes. Hippocampus 9: 71-78.
34. Ullsperger M, Harsay HA, Wessel JR, Ridderinkhof KR (2010): Conscious perception of errors and its relation to the anterior insula. Brain Funct Struct 214: 629-643.
35. Wickens TD (2002): Elementary Signal Detection Theory. New York: Oxford University Press.
36. Woods RP, Grafton ST, Holmes CJ, Cherry SR, Mazziotta JC (1998): Automated image registration. I. General methods and intrastudent intramodality validation. J Comput Assist Tomogr 22: 139-152.