Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee...

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Intelligent Database Systems Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system to enhance the learning of biology

Transcript of Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee...

Page 1: Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system.

Intelligent Database Systems Lab

Presenter : CHANG, SHIH-JIE

Authors : Shih-Hwa Liu*,Gwo-Guang Lee

2013.CE

Using a concept map knowledge management system to enhance the learning of biology

Page 2: Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system.

Intelligent Database Systems Lab

Outlines

MotivationObjectivesMethodologyExperimentsConclusionsComments

Page 3: Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system.

Intelligent Database Systems Lab

Motivation The lack of information about how students categorize, reorganize, and link their perceived concepts, would result in teachers not understanding the learning of students with different cultures and backgrounds.

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Intelligent Database Systems Lab

Objectives

• The CMKMS can promote teaching activities step-by-step and improve effective student learning.

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Intelligent Database Systems Lab

Methodology

Word frequencyTF/IDF

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Intelligent Database Systems Lab

Methodology

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Intelligent Database Systems Lab

Experiments – Statistics method

(1) ANOVA(2) Tukey’s HSD Test(3) McNemar test

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Intelligent Database Systems Lab

Experiments

Page 9: Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system.

Intelligent Database Systems Lab

Experiments – ANOVA

F = (SSB/degree) / (SSW/degree)

= 366.45/29.95 = 12.24

Page 10: Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system.

Intelligent Database Systems Lab

Experiments – Tukey’s HSD Test合作 個體 無使用

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Intelligent Database Systems Lab

Experiments – McNemar test

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Intelligent Database Systems Lab

Two phase algorithm:

Experiments – CHAMELEON Algorithm

Page 13: Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system.

Intelligent Database Systems Lab

Experiments – CHAMELEON Algorithm

Page 14: Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system.

Intelligent Database Systems Lab

Experiments– CHAMELEON Algorithm

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Intelligent Database Systems Lab

Experiments

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Intelligent Database Systems Lab

Experiments – Apriori Algorithm

啤酒 尿布 牛奶 麵包 衣服C1 1 0 1 1 0 1

C2 1 1 0 1 1 0

C3 0 1 1 0 0 0

C4 1 1 1 1 1 1

C5 0 0 1 1 0 1

A B

Support(AB)=3/5 =60%

Confidence(AB)=3/4 =75%

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Intelligent Database Systems Lab

Experiments – Apriori Algorithm

Page 18: Intelligent Database Systems Lab Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system.

Intelligent Database Systems Lab

Experiments – Apriori Algorithmab=2/5 abc=1/5

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Intelligent Database Systems Lab

Experiments Apriori

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Intelligent Database Systems Lab

Conclusions– The CMKMS made a positive contribution to the

teaching of biology and learning strategy for students.

– This research offers a platform on which group brainstorming sessions can be structured, knowledge and values can be integrated, and a shared conceptual framework.

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Intelligent Database Systems Lab

Comments• Advantages

– The CMKMS enabled students to intuitively construct and organize their tacit knowledge.

• Applications– Concept Map, Learning biology