Educational Data Mining

Contents

• Contents

  Joseph Beck

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• Evaluating the Feasibility of Learning Student Models from Data

  Anders Jonnson, Jeff Johns, Hasmik Mehranian, Ivon Arroyo, Beverly Woolf, Andrew Barto, Donald Fisher, and Sridhar Mahadevan

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• Topic Extraction from Item-Level Grades

  Titus Winters, Christian Shelton, Tom Payne, and Guobiao Mei

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• An Educational Data Mining Tool to Browse Tutor-Student Interactions: Time Will Tell!

  Jack Mostow, Joseph Beck, Hao Cen, Andrew Cuneo, Evandro Gouvea, and Cecily Heiner

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• A Data Collection Framework for Capturing ITS Data Based on an Agent Communication Standard

  Olga Medvedeva, Girish Chavan, and Rebecca S. Crowley

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• Data Mining Patterns of Thought

  Earl Hunt, Tara Madhyastha

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• The Q-matrix Method: Mining Student Response Data for Knowledge

  Tiffany Barnes

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• Automating Cognitive Model Improvement by A*Search and Logistic Regression

  Hao Cen, Kenneth Koedinger, and Brian Junker

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• Looking for Sources of Error in Predicting Student’s Knowledge

  Mingyu Feng, Neil T. Heffernan, and Kenneth R. Koedinger

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• Time and Attention: Students, Sessions, and Tasks

  Andrew Arnold, Richard Scheines, Joseph E. Beck, and Bill Jerome

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• Logging Students’ Model-Based Learning and Inquiry Skills in Science

  Janice Gobert, Paul Horwitz, Barbara Buckley, Amie Mansfield, Edmund Burke, and Dimitry Markman

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