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Volumn 2, Issue 2, 2009, Pages 79-92

Using mixed-effects modeling to analyze different grain-sized skill models in an intelligent tutoring system

Author keywords

Cognitive diagnostic assessment; Fine grained skill model; Intelligent tutoring systems; Mixed effects model; Statistical analysis of skill models

Indexed keywords

COGNITIVE DIAGNOSTIC ASSESSMENT; FINE-GRAINED SKILL MODEL; INTELLIGENT TUTORING SYSTEMS; MIXED-EFFECTS MODEL; STATISTICAL ANALYSIS OF SKILL MODELS;

EID: 84857285263     PISSN: 19391382     EISSN: None     Source Type: Journal    
DOI: 10.1109/TLT.2009.17     Document Type: Conference Paper
Times cited : (16)

References (46)
  • 11
    • 39749158714 scopus 로고    scopus 로고
    • Recommendation to the Texas State Board of Education on the Setting of TAKS Standards: A Call to Responsible Action
    • J. Confrey, A. Valenzuela, and A. Ortiz, "Recommendation to the Texas State Board of Education on the Setting of TAKS Standards: A Call to Responsible Action," http://www.syrce.org/State_Board.htm, 2002.
    • (2002)
    • Confrey, J.1    Valenzuela, A.2    Ortiz, A.3
  • 12
    • 0007297658 scopus 로고
    • Student Modeling in the ACT Programming Tutor
    • P. Nichols, S. Chipman, and R. Brennan, eds, Lawrence Erlbaum Assoc
    • A.T. Corbett, J.R. Anderson, and A.T. O'Brien, "Student Modeling in the ACT Programming Tutor," Cognitively Diagnostic Assessment, P. Nichols, S. Chipman, and R. Brennan, eds., Lawrence Erlbaum Assoc., 1995.
    • (1995) Cognitively Diagnostic Assessment
    • Corbett, A.T.1    Anderson, J.R.2    O'Brien, A.T.3
  • 13
    • 35048858854 scopus 로고    scopus 로고
    • Why Are Algebra Word Problems Difficult? Using Tutorial Log Files and the Power Law of Learning to Select the Best Fitting Cognitive Model
    • E. Croteau, N.T. Heffernan, and K.R. Koedinger, "Why Are Algebra Word Problems Difficult? Using Tutorial Log Files and the Power Law of Learning to Select the Best Fitting Cognitive Model," Proc. Seventh Int'l Conf. Intelligent Tutoring Systems, pp. 240-250, 2004.
    • (2004) Proc. Seventh Int'l Conf. Intelligent Tutoring Systems , pp. 240-250
    • Croteau, E.1    Heffernan, N.T.2    Koedinger, K.R.3
  • 15
    • 0007233001 scopus 로고
    • A Measurement Model for a Complex Cognitive Skill
    • P. Nichols, S. Chipman, and R. Brennan, eds, Lawrence Erlbaum Assoc
    • K.L. Draney, P. Pirolli, and M. Wilson, "A Measurement Model for a Complex Cognitive Skill," Cognitively Diagnostic Assessment, P. Nichols, S. Chipman, and R. Brennan, eds., Lawrence Erlbaum Assoc., 1995.
    • (1995) Cognitively Diagnostic Assessment
    • Draney, K.L.1    Pirolli, P.2    Wilson, M.3
  • 16
    • 68149123429 scopus 로고
    • Structured Rasch Models for Measuring Individual-Difference in Learning and Change
    • S.E. Embretson, "Structured Rasch Models for Measuring Individual-Difference in Learning and Change," Int'l J. Psychology vol. 27, nos. 3/4, pp. 372-372, 1992.
    • (1992) Int'l J. Psychology , vol.27 , Issue.3-4 , pp. 372-372
    • Embretson, S.E.1
  • 17
    • 33746352050 scopus 로고    scopus 로고
    • Predicting State Test Scores Better with Intelligent Tutoring Systems: Developing Metrics to Measure Assistance Required
    • M. Ikeda, K.D. Ashley, and T.-W. Chan, eds, pp
    • M. Feng, N.T. Heffernan, and K.R. Koedinger, "Predicting State Test Scores Better with Intelligent Tutoring Systems: Developing Metrics to Measure Assistance Required," Proc. Eighth Int'l Conf. Intelligent Tutoring Systems, M. Ikeda, K.D. Ashley, and T.-W. Chan, eds., pp. 31-40, 2006.
    • (2006) Proc. Eighth Int'l Conf. Intelligent Tutoring Systems , pp. 31-40
    • Feng, M.1    Heffernan, N.T.2    Koedinger, K.R.3
  • 19
    • 39749116155 scopus 로고    scopus 로고
    • Towards Live Informing and Automatic Analyzing of Student Learning: Reporting in ASSISTment System
    • M. Feng and N. Heffernan, "Towards Live Informing and Automatic Analyzing of Student Learning: Reporting in ASSISTment System," J. Interactive Learning Research, vol. 18, no. 2, pp. 207-230, 2007.
    • (2007) J. Interactive Learning Research , vol.18 , Issue.2 , pp. 207-230
    • Feng, M.1    Heffernan, N.2
  • 20
    • 68149183511 scopus 로고    scopus 로고
    • Can an Intelligent Tutoring System Predict Math Proficiency as well as a Standardized Test?
    • R.S.J.d. Baker and J.E. Beck, eds, pp
    • M. Feng, J. Beck, N. Heffernan, and K. Koedinger, "Can an Intelligent Tutoring System Predict Math Proficiency as well as a Standardized Test?" Proc. First Int'l Conf. Education Data Mining, R.S.J.d. Baker and J.E. Beck, eds., pp. 107-116, 2008.
    • (2008) Proc. First Int'l Conf. Education Data Mining , pp. 107-116
    • Feng, M.1    Beck, J.2    Heffernan, N.3    Koedinger, K.4
  • 21
    • 84857498807 scopus 로고    scopus 로고
    • Can We Predict Which Groups of Questions Students Will Learn From?
    • R.S.J.d. Baker and J.E. Beck, eds, pp
    • M. Feng, N. Heffernan, J. Beck, and K. Koedinger, "Can We Predict Which Groups of Questions Students Will Learn From?" Proc. First Int'l Conf. Education Data Mining, R.S.J.d. Baker and J.E. Beck, eds., pp. 218-225, 2008.
    • (2008) Proc. First Int'l Conf. Education Data Mining , pp. 218-225
    • Feng, M.1    Heffernan, N.2    Beck, J.3    Koedinger, K.4
  • 22
    • 68149170049 scopus 로고    scopus 로고
    • Addressing the Assessment Challenge in an Online System That Tutors as It Assesses
    • to be published in, Personalization Research
    • M. Feng, N.T. Heffernan, and K.R. Koedinger, "Addressing the Assessment Challenge in an Online System That Tutors as It Assesses," to be published in User Modeling and User-Adapted Interaction: The J. Personalization Research.
    • User Modeling and User-Adapted Interaction: The J
    • Feng, M.1    Heffernan, N.T.2    Koedinger, K.R.3
  • 23
    • 33746381651 scopus 로고    scopus 로고
    • Improving Intelligent Tutoring Systems: Using Expectation Maximization to Learn Student Skill Levels
    • M. Ikeda, K.D. Ashley, and T.-W. Chan, eds, pp
    • K. Ferguson, I. Arroyo, S. Mahadevan, B. Woolf, and A. Barto, "Improving Intelligent Tutoring Systems: Using Expectation Maximization to Learn Student Skill Levels," Proc. Eighth Int'l Conf. Intelligent Tutoring Systems, M. Ikeda, K.D. Ashley, and T.-W. Chan, eds., pp. 453-462, 2006.
    • (2006) Proc. Eighth Int'l Conf. Intelligent Tutoring Systems , pp. 453-462
    • Ferguson, K.1    Arroyo, I.2    Mahadevan, S.3    Woolf, B.4    Barto, A.5
  • 24
    • 39649118232 scopus 로고    scopus 로고
    • Using the Attribute Hierarchy Method to Make Diagnostic Inferences about Examinees' Cognitive Skills in Algebra on the SAT
    • M.J. Gierl, C. Wang, and J. Zhou, "Using the Attribute Hierarchy Method to Make Diagnostic Inferences about Examinees' Cognitive Skills in Algebra on the SAT," J. Technology, Learning, and Assessment, vol. 6, no. 6, http://www.jtla.org, 2008.
    • (2008) J. Technology, Learning, and Assessment , vol.6 , Issue.6
    • Gierl, M.J.1    Wang, C.2    Zhou, J.3
  • 27
    • 84857710605 scopus 로고    scopus 로고
    • Using On-Line Tutoring Records to Predict End-of-Year Exam Scores: Experience with the ASSISTments Project and MCAS Eighth Grade Mathematics
    • R.W. Lissitz, ed, JAM Press
    • B. Junker, "Using On-Line Tutoring Records to Predict End-of-Year Exam Scores: Experience with the ASSISTments Project and MCAS Eighth Grade Mathematics," Assessing and Modeling Cognitive Development in School R.W. Lissitz, ed., JAM Press, 2007.
    • (2007) Assessing and Modeling Cognitive Development in School
    • Junker, B.1
  • 30
    • 84857693604 scopus 로고    scopus 로고
    • R. Mislevy, Cognitive Psychology and Educational Assessment, Educational Measurement, fourth ed., R.L. Brennan, ed., Am. Council on Education, 2006.
    • R. Mislevy, "Cognitive Psychology and Educational Assessment," Educational Measurement, fourth ed., R.L. Brennan, ed., Am. Council on Education, 2006.
  • 31
    • 0012673052 scopus 로고    scopus 로고
    • An Investigation of Teachers' Beliefs of Students' Algebra Development
    • M.J. Nathan and K.R. Koedinger, "An Investigation of Teachers' Beliefs of Students' Algebra Development," Cognition and Instruction, vol. 18, no. 2, pp. 209-237, 2000.
    • (2000) Cognition and Instruction , vol.18 , Issue.2 , pp. 209-237
    • Nathan, M.J.1    Koedinger, K.R.2
  • 32
    • 0003783749 scopus 로고
    • P.D. Nichols, S.F. Chipman, and R.L. Brennan, eds. Lawrence Erlbaum Assoc
    • Cognitively Diagnostic Assessment, P.D. Nichols, S.F. Chipman, and R.L. Brennan, eds. Lawrence Erlbaum Assoc., 1995.
    • (1995) Cognitively Diagnostic Assessment
  • 33
    • 33751573534 scopus 로고    scopus 로고
    • State Test Programs Mushroom as NCLB Mandate Kicks
    • Nov
    • L. Olson, "State Test Programs Mushroom as NCLB Mandate Kicks," Education Week, pp. 10-14, Nov. 2004.
    • (2004) Education Week , pp. 10-14
    • Olson, L.1
  • 35
    • 73149097315 scopus 로고    scopus 로고
    • The Composition Effect: Conjunctive or Compensatory? An Analysis of Multi-Skill Math Questions in ITS
    • R.S.J.d. Baker and J.E. Beck, eds
    • Z.A. Pardos, N.T. Heffernan, C. Ruiz, and J. Beck, "The Composition Effect: Conjunctive or Compensatory? An Analysis of Multi-Skill Math Questions in ITS," Proc. First Int'l Conf. Educational Data Mining R.S.J.d. Baker and J.E. Beck, eds., 2008.
    • (2008) Proc. First Int'l Conf. Educational Data Mining
    • Pardos, Z.A.1    Heffernan, N.T.2    Ruiz, C.3    Beck, J.4
  • 36
    • 35748932852 scopus 로고    scopus 로고
    • R Foundation for Statistical Computing, project.org
    • R Development Core Team "R: A Language and Environment for Statistical Computing," R Foundation for Statistical Computing, http://www.r-project.org, 2007.
    • (2007) R: A Language and Environment for Statistical Computing
  • 37
    • 0001201909 scopus 로고
    • Bayesian Model Selection in Social Research
    • A. Raftery, "Bayesian Model Selection in Social Research," Sociological Methodology, vol. 25, pp. 111-163, 1995.
    • (1995) Sociological Methodology , vol.25 , pp. 111-163
    • Raftery, A.1
  • 38
    • 84900606674 scopus 로고    scopus 로고
    • The New Education Secretary Talks about the Controversial Law and Financial Aid Forms
    • E. Ramírez and K. Clark, "What Arne Duncan Thinks of No Child Left Behind: The New Education Secretary Talks about the Controversial Law and Financial Aid Forms," http://www.usnews.com/articles/education/ 2009/02/05/what-arne-duncanthinks-of-no-child-left-behind.html, 2009.
    • (2009) What Arne Duncan Thinks of No Child Left Behind
    • Ramírez, E.1    Clark, K.2
  • 39
    • 33746329887 scopus 로고    scopus 로고
    • Scaffolding vs. Hints in the Assistment System
    • M. Ikeda, K.D. Ashley, and T.-W. Chan, eds, pp
    • L. Razzaq and N.T. Heffernan, "Scaffolding vs. Hints in the Assistment System," Proc. Int'l Conf. Intelligent Tutoring Systems, M. Ikeda, K.D. Ashley, and T.-W. Chan, eds., pp. 635-644, 2006.
    • (2006) Proc. Int'l Conf. Intelligent Tutoring Systems , pp. 635-644
    • Razzaq, L.1    Heffernan, N.T.2
  • 42
    • 84988090485 scopus 로고    scopus 로고
    • E.S. Tan, T. Imbos, and R.J.M. Does, A Distribution-Free Approach to Comparing Growth of Knowledge, J. Education Measurement, 31, no. 1, pp. 51-65, 1994.
    • E.S. Tan, T. Imbos, and R.J.M. Does, "A Distribution-Free Approach to Comparing Growth of Knowledge," J. Education Measurement, vol. 31, no. 1, pp. 51-65, 1994.
  • 43
    • 0002621607 scopus 로고
    • Toward an Integration of Item Response Theory and Cognitive Error Diagnosis
    • N. Frederiksen, R. Glaser, A. Lesgold, and M.G. Shafto, eds, pp, Lawrence Erlbaum Assoc
    • K.K. Tatsuoka, "Toward an Integration of Item Response Theory and Cognitive Error Diagnosis," Diagnostic Monitoring of Skill and Knowledge Acquisition, N. Frederiksen, R. Glaser, A. Lesgold, and M.G. Shafto, eds., pp. 453-488, Lawrence Erlbaum Assoc., 1990.
    • (1990) Diagnostic Monitoring of Skill and Knowledge Acquisition , pp. 453-488
    • Tatsuoka, K.K.1
  • 44
    • 0003602912 scopus 로고    scopus 로고
    • W.J. Van Der Linden, and R.K. Hambleton eds. Springer Verlag
    • Handbook of Modern Item Response Theory, W.J. Van Der Linden, and R.K. Hambleton eds. Springer Verlag, 1997.
    • (1997) Handbook of Modern Item Response Theory
  • 46
    • 84857697686 scopus 로고    scopus 로고
    • Accountability-Based Reforms and Instruction: Testing Curricular Alignment for Instruction Using the Massachusetts Comprehensive Assessment System
    • J.T. Yun, J. Willet, and R. Murnane, "Accountability-Based Reforms and Instruction: Testing Curricular Alignment for Instruction Using the Massachusetts Comprehensive Assessment System," Proc. Ann. Am. Educational Research Assoc. Meeting, 2004.
    • (2004) Proc. Ann. Am. Educational Research Assoc. Meeting
    • Yun, J.T.1    Willet, J.2    Murnane, R.3


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