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Intelligent Database Systems Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY 2014, IEEE Student Learning Evaluation: A Concept Map-Based Approach for Analyzing a Student’s Understanding of a Topic

Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

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Page 1: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Presenter: NENG-KAI, HONG

Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L.

SCHROEDER, AND EILEEN D. FAULKENBERRY

2014, IEEE

Artificial Intelligence-Based Student LearningEvaluation: A Concept Map-Based Approach forAnalyzing a Student’s Understanding of a Topic

Page 2: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Outlines

MotivationObjectivesMethodologyExperimentsConclusionsComments

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Page 3: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Motivation

• Traditional method of concept map can only be

used to measure what the student knows about

a subject.

• Concepts developed by students should be more

measurable and comparable.

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Page 4: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Objectives

• Development of a comparative analysis using

probability distribution to compare concept

maps developed by students.

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Page 5: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Methodology

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Page 6: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Methodology

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Page 7: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Methodology

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Page 8: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Methodology

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Page 9: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Methodology

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Page 10: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Methodology

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Page 11: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Methodology

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Page 12: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Methodology

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Page 13: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Experiment

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Page 14: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Experiment

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Page 15: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Conclusions• Use of AISLE considerably reduces the time involved

in assessing a student’s understanding of a topic in study for the instructor.

• The method used to assess concept maps does not work very well when the concept maps submittedby the students are not hierarchical in nature

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Page 16: Intelligent Database Systems Lab Presenter: NENG-KAI, HONG Authors: G. PANKAJ JAIN, VARADRAJ P. GURUPUR, JENNIFER L. SCHROEDER, AND EILEEN D. FAULKENBERRY

Intelligent Database Systems Lab

Comments• Applications– Concept maps, evalution, probability distributions

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